Typical consensus algorithms.
\\n\\n
IntechOpen Book Series will also publish a program of research-driven Thematic Edited Volumes that focus on specific areas and allow for a more in-depth overview of a particular subject.
\\n\\nIntechOpen Book Series will be launching regularly to offer our authors and editors exciting opportunities to publish their research Open Access. We will begin by relaunching some of our existing Book Series in this innovative book format, and will expand in 2022 into rapidly growing research fields that are driving and advancing society.
\\n\\nLaunching 2021
\\n\\nArtificial Intelligence, ISSN 2633-1403
\\n\\nVeterinary Medicine and Science, ISSN 2632-0517
\\n\\nBiochemistry, ISSN 2632-0983
\\n\\nBiomedical Engineering, ISSN 2631-5343
\\n\\nInfectious Diseases, ISSN 2631-6188
\\n\\nPhysiology (Coming Soon)
\\n\\nDentistry (Coming Soon)
\\n\\nWe invite you to explore our IntechOpen Book Series, find the right publishing program for you and reach your desired audience in record time.
\\n\\nNote: Edited in October 2021
\\n"}]',published:!0,mainMedia:{caption:"",originalUrl:"/media/original/132"}},components:[{type:"htmlEditorComponent",content:'With the desire to make book publishing more relevant for the digital age and offer innovative Open Access publishing options, we are thrilled to announce the launch of our new publishing format: IntechOpen Book Series.
\n\nDesigned to cover fast-moving research fields in rapidly expanding areas, our Book Series feature a Topic structure allowing us to present the most relevant sub-disciplines. Book Series are headed by Series Editors, and a team of Topic Editors supported by international Editorial Board members. Topics are always open for submissions, with an Annual Volume published each calendar year.
\n\nAfter a robust peer-review process, accepted works are published quickly, thanks to Online First, ensuring research is made available to the scientific community without delay.
\n\nOur innovative Book Series format brings you:
\n\nIntechOpen Book Series will also publish a program of research-driven Thematic Edited Volumes that focus on specific areas and allow for a more in-depth overview of a particular subject.
\n\nIntechOpen Book Series will be launching regularly to offer our authors and editors exciting opportunities to publish their research Open Access. We will begin by relaunching some of our existing Book Series in this innovative book format, and will expand in 2022 into rapidly growing research fields that are driving and advancing society.
\n\nLaunching 2021
\n\nArtificial Intelligence, ISSN 2633-1403
\n\nVeterinary Medicine and Science, ISSN 2632-0517
\n\nBiochemistry, ISSN 2632-0983
\n\nBiomedical Engineering, ISSN 2631-5343
\n\nInfectious Diseases, ISSN 2631-6188
\n\nPhysiology (Coming Soon)
\n\nDentistry (Coming Soon)
\n\nWe invite you to explore our IntechOpen Book Series, find the right publishing program for you and reach your desired audience in record time.
\n\nNote: Edited in October 2021
\n'}],latestNews:[{slug:"webinar-introduction-to-open-science-wednesday-18-may-1-pm-cest-20220518",title:"Webinar: Introduction to Open Science | Wednesday 18 May, 1 PM CEST"},{slug:"step-in-the-right-direction-intechopen-launches-a-portfolio-of-open-science-journals-20220414",title:"Step in the Right Direction: IntechOpen Launches a Portfolio of Open Science Journals"},{slug:"let-s-meet-at-london-book-fair-5-7-april-2022-olympia-london-20220321",title:"Let’s meet at London Book Fair, 5-7 April 2022, Olympia London"},{slug:"50-books-published-as-part-of-intechopen-and-knowledge-unlatched-ku-collaboration-20220316",title:"50 Books published as part of IntechOpen and Knowledge Unlatched (KU) Collaboration"},{slug:"intechopen-joins-the-united-nations-sustainable-development-goals-publishers-compact-20221702",title:"IntechOpen joins the United Nations Sustainable Development Goals Publishers Compact"},{slug:"intechopen-signs-exclusive-representation-agreement-with-lsr-libros-servicios-y-representaciones-s-a-de-c-v-20211123",title:"IntechOpen Signs Exclusive Representation Agreement with LSR Libros Servicios y Representaciones S.A. de C.V"},{slug:"intechopen-expands-partnership-with-research4life-20211110",title:"IntechOpen Expands Partnership with Research4Life"},{slug:"introducing-intechopen-book-series-a-new-publishing-format-for-oa-books-20210915",title:"Introducing IntechOpen Book Series - A New Publishing Format for OA Books"}]},book:{item:{type:"book",id:"9905",leadTitle:null,fullTitle:"Biometric Systems",title:"Biometric Systems",subtitle:null,reviewType:"peer-reviewed",abstract:"Biometrics are used widely in various real-life applications today. There are a number of potential biometric applications that include different areas such as personal recognition, identification, verification, and others. It may be needed for safety, security, permission, banking, crime prevention, forensics, medical applications, communication, face finding, and others. This book is specifically dedicated to biometric research, applications, techniques, tools, and algorithms that originate from different fields such as image processing, computer vision, pattern recognition, signal processing, artificial intelligence, intelligent systems, and soft computing. The main objective of this book is to provide the international community with an effective platform in the area of people identity verification and authentication from physiological and behavioral aspects. This publication provides an effective platform for helping and guiding readers, professionals, researchers, academicians, engineers, scientists, and policy makers involved in the area of biometrics.",isbn:"978-1-78984-188-6",printIsbn:"978-1-78984-187-9",pdfIsbn:"978-1-78984-466-5",doi:"10.5772/intechopen.87715",price:119,priceEur:129,priceUsd:155,slug:"biometric-systems",numberOfPages:120,isOpenForSubmission:!1,isInWos:null,isInBkci:!1,hash:"c730560dd2e3837a03407b3a86b0ef2a",bookSignature:"Muhammad Sarfraz",publishedDate:"February 10th 2021",coverURL:"https://cdn.intechopen.com/books/images_new/9905.jpg",numberOfDownloads:3319,numberOfWosCitations:0,numberOfCrossrefCitations:5,numberOfCrossrefCitationsByBook:0,numberOfDimensionsCitations:5,numberOfDimensionsCitationsByBook:0,hasAltmetrics:1,numberOfTotalCitations:10,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"October 14th 2019",dateEndSecondStepPublish:"March 10th 2020",dateEndThirdStepPublish:"May 9th 2020",dateEndFourthStepPublish:"July 28th 2020",dateEndFifthStepPublish:"September 26th 2020",currentStepOfPublishingProcess:5,indexedIn:"1,2,3,4,5,6,7",editedByType:"Edited by",kuFlag:!1,featuredMarkup:null,editors:[{id:"215610",title:"Prof.",name:"Muhammad",middleName:null,surname:"Sarfraz",slug:"muhammad-sarfraz",fullName:"Muhammad Sarfraz",profilePictureURL:"https://mts.intechopen.com/storage/users/215610/images/system/215610.jpeg",biography:"Muhammad Sarfraz is a professor in the Department of Information Science, Kuwait University, Kuwait. His research interests include optimization, computer graphics, computer vision, image processing, machine learning, pattern recognition, soft computing, data science, and intelligent systems. Prof. Sarfraz has been a keynote/invited speaker at various platforms around the globe. He has advised/supervised more than 110 students for their MSc and Ph.D. theses. He has published more than 400 publications as books, journal articles, and conference papers. He has authored and/or edited around seventy books. Prof. Sarfraz is a member of various professional societies. He is a chair and member of international advisory committees and organizing committees of numerous international conferences. He is also an editor and editor in chief for various international journals.",institutionString:"Kuwait University",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"2",totalChapterViews:"0",totalEditedBooks:"4",institution:{name:"Kuwait University",institutionURL:null,country:{name:"Kuwait"}}}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"567",title:"Computer Surveillance",slug:"computer-surveillance"}],chapters:[{id:"74784",title:"Introductory Chapter: On Fingerprint Recognition",doi:"10.5772/intechopen.95630",slug:"introductory-chapter-on-fingerprint-recognition",totalDownloads:550,totalCrossrefCites:2,totalDimensionsCites:2,hasAltmetrics:0,abstract:null,signatures:"Muhammad Sarfraz",downloadPdfUrl:"/chapter/pdf-download/74784",previewPdfUrl:"/chapter/pdf-preview/74784",authors:[{id:"215610",title:"Prof.",name:"Muhammad",surname:"Sarfraz",slug:"muhammad-sarfraz",fullName:"Muhammad Sarfraz"}],corrections:null},{id:"71697",title:"Biometric Authentication Based on Electrocardiogram",doi:"10.5772/intechopen.91172",slug:"biometric-authentication-based-on-electrocardiogram",totalDownloads:587,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:1,abstract:"The life of modern society is impossible without trust. To ensure trust in the digital world, various encryption algorithms and password policies are used. Passwords are used in a variety of applications from banking applications to email. The advantages of passwords include ease of use and widespread distribution. Forgotten password can be restored or changed. Password weaknesses are largely related to the human factor. Many users use passwords such as “1234” or “qwerty,” and they are also willing to share passwords with friends and colleagues. Vulnerabilities are also associated with software and hardware manufacturers. Many Wi-Fi routers preset very simple passwords, which many users leave unchanged. There are questions for manufacturers of mobile applications. Due to the imperfection of their software, personal data of users often leak. Due to the prevalence of social networks, new authentication methods have appeared. On many websites, you can use accounts from Facebook or Gmail.com for authentication. If hackers manage to break into large IT vendors, then millions of accounts will be leaked. Many common password problems can be overcome with biometric identification. In particular, biometric data are very difficult to fake; they usually do not change over time. Widespread methods of biometric identification, such as fingerprinting, retina recognition, and voice recognition have various vulnerabilities unfortunately.",signatures:"M.R. Bogdanov, A.S. Filippova, G.R. Shakhmametova and Nikolai N. Oskin",downloadPdfUrl:"/chapter/pdf-download/71697",previewPdfUrl:"/chapter/pdf-preview/71697",authors:[{id:"313506",title:"Dr.",name:"Marat",surname:"Bogdanov",slug:"marat-bogdanov",fullName:"Marat Bogdanov"},{id:"317500",title:"Prof.",name:"Anna",surname:"Filippova",slug:"anna-filippova",fullName:"Anna Filippova"},{id:"317501",title:"Prof.",name:"Guzel",surname:"Shakhmametova",slug:"guzel-shakhmametova",fullName:"Guzel Shakhmametova"}],corrections:null},{id:"74423",title:"Face Identification Using LBP-Based Improved Directional Wavelet Transform",doi:"10.5772/intechopen.93445",slug:"face-identification-using-lbp-based-improved-directional-wavelet-transform",totalDownloads:323,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Face identification is the most active area of research in computer vision and biometric authentication. Various face identification methods are developed over the time, still, numerous facial appearances are needed to cope with such as facial expression, pose, and illumination variation. Moreover, faces captured in unrestrained situations also impose immense concern in designing effective face identification methods. It is desirable to extract robust local descriptive features to effectively characterize such facial variations both in unrestrained and restrained situations. This chapter discusses such a face identification method that incorporate a popular local descriptor such as local binary patterns (LBP) based on the improved directional wavelet transform (IDW) method to extract facial features. This designed method is applied to complex face databases such as CASIA-WebFace and LFW which consists of a large number of face images collected under an unrestrained environment with extreme facial variations in expression, pose, and illumination. Experiments and comparison with various methods which include not only the local descriptive methods but also local descriptive-based multiresolution analysis (MRA) based methods demonstrate the efficacy of the LBP-based IDW method.",signatures:"Mohd. Abdul Muqeet and Qazi Mateenuddin Hameeduddin",downloadPdfUrl:"/chapter/pdf-download/74423",previewPdfUrl:"/chapter/pdf-preview/74423",authors:[{id:"319790",title:"Dr.",name:"Mohd. Abdul",surname:"Muqeet",slug:"mohd.-abdul-muqeet",fullName:"Mohd. Abdul Muqeet"}],corrections:null},{id:"72813",title:"Region of Interest Localization Methods for Publicly Available Palmprint Databases",doi:"10.5772/intechopen.93131",slug:"region-of-interest-localization-methods-for-publicly-available-palmprint-databases",totalDownloads:475,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"So far, there exist many publicly available palmprint databases. However, not all of them have provided the corresponding region of interest (ROI) images. If everyone uses their own extracted ROI images for performance testing, the final accuracy is not strictly comparable. Since ROI localization is the critical stage of palmprint recognition. The location precision has a significant impact on the final recognition accuracy, especially in unconstrained scenarios. This problem has limited the applications of palmprint recognition. However, many currently published surveys only focus on feature extraction and classification methods. Throughout these years, many new ROI localization methods have been proposed. In this chapter, we will group the existing ROI localization methods into different categories, analyze their basic ideas, reproduce some of the codes, make comparisons of their performances, and provide further directions. We hope this could be a useful reference for further research.",signatures:"Xu Liang, Dandan Fan, Zhaoqun Li and David Zhang",downloadPdfUrl:"/chapter/pdf-download/72813",previewPdfUrl:"/chapter/pdf-preview/72813",authors:[{id:"319699",title:"Ph.D.",name:"Xu",surname:"Liang",slug:"xu-liang",fullName:"Xu Liang"},{id:"319722",title:"Prof.",name:"David",surname:"Zhang",slug:"david-zhang",fullName:"David Zhang"},{id:"321174",title:"Dr.",name:"Zhaoqun",surname:"Li",slug:"zhaoqun-li",fullName:"Zhaoqun Li"},{id:"322617",title:"Dr.",name:"Dandan",surname:"Fan",slug:"dandan-fan",fullName:"Dandan Fan"}],corrections:null},{id:"72616",title:"Image Sharpness-Based System Design for Touchless Palmprint Recognition",doi:"10.5772/intechopen.92828",slug:"image-sharpness-based-system-design-for-touchless-palmprint-recognition",totalDownloads:508,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Currently, many palmprint acquisition devices have been proposed, but how to design the systems are seldom studied, such as how to choose the imaging sensor, the lens, and the working distance. This chapter aims to find the relationship between image sharpness and recognition performance and then utilize this information to direct the system design. In this chapter, firstly, we introduce the development of recent palmprint acquisition systems and abstract their basic frameworks to propose the key problems needed to be solved when designing new systems. Secondly, the relationship between the palm distance in the field of view (FOV) and image pixels per inch (PPI) is studied based on the imaging model. Suggestions about how to select the imaging sensor and camera lens are provided. Thirdly, image blur and depth of focus (DOF) are taken into consideration; the recognition performances of the image layers in the Gaussian scale space are analyzed. Based on this, an image sharpness range is determined for optimal imaging. The experiment results are obtained using different algorithms on various touchless palmprint databases collected using different kinds of devices. They could be references for new system design.",signatures:"Xu Liang, Zhaoqun Li, Jinyang Yang and David Zhang",downloadPdfUrl:"/chapter/pdf-download/72616",previewPdfUrl:"/chapter/pdf-preview/72616",authors:[{id:"319722",title:"Prof.",name:"David",surname:"Zhang",slug:"david-zhang",fullName:"David Zhang"},{id:"321174",title:"Dr.",name:"Zhaoqun",surname:"Li",slug:"zhaoqun-li",fullName:"Zhaoqun Li"},{id:"319723",title:"Ph.D. Student",name:"Xu",surname:"Liang",slug:"xu-liang",fullName:"Xu Liang"},{id:"321175",title:"BSc.",name:"Jinyang",surname:"Yang",slug:"jinyang-yang",fullName:"Jinyang Yang"}],corrections:null},{id:"72993",title:"Transfer Learning of Pre-Trained CNN Models for Fingerprint Liveness Detection",doi:"10.5772/intechopen.93473",slug:"transfer-learning-of-pre-trained-cnn-models-for-fingerprint-liveness-detection",totalDownloads:515,totalCrossrefCites:1,totalDimensionsCites:1,hasAltmetrics:0,abstract:"Machine learning experts expected that transfer learning will be the next research frontier. Indeed, in the era of deep learning and big data, there are many powerful pre-trained CNN models that have been deployed. Therefore, using the concept of transfer learning, these pre-trained CNN models could be re-trained to tackle a new pattern recognition problem. As such, this work is aiming to investigate the application of transferred VGG19-based CNN model to solve the problem of fingerprint liveness recognition. In particular, the transferred VGG19-based CNN model will be modified, re-trained, and finely tuned to recognize real and fake fingerprint images. Moreover, different architecture of the transferred VGG19-based CNN model has examined including shallow model, medium model, and deep model. To assess the performances of each architecture, LivDet2009 database was employed. Reported results indicated that the best recognition rate was achieved from shallow VGG19-based CNN model with 92% accuracy.",signatures:"Hussein Samma and Shahrel Azmin Suandi",downloadPdfUrl:"/chapter/pdf-download/72993",previewPdfUrl:"/chapter/pdf-preview/72993",authors:[{id:"286407",title:"Prof.",name:"Shahrel Azmin",surname:"Suandi",slug:"shahrel-azmin-suandi",fullName:"Shahrel Azmin Suandi"},{id:"319193",title:"Dr.",name:"Samma",surname:"Hussein",slug:"samma-hussein",fullName:"Samma Hussein"}],corrections:null},{id:"73616",title:"Assessment Methods of Cognitive Ability of Human Brains for Inborn Intelligence Potential Using Pattern Recognitions",doi:"10.5772/intechopen.93268",slug:"assessment-methods-of-cognitive-ability-of-human-brains-for-inborn-intelligence-potential-using-patt",totalDownloads:361,totalCrossrefCites:2,totalDimensionsCites:2,hasAltmetrics:1,abstract:"This research aims to examine the scientific study related to fingerprint patterns and brains lobes. Generally, this method is used to find and develop the inborn potential and personality especially of children. Every person is having inborn potential and personality, which will help us to analyze strength and weakness. The present work is based only on the analysis and used as a reference for scientific research in the field of Galtian and statistical study conducted based on the fingerprint processing. Human brain is divided into two parts, left hemispheres and right hemispheres. Fingers of right hand represent the functions of left brain and fingers of left hand represent the functions of right brain. Human brain is divided into 10 lobes and each lobe is related with each finger. Each lobe represents different intelligences. A detailed analysis of the fingerprint would help the researchers to find the inborn talents. It will provide them the most appropriate learning habits from young age and improve learning ability effectively. The vital factor of an individual’s intelligence is determined by neural network connection of brain cells. Cognitive science is the scientific study that will help you to know about yourself.",signatures:"Rohit Raja, Hiral Raja, RajKumar Patra, Kamal Mehta, Akanksha Gupta and Kunta Ramya Laxmi",downloadPdfUrl:"/chapter/pdf-download/73616",previewPdfUrl:"/chapter/pdf-preview/73616",authors:[{id:"151959",title:"Mr.",name:"Rajkumar",surname:"Patra",slug:"rajkumar-patra",fullName:"Rajkumar Patra"},{id:"267434",title:"Dr.",name:"Rohit",surname:"Raja",slug:"rohit-raja",fullName:"Rohit Raja"},{id:"323068",title:"Dr.",name:"Hiral",surname:"Raja",slug:"hiral-raja",fullName:"Hiral Raja"},{id:"323069",title:"Ms.",name:"Akanksha",surname:"Gupta",slug:"akanksha-gupta",fullName:"Akanksha Gupta"},{id:"323070",title:"Ms.",name:"K. Ramya",surname:"Laxmi",slug:"k.-ramya-laxmi",fullName:"K. 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Dr. Koprowski has authored more than a hundred research papers with dozens in impact factor (IF) journals and has authored or co-authored six books. Additionally, he is the author of several national and international patents in the field of biomedical devices and imaging. 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In addition to the automation and labor-saving measures that have been actively pursued so far, smart ports are nowadays expected to benefit from the Internet of Things (IoT), Artificial Intelligence (AI), and Big Data1, as well as more focused initiatives, in specific the Physical Internet (PI), based on the development of high-speed communication infrastructures, such as the fifth generation mobile communication system (5G). The robust use of the numerous digital technologies, such as the ones above-mentioned, offers substantial business innovation opportunities and requires numerous organizational adjustments [1].
In specific, the digitalization of ports is enabled by 5G networks that provide low latency, high capacity, and increased bandwidth, hence allowing the collection and intelligent processing of vast amounts of data shared over an IoT information network infrastructure. 5G is foremost supporting the PI objectives, namely the widespread adoption of interconnected, sustainable logistics systems and applications.
A smart port is realized by means of wireless devices, smart sensors, actuators, data centers, and other IoT-based systems being connected and exchanging information. The seamless communication of ships, cargoes, and waterway and shore-based facilities, based on 5G and IoT technologies, constitutes the infrastructure of the smart port and shapes the innovation potential of the emergent maritime logistics services and applications. The efficiency, security, and safety of port operations and the achievement of the highly prioritized sustainable development goals are substantially improved by automating port operations, such as vessel management, container terminal operations, and yard automation.
Competitiveness and henceforth the competitive positioning of ports being nodes of multiple, global supply chain networks are of paramount importance and are directly determined by the adopted digital strategy and infrastructures implemented in each port.
This chapter outlines the main technologies’ capabilities, as well as the current status of policies and initiatives for the development and deployment of various technologies, primarily for automated terminals and automated ships in ports, as innovations for ships and various automated machinery, mainly for cargo handling, toward the realization of smart ports. Moreover, the chapter introduces a particular technological framework for creating a sustainable next-generation maritime logistics system, by applying PI to digitize maritime logistics networks and BC technology for secure information exchange to improve the overall efficiency of maritime logistics, at ports.
How does modern maritime logistics look like in the era of Industry 4.0? The concept of Industry 4.0, first formulated by the German government, mainly refers to the automation and digitization of manufacturing processes. Industry 4.0 encompasses cyber-physical systems2, AI3, IoT4, cloud computing5, cognitive computing6, smart factories7, and digital twin8. Industry 4.0 has been implemented in many countries besides Germany, including the US, France, the UK, China, Japan, Korea, and Thailand. Particularly in the supply chain area, digitalization, integration of AI and IoT, sharing economy9, and BC are playing an important role in addition to these core technologies. Logistics has not been associated with high technology for a long time since it was recognized as an industry in the mid of nineteenth century. The situation is changing with the increase of Logistics 4.0 efforts, where innovative technologies such as AI, IoT, and BC are increasingly being implemented in the logistics industry, in parallel with similar efforts to many other industries, presenting even more efficient sustainability and human-centric approaches. However, despite the numerous regional initiatives, there are no adequate frameworks existing for companies in the logistics industry to embrace those technologies to the largest extent. There is a need for guidelines to implement new technologies in the logistics industry for the common good of the entire industry and eventually society as a whole.
Against this background, a closely related development, namely the Physical Internet (PI), has drawn attention from various parties as one of the most effective measures to improve logistics efficiency and reduce greenhouse gas emissions. The features of PI include interoperability, modularity, and standard interfaces and protocols. In order to take advantage of these features, technology to share data while maintaining confidentiality, such as Blockchain (BC) technology, is essential. This technology, also known as a distributed ledger, is difficult to tamper with, requires no administrator, and allows execution of smart contracts. The use of BC technology in PI is expected to dramatically accelerate the construction of a sustainable logistics network. In the following sections, we will present, in more detail, the potential of applying BC technology in the PI network context.
Artificial Intelligence (AI) is a field of computer science that uses the concept of “computation” and the tool of “computers” to study and implement “intelligence.”
AI can be classified into general-purpose AI and specialized AI. General-purpose AI is also referred to as strong AI. It is an AI that is not limited to a specific task but is capable of general-purpose processing; that is, it has the same intelligence as humans. Some examples of general-purpose AI are Doraemon and Astro Boy. None of them exist in the real world yet. Specialized AI is also called weak AI. It is an AI that specializes in performing a specific task. Image recognition, chess, Go, automated driving, human conversation, etc., are all examples of specialized AI.
In a broader sense, AI includes rule-based AI and machine-learning AI. Rule-based AI refers to making decisions according to rules described by humans. It also automates tasks that require hardware and human judgment. It can be described as an office robot. In contrast, machine-learning AI generally does not require a human to write the rules. It has algorithms for self-learning in machine-learning models, and it behaves intelligently based on those algorithms, building the models automatically. Compared with machine-learning AI, rule-based AI has advantages such as faster to automate tasks, a human can train AI, and lower cost. On the other hand, it also has disadvantages such as unable to learn independently, unable to train AI unless it is explicit knowledge, and unable to make decisions on matters it has not been trained on.
Machine learning can be divided into supervised learning, unsupervised learning, and reinforcement learning in general (Figure 1).
AI and machine learning relationship diagram.
Supervised learning is the process of preparing training data with a set of inputs and correct outputs in advance, and having the computer learn to produce correct outputs when given a certain input. Supervised learning methods are mainly used for prediction and classification (labeling). Examples include image classification. Supervised learning can be applied to forecasting sales and predicting the tendency of customers’ churns, etc.
Unsupervised learning is often referred to as self-supervised learning these days. It is used to grasp the inherent structure of data from the input data supplied Unsupervised learning mainly uses clustering techniques to classify data. Examples of applications include product recommendation, customer segmentation, target marketing, etc., based on customer purchase history.
Reinforcement learning is a model that learns to maximize future value instead of giving the correct answer. In other words, it learns to act in a way that maximizes value through trial and error. The problem setting is similar to that of supervised learning, but it is not enough to learn the output of the given correct answer as it is, but it is necessary to learn the behavior that maximizes value in a broader sense.
Tetris game is a good example to understand the scheme of reinforcement learning. When playing a game of Tetris, the problem of getting the highest possible score can be considered in the framework of reinforcement learning. The best way to score at that point is to play in such a way that even a single row can be eliminated immediately, but in the longer term, the score will be higher if you accumulate as much as possible and then eliminate many rows at once.
AlphaGo, which defeated a human player, also incorporates reinforcement learning in some parts of its games. As in the case of Go, it can learn even when humans do not necessarily know the correct answer, so it is expected to acquire the ability to surpass humans.
A neural network is a mathematical model inspired by the function of nerve cells (neurons) and their connections, or neural networks in the human brain, called artificial neurons. When the neural network model is properly constructed according to the problem to be solved, it can make a variety of decisions (i.e., outputs), such as the following:
First, image recognition and binary classification. For example, it answers questions such as: Is the object in front of me a ship or a train?
Second, natural language processing, multi-level classification. For example: which is “Emma Maersk” among various images of vessels online?
Deep Learning is a method of machine learning in which neural networks are combined in multiple layers to enhance their representation and learning capabilities. Currently, it is the most commonly used algorithm for AI.
Deep learning, on the other hand, is often used when complex unstructured data is available and is applied in fields such as speech recognition, image recognition, and natural language processing.
There are many cases where conventional machine-learning methods do not work well for classification and regression without complex function approximation, and deep-learning methods are increasingly being used for such problems. In some cases, deep-learning methods have dramatically improved recognition accuracy compared with conventional methods, and deep learning is currently attracting a great deal of attention in the world. Recently, it has been used in a wide range of fields such as recommendation and automated driving.
BC is an open distributed ledger technology (DLT) based on a peer-to-peer (P2P) approach that allows transactions to be recorded on thousands of servers simultaneously. On the efficient, verifiable, and immutable BC platform, anyone can see the transactions of others in near real time, making it difficult for one user to manipulate the records and control the network [2]. Applying these features, BC facilitates the digitization of traditional economic, legal, and political systems.
In BC, cryptography is used to store records (hash values10) of transactions that occur in the network in blocks of records called blocks. In each block, it contains three values, the first is the hash value of the previously generated block, the second is the record of the transaction in the current block, and the third is a new hash value generated by a disposable random value called a nonce. The three values are passed to the next block and the accumulated blocks form a chain of blocks in time series. The name BC comes from this data structure.
BC can be divided into public BC, which allows anonymous participation, and permitted BC, which requires permission to participate. Public BC is mainly applied to cryptocurrencies. Since the permitted type of BC is faster than the public type in handling transactions, it has been applied to various business fields such as supply chain and intellectual property management [3].
There have been five main types of algorithms for consensus building in BC (Table 1). In public BC, PoW and PoS are mainstream; in the PoW consensus, rewards are evaluated by the amount of work done. In PoW consensus, the reward is evaluated by the amount of work done; in other words, the network participant who performs the appropriate computation the fastest receives the reward. In the PoS consensus, rewards are based on both the amount of work and the amount of cryptocurrencies held. In PoS consensus, rewards are based on both the amount of work done and the amount of cryptocurrencies held, easing the fierce competition in PoWs and saving electricity consumption, it suffers the problem that the rich get richer. On the other hand, in permitted BC, PBFT is the mainstream method. PBFT is faster than other consensus methods but has the disadvantage that blocks will not be created if two-thirds or more of the consensus is not obtained.
Consensus | PoW (Proof of Work) | PoS (Proof of Stake) | PoI (Proof of Importance) | PoC (Proof of Consensus) | PBFT (Practical Byzantine Fault Tolerance) |
---|---|---|---|---|---|
Evaluation method | (one’s) workload | Workload and coin holdings | Overall evaluation of coin holdings, transaction volume, transaction frequency, etc. | Designated agency | Consensus of two-thirds or more |
Benefits | Resistant to transaction tampering | No wasted power consumption | Low power consumption | Fast remittance speed | High speed compared to other methods |
Weakness | High-power consumption | How the rich get richer. | Participation is impossible without a certain amount of coins. | centralized | A block will not be created unless a two-thirds majority is agreed. |
Representative example | Bitcoin (BTC) | Ethereum (ETH) | Nem (NEM) | Ripple (XRP) | Permitted type consortium type |
Typical consensus algorithms.
In the maritime industry, many players from different industries, usually in several countries, are involved in currently operating blockchain platforms. This complexity leads to a lack of transparency in the entire supply chain. In addition, the industry has the disadvantage of high transaction costs for information exchange, the possibility of fraud and theft, and vulnerability to the risk of cyber-attacks. BC offers the possibility to solve these problems [3]. To maximize the capacity and productivity of the digital information space, traditional authentication methods and data structures need to be reformed and modern technologies such as BC need to be actively applied.
PI was initially proposed by Montreuil in 2010 [4]. He defined PI as an open, global logistics network that efficiently and sustainably interconnects all elements of the logistics process. The PI includes the complete supply chain including storage, movement, supply, and delivery of goods, and the PI network is composed of various logistic providers. The goal of PI is to create a global logistics system based on the interconnection of existing logistic networks. To achieve this, a standardized set of protocols, modular containers, and smart interfaces are combined modular containers, called PI containers (Figure 2), which come in various sizes and can be combined and loaded to reduce waste. In addition to modular containers, PI-stores, PI-movers, PI-conveyors, and PI-gateways have also been proposed.
An example of PI container combination. Source: Montreuil et al., 2010 [
The characteristics of PI include interoperability, modularity, and standard interfaces and protocols. In order to take advantage of these features, technologies to share data while protecting confidentiality, such as BC technology, are essential.
Although it is not difficult to understand the usefulness of PI and BC, specific application measures have not been fully studied. In this chapter, we make a proposal for planning measures to build a BC network in PI, and discuss issues and measures for practical application. Specifically, the next sections also aim to clarify the following two points. First, to clarify the scope of application of BC in PI. Second, we propose a framework for implementing PI and BC technologies.
Various information systems have been introduced in maritime and port-related operations, such as Terminal Operating System (TOS) for internal terminal operations, Port Community System (PCS) for port logistics, Automatic Identification System (AIS), and the Transport Management System (TMS) for land-side operations such as trucking [5]. A smart port is an initiative that aims to improve the efficiency and safety of the port as a whole and to reduce the environmental impact of the port by integrating these systems through innovations in automation and new digital technologies such as IoT, AI, and 5G. Currently, the Port of Rotterdam (Smart Port Initiative) and the Port of Hamburg (smart port) in Europe, Japan (PORT2030), Korea (Smart Maritime Logistics) and Singapore (Sense-making Analytics For maritime Event Recognition: SAFER) and other major ports around the world are working on various initiatives.
The Port of Rotterdam in the Netherlands has a vision of being the “smartest port in the world” and is working on digitalization, energy transformation, and innovation to become carbon neutral. They have identified four levels of “digital maturity” for a port cargo community as shown in Table 2 [8]. The Smart Port Initiative is a roadmap that includes projects in energy and industry like recycling, electrification, renewable energy, logistics like BD, automated driving and BC, port infrastructure like quays, dredging, maritime traffic management, and innovation. The Port Call Optimization (PMO) project is underway as part of Port Collaborative Decision Making (PortCDM), an initiative aimed at optimizing the timing of vessel arrival and departure [9]. PortXChange (formerly Pronto), a real-time information sharing platform for PMO between shipping companies, shipping agents, terminals, and other stakeholders, has been in operation since 2018. In the past, about 75% of shipping companies, including major operators such as Maersk and ONE, have participated in the experiment, and the results have shown that PortXChange is effective in reducing the waiting time of ships, especially for departures.
Level | Name | Overview |
---|---|---|
1 | Digitization of individual activities in the port | The individual organizations operating in the port digitize their processes so that they work more efficiently. |
2 | Integrated systems in a port community | The digital exchange of information within the port community leads to reliable, efficient, and paperless dataflows, resulting in more efficient port operations. The focus at this level is related to securely sharing data. Cybersecurity and cyber resilience are key. |
3 | Logistics chain integrated with hinterland | The hinterland four players (importers, exporters, logistics hubs, and domestic transporters) are involved in digital communication with the port community. This integration promotes sharing of real-time information on freight and vessel movements, facilitating better planning. |
4 | Connected ports in the global logistics chain | The port and its hinterland connections are extended to other ports around the world, forming a global network of interconnected ports. This network will allow further reductions of inefficiencies in the global logistics chains by optimizing the use of port capacities and achieving shorter, more reliable transit times. |
In Japan, one of the main measures in the mid-to long-term port policy “PORT2030” announced in July 2018 is to make ports smarter and more resilient by using information and communication technologies. In addition to the complete computerization of ports, which will be called “Cyber Port” through the construction of a port-related data linkage infrastructure, the policy aims to create container terminals with the world’s highest level of productivity and a good working environment (AI terminals) by combining AI, IoT, and automation technologies. In the container terminal field, the introduction of remote-controlled cargo handling machinery and automated gate handling is being promoted, terminal operations are being streamlined and optimized using AI and other technologies, automated vessels, and remote-controlled tugboats are being operated, automated guided vehicles are being introduced, and automated trucks are being driven in convoys. In addition, the next generation high standard unit load terminal will be developed. Furthermore, in the next generation of high standard unit load terminals, the use of automatic driving technology for cross-carriage transport and the linkage with automatic navigation and navigation support technology for ships are mentioned.
Various efforts have been made by shipping companies to develop navigation support technologies to improve the safety and efficiency of ship operations using IoT and big data. In this context, Maritime Autonomous Surface Ships (MASS) have been attracting attention rapidly in recent years. The term MASS generally describes a ship that is highly automated or remotely controlled to perform some or all of the following shipboard tasks: external situational awareness (watchkeeping), monitoring of equipment status, ship operation, engine control, cargo management, and loading/unloading, take-off and landing, and other shipboard tasks by using the latest technologies such as IoT, ICT, and data analysis technologies, various sensors, and land-based monitoring and control centers connected by broadband communications.
A number of projects are underway, mainly in Europe, with the aim of realizing MASS. In December 2018, Rolls-Royce and FinnFerry successfully demonstrated the world’s first fully automated ferry. As an example of an international project, One Sea, a consortium launched in Finland in 2016, is developing a roadmap for practical application and discussing the necessary safety standards and international standardization in order to create an environment for MASS operation by 2025.
There is an ongoing international discussion on the legislative framework for safety standards for MASS. With regard to classification societies’ certification systems, in February 2017, the British classification society Lloyd’s Register published the LR Unmanned Marine Systems Code, which sets out the performance requirements for automated ships. The International Maritime Organization (IMO) has been considering the regulatory aspects of automated ships since May 2018 and has presented a provisional proposal, as shown in Table 3, and is discussing the necessary amendments to IMO rules and new developments. For demonstration tests, the provisional guidelines for safe and efficient demonstration tests of automated ships, jointly proposed by Japan and Norway, have been approved in June 2019. In May 2021, IMO has completed a regulatory scoping exercise on MASS that was designed to assess existing IMO instruments to see how they might apply to ships with varying degrees of automation.
Level | Name | Overview |
---|---|---|
1 | Ship with automated processes and decision support | Seafarers are on board to operate and control shipboard systems and functions. Some operations may be automated and at times be unsupervised but with seafarers on board ready to take control. |
2 | Remotely controlled ship with seafarers on board | The ship is controlled and operated from another location. Seafarers are available onboard to take control and to operate the shipboard systems and functions. |
3 | Remotely controlled ship without seafarers on board | The ship is controlled and operated from another location. There are no seafarers on board. |
4 | Fully autonomous ship | The operating system of the ship is able to make decisions and determine actions by itself. |
In Japan, industry, government, and academia have been collaborating since FY2017 to develop technologies, develop infrastructure and systems, and study business models for the realization of MASS through demonstration projects of automatic ship operation, remote ship operation, and automatic docking and unloading functions in order to improve the environment, including the formulation of safety requirements. The ClassNK has been working on the development of the technology through demonstration projects. In January 2020, the ClassNK established requirements and procedures for the functional verification of automation and remote-control systems used on ships and remote-control facilities, from the perspective of ensuring safety at each stage of development and design, ship installation, and operation [11]. The Ship Data Centre was established in December 2015 as a platform for the use of ship big data, with the participation of shipping companies, shipbuilders, marine industry operators, and meteorological information companies. The Ship Data Center was established in December 2015 as a foundation for the use of ship big data, with the participation of shipping companies, shipbuilders, marine industry companies, meteorological information companies, etc. Rules for fair and equitable data use have been established to promote the distribution and use of ship big data, and the effective use of accumulated big data is being promoted.
Based on the results of the economic evaluation of the MASS operation system, efforts are being made to commercialize a manned automated ship operation system (corresponding to automation level 1 in Table 3), which is more feasible in the short term. In NYK line, research has been conducted on an action planning system for the decision-making required to execute ship operations, and the world’s first demonstration of a manned automated ship based on the provisional guidelines set by the IMO was conducted in September 2019 [12]. Future projections for unmanned automated ships (corresponding to automation level 3 or higher in Table 3) for domestic ships suggest that if 50% of ships are replaced by unmanned automated ships in 2040, the annual economic impact will be approximately 1 trillion yen [13]. In June 2020, the Foundation selected five projects for MEGURI 2040, which aims to realize unmanned automated ships by 2025, by conducting the world’s first demonstrations in waters with high vessel traffic, long-distance navigation, and using large vessels.
The unmanned and automated handling of cargo at container terminals is expected to increase productivity per worker, improve the working environment and safety, and reduce the effects of weather conditions such as fog and wind. On the other hand, the introduction of the system is not without its challenges, such as high initial investment costs, maintenance costs (e.g., power consumption), and coordination with trade unions. At the ECT Delta Terminal in the Port of Rotterdam, the world’s first automated terminal, an Automated Guided Vehicle (AGV) and an Automated Stacking Crane (ASC) were introduced in 1993. However, the introduction of these systems did not proceed due to technical and economic problems and difficulties in coordinating with labor unions, and there were only a few cases until the mid-2000s. However, since the mid-2000s, and especially since the 2010s, the number of automated terminals has been increasing rapidly, with nearly 60 terminals worldwide having installed the system so far. The number of automated terminals has increased rapidly since the mid-2000s, especially in the last decade. Table 4 summarizes the status of the introduction of automated terminals, focusing on the level of automation. The symbols in the table indicate: ◎: mainstream status with many cases of introduction, ○: diffusion stage with several cases of introduction, and △: early stage with limited cases of introduction. In the case of marshaling yards and land-side container handling, remote control and automation are the basic systems. On the other hand, the manned operation is the mainstream for quay cranes, and full automation has been introduced only recently in a limited number of cases. In the case of horizontal transport within the premises, although there is a high degree of automation, various types of cargo handling machines have been introduced, and the level of automation differs greatly between ports.
Type | Activities | Typical cargo handling machine | Manned | Unmanned | |
---|---|---|---|---|---|
Remote control | Automation | ||||
Waterside transport | Moving containers from ship to shore | STS (Ship To Shore Container Crane)/ QC (Quayside Conatiner Crane) | ◎ | ○ | △ |
Horizontal transport | Moving containers between the quayside and yard storage blocks | AGV (Automated Guided Vehicle), SC (Straddle Carrier), ShC (Shuttle Carrier), Chassis | ◎ | — | ○ |
Marshaling yard | Moving containers at yard storage blocks | ASC (Automated Stacking Crane), ShC | — | ○ | ◎ |
Landside transport | Moving containers from the terminal truck gate or intermodal railhead to the marshaling yard | ASC, ShC | — | ◎ | ○ |
In Japan, AGVs and remote-controlled ASCs were introduced at the south side container terminal of Tobishima Pier in the port of Nagoya in December 2005, which is a relatively early stage in international perspective, but it is the only automated terminal in Japan at present. Currently, efforts are being made to promote the introduction of remote-controlled ASCs, mainly at strategic international container ports, and to improve the efficiency and optimization of terminal operations by using AI-based on container cargo information.
In the following, a specific case study of a blockchain technology application, in a Logistics 4.0 Physical Internet environment, is explicated, as a representative system implementation for innovative, digital maritime logistics environments, with automated ships and terminals constituting flagship applications of Industry 4.0.
Three recent representative studies on the application of PI and BC in the supply chain are available [16, 17, 18]. Meyer et al. [16] proposed a conceptual framework for the exchange of value and physical assets in logistics networks that proposed a BC-based conceptual framework and provides a solution to the fundamental barrier of PI. As the main contribution, they identified barriers to transforming current logistics systems into PI networks through case studies. The key barriers included the creation of a network with equal participation, robustness of the framework, assurance of integrity and resilience, rewards in the operational process, and reliable data exchange. By further describing the key features of the technology, they discussed how the BC would address the barriers to PI adoption. They proposed Ethereum BC, implemented smart contracts based on the ERC721 standards11, and evaluated the transport process in PIs. The authors conclude that BC technology can solve the barriers in PI because it enables a reliable and secure exchange of value in an untrustworthy environment. The authors propose a PoS based BC environment in order to save computational resources. In the case of small-scale PIs, the proposed solution already works, but the scalability12 problem as a whole needs to be solved before PIs can be widely adopted.
Hassan et al. [17] presented a permitted BC architecture suitable for the integration of BC technology with PI. They discussed how to take advantage of the interoperability13 between two permitted BCs. They demonstrated the applicability and practicality of the PI architecture to be built on top of a permitted BC and presented a case study of its application. The authors pointed out the scalability of both BC and PI networks as an issue to be solved.
Tan et al. [18] presented a framework of green logistics based on BC to realize sustainable logistics by integrating IoT and big data. The authors propose a framework with seven layers: physical layer, perception layer, network layer, blockchain layer, management layer, application layer, and user layer. The authors pointed out three issues: data storage and transmission, implementation cost, and risk. Then, for future research, the authors suggested to focus on the following: (1) developing a way to effectively connect the physical and perceptual layers to collect logistics data, and (2) designing an incentive mechanism to encourage logistics companies to participate in the BC platform.
In contrast to the various advantages of BC, this technology requires a transformation of digital systems. First, existing processes need to be digitized. Currently, there are many tasks in logistic operations that are done by hand on paper or on computers that are not connected to a network. In order to effectively accumulate and utilize data in these tasks, it is necessary to digitize the tasks themselves or use AI (e.g., Optical Character Reader) services to digitize them.
Next, in order to work with platforms such as BC, existing systems need to have a mechanism to use APIs14. In the logistics field, many existing systems are still based on EDI15, which supports only batch sending and receiving, while APIs support real-time sending and receiving. In the logistics sector, there are still many existing EDI-based systems; EDI supports only batch sending and receiving, while APIs support real-time sending and receiving, and the development cost is higher than APIs [3]. Making EDI-based core systems API compatible is an important task. The issue of standardization is important in the diffusion of APIs. At present, there is a bunch of standards at the level of international organizations, governments, and industries. Some of the standards conflict with each other. These standards need to be unified. Organizations like Digital Container Shipping Association (DCSA) help to expedite the process. DCSA aims to develop digital standards for the containership industry and has compiled and published electronic standards such as vessel schedules, port operations, and electronic B/Ls. The PoV should follow the standards and protocols published by DCSA. In addition, the API is an architectural style that can be easily manipulated and can flexibly respond to the unique standards of countries and industries, for example, 10-ft container, low floor chassis.
Munim et al. [19] identified the main challenges in the practical application of BC in the maritime sector as lack of standardization of data elements, lack of interoperability and scalability between systems, delay in legislation, lack of understanding of the technology, and lack of training facilities and materials. PiChain is facing the same challenges as it uses BC technology. In addition, it is necessary to solve the issues of attracting participating logistics companies and infrastructure development in the implementation of PI. The search for solutions to these issues remains a future task.
These previous studies pointed out the issues of scalability after conducting small-scale demonstrations. In this study, we propose a framework for building innovative Logistics 4.0 systems and applications to solve these issues.
We propose the following scope of application of BC technology in PI. PI contains three flows, namely physical (logistics) flow, information flow, and financial flow. BC technology is indispensable for two of the three flows: information flow and financial flow (Figure 3).
The scope of BC technology application in PI.
For implementation, this chapter proposes a new framework called PiChain, which consists of five components (Figure 4).
Overview of the proposed framework “PiChain.”
The first component is the PI that interconnects the maritime logistics networks. The second component includes networks such as LPWA that supports various types of IoT devices, and 5G and 6G that support cloud computing and edge computing. The third component consists of sensors, IoT devices, Internet of Robotic Things (IoRT), and drones. The fourth component includes big data for optimization with AI and visualization with business intelligence (BI). The top layer is the component that refers to the space optimization of business and operational processes implemented goals of logistics and sustainability goals (SDGs). All these components function on a decentralized platform that uses BCs to prevent data modification, which also support traceability and various types of payments.
To give a better idea of how PiChain works, let us look at a few scenarios. In the future cargo transportation, upon booking information received, AI will automatically calculate the optimal transportation route and method constraints such as cargo destination, size, and weight using PI containers that match the size of the cargo. As soon as this information is finalized or updated, it is automatically sent to the shipper. In the shipper’s internal system, AI uses the latest transportation information to optimize ordering, warehouse storage, and production planning. As soon as the consignee receives the shipment, the payment managed by BC’s smart contract will be automatically executed.
To overcome the lack of scalability of BCs, as pointed out in previous studies, this study recommends the adoption of the Avalanche protocol (Table 5) proposed by Rocket 2019 [20].
Protocol | Classic (1980) | Nakamoto (2008) | Avalanche (2019) |
---|---|---|---|
Typical applications | Byzantine General Problems | Bitcoin | AVAX |
Robustness | ✖ | ◯ | ◯ |
Low latency and quick finality1 | ◯ | ✖ | ◯ |
High processing capacity | ◯ | ✖ | ◯ |
Lightweight | ◯ | ✖ | ◯ |
Low power consumption | ◯ | ✖ | ◯ |
51% attack resistance2 | ✖ | ✖ | ◯ |
High scalability | ✖ | ✖ | ◯ |
Comparison of BC protocols.
Finality means that the amount of money is certain to be obtained as expected. The Bank of Japan lists the following specific conditions for a finalized settlement: (1) The money received will not later be turned into scrap paper or disappear, and (2) the settlement made will never be reversed later.
A 51% attack is the control of 51% (more than 50%) of the hash rate of the entire network by a malicious group or individual to perform fraudulent transactions.
Source: Prepared by the author based on Sirer 2020 [13].
The Avalanche protocol is one of the most promising platforms for BCs because of its scalability, ease of use, flexibility, and proper governance. Avalanche was initially built to serve the financial markets (cryptocurrency AVAX), but it is interoperable with both public and permitted BC. Therefore, it can be adopted by other industries in addition to finance. Avalanche is also capable of combining public and private BCs. Compared with the existing Classical and Nakamoto protocols, the BFT-based Avalanche protocol is very efficient and robust, and can also achieve high productivity and fast finality. While traditional protocols require any given node to communicate with all other nodes, the Avalanche protocol communicates with a small subset (validators), which dramatically reduces the latency to 1/3600 compared with Bitcoin (Table 6). As a result, Avalanche is able to achieve a performance of 7100 transactions per second, compared with 5 transactions per second for Bitcoin, the Nakamoto protocol equivalent.
Performance comparison | Bitcoin | AVAX |
---|---|---|
Latency | 1 | 1/3600 |
Speed (transactions per second) | 5 | 7100 |
Finality | Accomplished in 1 hour. | Accomplished in 1 second. |
Number of simultaneous participants | About 20 people | millions of people |
We recommend a small-scale Proof of Value (PoV) to be executed. In the PoV, a small-scale PI network will be constructed by implementing the Avalanche protocol, which is small scale and scalable, in order to connect with the existing logistics network and using BC technology, the collected big data will be analyzed for optimization, etc., using AI while ensuring its confidentiality. The results will be used for management decisions and environmental protection measures. This positive cycle will dramatically improve the efficiency of logistics and promote sustainable development. It will also be possible to measure and optimize the contribution of innovative technologies to the sustainable development of logistics and the SDGs. For example, it will be possible to quantify how much waste in loading and waiting for pickup is eliminated by the use of PI-containers, and how much congestion is eliminated by optimization at ports. Or how much truck driver time was saved by reducing waiting time, or how much CO2 emissions were reduced, such measurements could be automatically recorded and measured on a reliable BC. The combination of Avalanche and PI in the logistic industry will drive logistics digitalization to a global scale.
In this chapter, we have overviewed the international efforts for innovation in automation and digitalization for the realization of the Smart Port, including the development of technologies and demonstration experiments for their diffusion. It is necessary not only to automate cargo handling at the terminal, but also to share information in real time regarding pre-and post-processes, such as the arrival and departure of ships and the waiting status of vehicles, in cooperation with various IoT devices, and to prepare in advance based on predictive information using AI. It is expected to establish a de facto standard on a global scale by promoting the packaging of port handling machinery combining hardware and software. On the other hand, the international standardization for automated ships is being discussed internationally mainly by initiated by IMO as de jure standard. In addition, it will be necessary to share real-time information on the movements of ships using AIS and IoT and to make comprehensive efforts in cooperation with port infrastructures, such as coordinated operation with work vessels such as tugboats and refueling vessels, and automatic mooring at the wharf. In August 2020, MASSPorts, a framework for international collaboration on the operation of Maritime Autonomous Surface Ships (MASS) in ports, will be launched to establish guidelines for demonstration operations and to study interoperability in multiple ports around the world.
From the research and development stage to the full-scale deployment of new technologies, it is necessary to consider not only the individual optimization of ports and ships but also the overall optimization involving the ocean, ports, and the inland hinterland. As the need for mutual cooperation between ports and ships increases, new infrastructures, systems, laws and regulations, and international standardization need to be discussed. In addition, it is necessary to address not only the safety and cost aspects of installation and operation, but also cyber security, environmental aspects including renewable energy and electrification, and social acceptability. In order to enhance social acceptability, it is important to build a relationship of trust so that not only the port and maritime industries but also the general public can feel secure.
Furthermore, in this chapter, we have proposed PiChain, a framework for creating a sustainable, next-generation maritime logistics system, by applying PI to digitize maritime logistics networks and BC technology for secure information exchange to improve the overall efficiency of maritime logistics, at ports. The following three effects can be expected from the adoption of PiChain.
Recently, there have been many disruptions in the supply chain due to unexpected circumstances such as bad weather, cyber-attacks, and port congestion. In particular, the covid-19 pandemic that began in early 2020 led to travel restrictions and border closures in some countries, which in turn caused disruptions in sea, land, and air logistics. The disruption of logistics also resulted in stagnant production in many countries. The framework proposed in this chapter, PiChain, is useful for supply chain management during emergencies and early recovery from disasters, as the BC-based platform provides real-time information and visualization of the entire delivery process, which in return enables quick response to unexpected delays. In addition, since PI containers can be freely combined or split, switching parts of cargo to alternative modes of transportation can be done flexibly when needed. Furthermore, the application of automated delivery methods, such as drones, will make it possible to deliver even in the middle of the night or in hazardous environments. In conclusion, PiChain can strengthen the resilience of the supply chain while managing a wide range of unknown risks.
In addition, cyber-attacks in the supply chain have been dramatically increasing in recent years. With risks increasing day by day, a high level of cybersecurity is vital for supply chain resilience. The PiChain framework uses BC technology to make the entire network highly resistant to cyber-attacks. Even in the event of being attacked, the stolen data are a hash value generated by BC, so it is difficult to recover the original data from the hash value, which significantly reduces the risk of information leakage. In addition, since the data are stored in a distributed manner in the cloud, it can be recovered quickly after an attack.
Regarding the establishment of a sustainable supply chain within the framework of PiChain, the following three points can be summarized.
First, realizing the SDG Goals. Visualizing, measuring, and optimizing GHG emissions will help to minimize their negative impact on the environment. This will contribute to the realization of SDG Goal 13: Take urgent action to combat climate change and its impacts.
Second, improvement of working conditions. In the framework of PiChain, it is expected to improve the working conditions of workers. For example, AI-guided optimal delivery routes will shorten waiting time hence reducing stress for drivers. In addition, logistics workers will be able to enjoy the benefits of advanced visibility and perform their daily work in a more independent way. This will contribute to SDG Goal 8: Promote sustained, inclusive, and sustainable economic growth, full and productive employment, and decent work for all.
Third, improvement of service quality. Visible logistics management with PiChain will make just-in-time delivery easier. The deployment of drones will also make nighttime delivery possible. This will help improve the quality of logistic operations by enabling a quick response to any unforeseen circumstances that may arise.
With the spread of innovative technologies, new business models will emerge. For example, the inspection at the yard when returning empty containers used to be done by human eyes. Now, using AI image recognition technology, AI can quickly analyze photos of containers automatically taken by surveillance cameras at the gate, and determine if the container is dirty or damaged with an accuracy of over 98%. This kind of service is already being offered in countries like China.
AI will be able to analyze the big data collected and accumulated from the IoT and other sources to realize end-to-end optimization and real-time visibility of the supply chain. New business models that provide niche services in the supply chain emerge continuously, benefiting from innovative technologies.
In addition, there will be businesses that provide training on technologies such as BC and AI. Not only corporate management but also frontline workers will acquire basic knowledge of the new technologies to work more comfortably and efficiently. Since such services are still few, demand will increase further and new businesses in this field are expected to grow considerably. With the digitization of operations and the creation of new business models, maritime logistics, and its various systems, including smart ports will evolve into the next generation, Industry 4.0 modus operandi.
As data-centric processes gain more momentum, shipping and port operations are transformed by meticulously embracing innovative business models and Industry 4.0 technologies. Reliable, secure, and efficient cross-collaboration maritime logistic processes are of paramount importance for the promotion of automated ports, as critical nodes in sustainable, digital supply chains.
A decentralized maritime logistics management system, such as a blockchain-based and IoT-aware system that is deployed over a Physical Internet reference architecture, can support and further advance the development of shipping digitalization and ports’ automation. AI techniques and respective platforms can exploit real-time information on the movements of ships using AIS and IoT, also port infrastructures and machinery information, and data from vehicles and objects supporting the overall logistics flow, in road or air transport segments, respectively. In this chapter, we outline the technologies and provide a blueprint for building efficient, decentralized, scalable Logistics 4.0 systems, offering a prototype infrastructure model and immediate practice guidance to the next-generation shipping and port community.
This work was supported by JSPS KAKENHI Grant Number 21H01564.
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This chapter describes a tiered approach to NFM, commencing with strategic modelling to identify a range of NFM opportunities (tree-planting, distributed runoff attenuation features, and soil structure improvements), and their potential benefits, before engagement with catchment partners, and prioritisation of areas for more detailed hydrological modelling and uncertainty analysis. NFM measures pose some fundamental challenges in modelling their contribution to flood risk management because they are often highly distributed, can influence multiple catchment processes, and evidence for their effectiveness at the large scale is uncertain. This demands we model the ‘upstream’ in more detail so that we can assess the effectiveness of many small-scale changes at the large-scale. We demonstrate an approach to address these challenges employing the fast, high resolution, fully-distributed inundation model JFLOW, and visualisation of potential benefits in map form. These are used to engage catchment managers who can prioritise areas for potential deployment of NFM measures, where more detailed modelling may be targeted. We then demonstrate a framework applying the semi-distributed Dynamic TOPMODEL in which uncertainty plays an integral role in the decision-making process.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Barry Hankin, Peter Metcalfe, David Johnson, Nick A. Chappell,\nTrevor Page, Iain Craigen, Rob Lamb and Keith Beven",authors:[{id:"203276",title:"Dr.",name:"Barry",middleName:null,surname:"Hankin",slug:"barry-hankin",fullName:"Barry Hankin"}]},{id:"55369",doi:"10.5772/intechopen.68924",title:"One- and Two-Dimensional Hydrological Modelling and Their Uncertainties",slug:"one-and-two-dimensional-hydrological-modelling-and-their-uncertainties",totalDownloads:2718,totalCrossrefCites:3,totalDimensionsCites:12,abstract:"Earth processes, which occur in land, air and ocean in different environment and at different scales, are very complex. Flooding is also a part of the complex processes, which need to be assessed accurately to know the accurate spatial and temporal changes of flooding and their causes. Hydrological modelling has been used by several researchers in river and floodplain modelling for flood analysis. In this chapter, factors affecting flash flood, possible options of basic input parameters in one- and two-dimensional hydrological models in data sparse environment, some case studies and uncertainty in hydrological modelling were discussed. This discussion will help the readers to understand the flooding factors, selection of input parameters in data sparse environment, a brief insight of one- and two-dimensional hydrological models and uncertainties in their input and model parameters and model structures.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Mohd Talha Anees, Khiruddin Abdullah, Mohd Nawawi Mohd\nNordin, Nik Norulaini Nik Ab Rahman, Muhammad Izzuddin Syakir\nand Mohd. Omar Abdul Kadir",authors:[{id:"11196",title:"Dr.",name:"Khiruddin",middleName:null,surname:"Abdullah",slug:"khiruddin-abdullah",fullName:"Khiruddin Abdullah"},{id:"151303",title:"Prof.",name:"Nik Norulaini",middleName:null,surname:"Ab Rahman",slug:"nik-norulaini-ab-rahman",fullName:"Nik Norulaini Ab Rahman"},{id:"151344",title:"Prof.",name:"Mohd Omar",middleName:null,surname:"Ab Kadir",slug:"mohd-omar-ab-kadir",fullName:"Mohd Omar Ab Kadir"},{id:"201647",title:"Mr.",name:"Mohd Talha",middleName:null,surname:"Anees",slug:"mohd-talha-anees",fullName:"Mohd Talha Anees"},{id:"203217",title:"Prof.",name:"Mohd Nawawi",middleName:null,surname:"Mohd Nordin",slug:"mohd-nawawi-mohd-nordin",fullName:"Mohd Nawawi Mohd Nordin"},{id:"203218",title:"Dr.",name:"Muhammad Izzuddin",middleName:null,surname:"Syakir Ishak",slug:"muhammad-izzuddin-syakir-ishak",fullName:"Muhammad Izzuddin Syakir Ishak"}]},{id:"55735",doi:"10.5772/intechopen.69139",title:"Understanding Flood Risk Management in Asia: Concepts and Challenges",slug:"understanding-flood-risk-management-in-asia-concepts-and-challenges",totalDownloads:1941,totalCrossrefCites:6,totalDimensionsCites:11,abstract:"In this chapter, an attempt is made to review the behavior of flood in Asian region and mechanism of flood risk management adopted among Asian nations. Flood is the most frequent natural disaster at present and vulnerability is widespread across the globe. Though, Asian region is on a knife-edge. Distribution of natural disasters in Asia followed by economic damage and human killing is illustrated in this chapter. In addition, discourse of China, Pakistan, India, Bangladesh, Indonesia, Nepal, Vietnam, and Sri Lanka on flood risk management is examined. Flood risk management policies framed by these nations over the period of time are synthesized. Research and investment on forecasting, planning, preparedness, assessment, evaluation, and mitigation of flood risk are explained. This synthesis can present a pathway for better response and flood management for debated Asian countries through filling the identified policy gaps. This chapter also urges a need of holistic and inter-countries research and cross country analysis followed by increased funding for sustainable management of risk.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Saleem Ashraf, Muhammad Luqman, Muhammad Iftikhar, Ijaz\nAshraf and Zakaria Yousaf Hassan",authors:[{id:"202027",title:"Dr.",name:"Muhammad Saleem",middleName:null,surname:"Ashraf",slug:"muhammad-saleem-ashraf",fullName:"Muhammad Saleem Ashraf"}]},{id:"45003",doi:"10.5772/55472",title:"Impact of Hurricane Katrina on the Louisiana HIV/AIDS Epidemic: A Socio-Ecological Perspective",slug:"impact-of-hurricane-katrina-on-the-louisiana-hiv-aids-epidemic-a-socio-ecological-perspective",totalDownloads:1909,totalCrossrefCites:2,totalDimensionsCites:6,abstract:null,book:{id:"3507",slug:"natural-disasters-multifaceted-aspects-in-management-and-impact-assessment",title:"Natural Disasters",fullTitle:"Natural Disasters - Multifaceted Aspects in Management and Impact Assessment"},signatures:"William T. Robinson",authors:[{id:"161386",title:"Associate Prof.",name:"William",middleName:null,surname:"Robinson",slug:"william-robinson",fullName:"William Robinson"}]},{id:"55628",doi:"10.5772/intechopen.68912",title:"Flood Risk Mapping in the Amazon",slug:"flood-risk-mapping-in-the-amazon",totalDownloads:1639,totalCrossrefCites:3,totalDimensionsCites:6,abstract:"Floods are part of the natural and cultural life in the Amazon. However, the issues and management of fluvial-disaster risks are poorly studied. Among the reasons for the lack of studies, the Amazon region has several gaps in information ranging from inadequate regional maps to spatially unsystematic local data. Flood patterns differ in urban and rural areas. Severe large-scale flooding took place during the previous and the current decades, such as those that occurred in 2009 and 2012. Between 1991 and 2010, official recorded data indicate about 3,292,888 people were affected in 6 regional states of the Amazon (Acre, Amapá, Amazonas, Pará, Rondônia, and Roraima) considering 7 different hazards. Because of the extensive damages, the national government started a mapping program for cities in Brazil that have a history of facing significant flood risks. The aim of this chapter is to analyse the flood-risk mapping conditions in the Amazon.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Milena Marília Nogueira de Andrade, Iris Celeste Nascimento\nBandeira, Dianne Danielle Farias Fonseca, Paulo Eduardo Silva\nBezerra, Ádanna de Souza Andrade and Rodrigo Silva de Oliveira",authors:[{id:"203296",title:"Dr.",name:"Milena",middleName:"Marília Nogueira De",surname:"Andrade",slug:"milena-andrade",fullName:"Milena Andrade"},{id:"203302",title:"MSc.",name:"Iris Celeste Nascimento",middleName:null,surname:"Bandeira",slug:"iris-celeste-nascimento-bandeira",fullName:"Iris Celeste Nascimento Bandeira"},{id:"203352",title:"Mr.",name:"Paulo Eduardo Silva",middleName:null,surname:"Bezerra",slug:"paulo-eduardo-silva-bezerra",fullName:"Paulo Eduardo Silva Bezerra"},{id:"203353",title:"Mrs.",name:"Ádanna",middleName:null,surname:"Andrade",slug:"adanna-andrade",fullName:"Ádanna Andrade"},{id:"203354",title:"Mr.",name:"Rodrigo",middleName:null,surname:"Oliveira",slug:"rodrigo-oliveira",fullName:"Rodrigo Oliveira"},{id:"203421",title:"Mrs.",name:"Dianne",middleName:null,surname:"Fonseca",slug:"dianne-fonseca",fullName:"Dianne Fonseca"}]}],mostDownloadedChaptersLast30Days:[{id:"56370",title:"Flood Risk Management in Mexico",slug:"flood-risk-management-in-mexico",totalDownloads:1575,totalCrossrefCites:1,totalDimensionsCites:1,abstract:"Mexico receives an average annual rainfall of 740 mm, which are distributed in the hydrological cycle as follows: 72% evapotranspiration, 21% becomes runoff and 6% as aquifer recharge. Within the Mexican territory, exist a great diversity of climates and high spatial and temporal variability in water resources availability. In the period 2000–2015, damages from hydrometeorological phenomena in Mexico represented between 60 and 99% of total damages and losses at national level due to natural and socioorganizational events. Considering global climate change impact on the selection, design and implementation of flood control measures, represents a major challenge, since the level of certainty regarding its influence on the variables involved, remains insufficient. This chapter provides a description of the main elements directly linked to flooding in México, such as a high spatial and temporal variability in water resources availability and presence of tropical cyclones in both coasts and climate change. A brief summary of the main disasters caused by hydrometeorological phenomena, the annual cost of the damages, the main non‐structural measures for flood control and the intervention from the Mexican Institute of Water Technology in the use, development and spread of technology focused on flood risk management are also included.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Felipe I. Arreguín-Cortés and Claudia Elizabeth Cervantes-Jaimes",authors:[{id:"203037",title:"Dr.",name:"Felipe I.",middleName:null,surname:"Arreguin-Cortés",slug:"felipe-i.-arreguin-cortes",fullName:"Felipe I. Arreguin-Cortés"},{id:"204319",title:"M.Sc.",name:"Claudia Elizabeth",middleName:null,surname:"Cervantes-Jaimes",slug:"claudia-elizabeth-cervantes-jaimes",fullName:"Claudia Elizabeth Cervantes-Jaimes"}]},{id:"55369",title:"One- and Two-Dimensional Hydrological Modelling and Their Uncertainties",slug:"one-and-two-dimensional-hydrological-modelling-and-their-uncertainties",totalDownloads:2716,totalCrossrefCites:3,totalDimensionsCites:12,abstract:"Earth processes, which occur in land, air and ocean in different environment and at different scales, are very complex. Flooding is also a part of the complex processes, which need to be assessed accurately to know the accurate spatial and temporal changes of flooding and their causes. Hydrological modelling has been used by several researchers in river and floodplain modelling for flood analysis. In this chapter, factors affecting flash flood, possible options of basic input parameters in one- and two-dimensional hydrological models in data sparse environment, some case studies and uncertainty in hydrological modelling were discussed. This discussion will help the readers to understand the flooding factors, selection of input parameters in data sparse environment, a brief insight of one- and two-dimensional hydrological models and uncertainties in their input and model parameters and model structures.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Mohd Talha Anees, Khiruddin Abdullah, Mohd Nawawi Mohd\nNordin, Nik Norulaini Nik Ab Rahman, Muhammad Izzuddin Syakir\nand Mohd. Omar Abdul Kadir",authors:[{id:"11196",title:"Dr.",name:"Khiruddin",middleName:null,surname:"Abdullah",slug:"khiruddin-abdullah",fullName:"Khiruddin Abdullah"},{id:"151303",title:"Prof.",name:"Nik Norulaini",middleName:null,surname:"Ab Rahman",slug:"nik-norulaini-ab-rahman",fullName:"Nik Norulaini Ab Rahman"},{id:"151344",title:"Prof.",name:"Mohd Omar",middleName:null,surname:"Ab Kadir",slug:"mohd-omar-ab-kadir",fullName:"Mohd Omar Ab Kadir"},{id:"201647",title:"Mr.",name:"Mohd Talha",middleName:null,surname:"Anees",slug:"mohd-talha-anees",fullName:"Mohd Talha Anees"},{id:"203217",title:"Prof.",name:"Mohd Nawawi",middleName:null,surname:"Mohd Nordin",slug:"mohd-nawawi-mohd-nordin",fullName:"Mohd Nawawi Mohd Nordin"},{id:"203218",title:"Dr.",name:"Muhammad Izzuddin",middleName:null,surname:"Syakir Ishak",slug:"muhammad-izzuddin-syakir-ishak",fullName:"Muhammad Izzuddin Syakir Ishak"}]},{id:"55139",title:"Estimating Flood Quantiles on the Basis of Multi-Event Rainfall Simulation",slug:"estimating-flood-quantiles-on-the-basis-of-multi-event-rainfall-simulation",totalDownloads:1391,totalCrossrefCites:1,totalDimensionsCites:1,abstract:"This chapter provides an insight into a new approach to estimating the flood quantiles based on rainfall-runoff modelling using multiple rainfall events. The approach is based on the prior knowledge about the probability distribution of annual maximum daily totals of rainfall in catchments, random disaggregation of the totals into hourly values and rainfall-runoff modelling. The new presented method called MESEF (Multi-Event Simulation of Extreme Flood) combines design event method based on single-rainfall event modelling and continuous simulation method used for estimating the maximum discharges of a given exceedance probability using rainfall-runoff models. The MESEF method considers varied moisture conditions in model catchment before the occurrence of rainfalls. To verify the efficiency of the proposed method, a comparison was carried out between the values of flood quantiles estimated by the MESEF method and the flood quantiles estimated by direct method. The proposed approach was tested in two catchments in the Upper Vistula River basin. The results of the MESEF method in both catchments were satisfactory; however, in order to verify its effectiveness, more research is needed within catchments of diverse features and landscape. Special attention should be paid to the proportion of moisture conditions that is a crucial factor in future use of the MESEF method in uncontrolled catchments.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Elżbieta Jarosińska and Katarzyna Pierzga",authors:[{id:"202772",title:"Ph.D.",name:"Elżbieta",middleName:null,surname:"Jarosińska",slug:"elzbieta-jarosinska",fullName:"Elżbieta Jarosińska"},{id:"202833",title:"MSc.",name:"Katarzyna",middleName:null,surname:"Pierzga",slug:"katarzyna-pierzga",fullName:"Katarzyna Pierzga"}]},{id:"55735",title:"Understanding Flood Risk Management in Asia: Concepts and Challenges",slug:"understanding-flood-risk-management-in-asia-concepts-and-challenges",totalDownloads:1936,totalCrossrefCites:6,totalDimensionsCites:10,abstract:"In this chapter, an attempt is made to review the behavior of flood in Asian region and mechanism of flood risk management adopted among Asian nations. Flood is the most frequent natural disaster at present and vulnerability is widespread across the globe. Though, Asian region is on a knife-edge. Distribution of natural disasters in Asia followed by economic damage and human killing is illustrated in this chapter. In addition, discourse of China, Pakistan, India, Bangladesh, Indonesia, Nepal, Vietnam, and Sri Lanka on flood risk management is examined. Flood risk management policies framed by these nations over the period of time are synthesized. Research and investment on forecasting, planning, preparedness, assessment, evaluation, and mitigation of flood risk are explained. This synthesis can present a pathway for better response and flood management for debated Asian countries through filling the identified policy gaps. This chapter also urges a need of holistic and inter-countries research and cross country analysis followed by increased funding for sustainable management of risk.",book:{id:"6018",slug:"flood-risk-management",title:"Flood Risk Management",fullTitle:"Flood Risk Management"},signatures:"Saleem Ashraf, Muhammad Luqman, Muhammad Iftikhar, Ijaz\nAshraf and Zakaria Yousaf Hassan",authors:[{id:"202027",title:"Dr.",name:"Muhammad Saleem",middleName:null,surname:"Ashraf",slug:"muhammad-saleem-ashraf",fullName:"Muhammad Saleem Ashraf"}]},{id:"71247",title:"Dealing with Local Tsunami on Pakistan Coast",slug:"dealing-with-local-tsunami-on-pakistan-coast",totalDownloads:592,totalCrossrefCites:0,totalDimensionsCites:0,abstract:"Tsunami originating from a local source can arrive at Pakistan coastline within minutes. In the absence of a comprehensive and well-coordinated management plan, the fast-approaching tsunami might wreak havoc on the coast. To combat such a threat, a wide range of short- and long-term mitigation measures are needed to be taken by several government and private sector organizations as well as security agencies. Around 1000-km coastline is divided administratively into two provinces of Baluchistan and Sindh and further into seven districts. Most of the coastal communities were severely affected by an earthquake of magnitude 8+ on 28 November 1945 followed by a devastating tsunami. In contrast to the level of posed hazard and multiple-fold increase in vulnerabilities since then, the risk mitigation efforts are trivial and least coordinated. It is important to provide stakeholders with a set of prerequisite information and guidelines on standardized format to develop their organizational strategies and course of action for earthquake and tsunami risk mitigation in a well-coordinated manner, from local to the national level.",book:{id:"8979",slug:"tsunami-damage-assessment-and-medical-triage",title:"Tsunami",fullTitle:"Tsunami - Damage Assessment and Medical Triage"},signatures:"Ghazala Naeem",authors:[{id:"193736",title:"Ms.",name:"Ghazala",middleName:null,surname:"Naeem",slug:"ghazala-naeem",fullName:"Ghazala Naeem"}]}],onlineFirstChaptersFilter:{topicId:"665",limit:6,offset:0},onlineFirstChaptersCollection:[],onlineFirstChaptersTotal:0},preDownload:{success:null,errors:{}},subscriptionForm:{success:null,errors:{}},aboutIntechopen:{},privacyPolicy:{},peerReviewing:{},howOpenAccessPublishingWithIntechopenWorks:{},sponsorshipBooks:{sponsorshipBooks:[],offset:0,limit:8,total:null},allSeries:{pteSeriesList:[],lsSeriesList:[],hsSeriesList:[],sshSeriesList:[],testimonialsList:[]},series:{item:{id:"22",title:"Business, Management and Economics",doi:"10.5772/intechopen.100359",issn:"2753-894X",scope:"\r\n\tThis series will provide a comprehensive overview of recent research trends in business and management, economics, and marketing. Topics will include asset liability management, financial consequences of the financial crisis and covid-19, financial accounting, mergers and acquisitions, management accounting, SMEs, financial markets, corporate finance and governance, managerial technology and innovation, resource management and sustainable development, social entrepreneurship, corporate responsibility, ethics and accountability, microeconomics, labour economics, macroeconomics, public economics, financial economics, econometrics, direct marketing, creative marketing, internet marketing, market planning and forecasting, brand management, market segmentation and targeting and other topics under business and management. This book series will focus on various aspects of business and management whose in-depth understanding is critical for business and company management to function effectively during this uncertain time of financial crisis, Covid-19 pandemic, and military activity in Europe.
",coverUrl:"https://cdn.intechopen.com/series/covers/22.jpg",latestPublicationDate:"May 18th, 2022",hasOnlineFirst:!0,numberOfPublishedBooks:1,editor:{id:"356540",title:"Prof.",name:"Taufiq",middleName:null,surname:"Choudhry",slug:"taufiq-choudhry",fullName:"Taufiq Choudhry",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0033Y000036X2hvQAC/Profile_Picture_2022-03-14T08:58:03.jpg",biography:"Prof. Choudhry holds a BSc degree in Economics from the University of Iowa, as well as a Masters and Ph.D. in Applied Economics from Clemson University, USA. In January 2006, he became a Professor of Finance at the University of Southampton Business School. He was previously a Professor of Finance at the University of Bradford Management School. He has over 80 articles published in international finance and economics journals. His research interests and specialties include financial econometrics, financial economics, international economics and finance, housing markets, financial markets, among others.",institutionString:null,institution:{name:"University of Southampton",institutionURL:null,country:{name:"United Kingdom"}}},editorTwo:null,editorThree:null},subseries:{},overviewPageOFChapters:[],overviewPagePublishedBooks:[],openForSubmissionBooks:{},onlineFirstChapters:{paginationCount:1,paginationItems:[{id:"81831",title:"Deep Network Model and Regression Analysis using OLS Method for Predicting Lung Vital Capacity",doi:"10.5772/intechopen.104737",signatures:"Harun Sümbül",slug:"deep-network-model-and-regression-analysis-using-ols-method-for-predicting-lung-vital-capacity",totalDownloads:2,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"Decision Science - Recent Advances and Applications",coverURL:"https://cdn.intechopen.com/books/images_new/11604.jpg",subseries:{id:"86",title:"Business and Management"}}}]},subseriesFiltersForOFChapters:[{caption:"Business and Management",value:86,count:1,group:"subseries"}],publishedBooks:{},subseriesFiltersForPublishedBooks:[],publicationYearFilters:[],authors:{}},subseries:{item:{id:"19",type:"subseries",title:"Animal Science",keywords:"Animal Science, Animal Biology, Wildlife Species, Domesticated Animals",scope:"The Animal Science topic welcomes research on captive and wildlife species, including domesticated animals. 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A dynamic career research platform which is based on the thematic areas of comparative vertebrate physiology, stress endocrinology, reproductive endocrinology, animal health and welfare, and conservation biology. \nEdward has supervised 40 research students and published over 60 peer reviewed research.",institutionString:null,institution:{name:"University of Queensland",institutionURL:null,country:{name:"Australia"}}},editorTwo:null,editorThree:null,series:{id:"13",title:"Veterinary Medicine and Science",doi:"10.5772/intechopen.73681",issn:"2632-0517"},editorialBoard:[{id:"258334",title:"Dr.",name:"Carlos Eduardo",middleName:null,surname:"Fonseca-Alves",slug:"carlos-eduardo-fonseca-alves",fullName:"Carlos Eduardo Fonseca-Alves",profilePictureURL:"https://mts.intechopen.com/storage/users/258334/images/system/258334.jpg",institutionString:null,institution:{name:"Universidade Paulista",institutionURL:null,country:{name:"Brazil"}}},{id:"191123",title:"Dr.",name:"Juan José",middleName:null,surname:"Valdez-Alarcón",slug:"juan-jose-valdez-alarcon",fullName:"Juan José Valdez-Alarcón",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bSBfcQAG/Profile_Picture_1631354558068",institutionString:"Universidad Michoacana de San Nicolás de Hidalgo",institution:{name:"Universidad Michoacana de San Nicolás de Hidalgo",institutionURL:null,country:{name:"Mexico"}}},{id:"161556",title:"Dr.",name:"Maria Dos Anjos",middleName:null,surname:"Pires",slug:"maria-dos-anjos-pires",fullName:"Maria Dos Anjos Pires",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bS8q2QAC/Profile_Picture_1633432838418",institutionString:null,institution:{name:"University of Trás-os-Montes and Alto Douro",institutionURL:null,country:{name:"Portugal"}}},{id:"209839",title:"Dr.",name:"Marina",middleName:null,surname:"Spinu",slug:"marina-spinu",fullName:"Marina Spinu",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRLXpQAO/Profile_Picture_1630044895475",institutionString:null,institution:{name:"University of Agricultural Sciences and Veterinary Medicine of Cluj-Napoca",institutionURL:null,country:{name:"Romania"}}},{id:"92185",title:"Dr.",name:"Sara",middleName:null,surname:"Savic",slug:"sara-savic",fullName:"Sara Savic",profilePictureURL:"https://mts.intechopen.com/storage/users/92185/images/system/92185.jfif",institutionString:'Scientific Veterinary Institute "Novi Sad"',institution:{name:'Scientific Veterinary Institute "Novi Sad"',institutionURL:null,country:{name:"Serbia"}}}]},onlineFirstChapters:{paginationCount:11,paginationItems:[{id:"81793",title:"Canine parvovirus-2: An Emerging Threat to Young Pets",doi:"10.5772/intechopen.104846",signatures:"Mithilesh Singh, Rajendran Manikandan, Ujjwal Kumar De, Vishal Chander, Babul Rudra Paul, Saravanan Ramakrishnan and Darshini Maramreddy",slug:"canine-parvovirus-2-an-emerging-threat-to-young-pets",totalDownloads:7,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"Recent Advances in Canine Medicine",coverURL:"https://cdn.intechopen.com/books/images_new/11580.jpg",subseries:{id:"19",title:"Animal Science"}}},{id:"81271",title:"The Diversity of Parvovirus Telomeres",doi:"10.5772/intechopen.102684",signatures:"Marianne Laugel, Emilie Lecomte, Eduard Ayuso, Oumeya Adjali, Mathieu Mével and Magalie Penaud-Budloo",slug:"the-diversity-of-parvovirus-telomeres",totalDownloads:23,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"Recent Advances in Canine Medicine",coverURL:"https://cdn.intechopen.com/books/images_new/11580.jpg",subseries:{id:"19",title:"Animal Science"}}},{id:"79209",title:"Virtual Physiology: A Tool for the 21st Century",doi:"10.5772/intechopen.99671",signatures:"Carmen Nóbrega, Maria Aires Pereira, Catarina Coelho, Isabel Brás, Ana Cristina Mega, Carla Santos, Fernando Esteves, Rita Cruz, Ana I. 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Tubalinal, Leonard Paulo G. Lucero, Jim Andreus V. Mangahas, Marvin A. Villanueva and Claro N. Mingala",slug:"application-of-noble-metals-in-the-advances-in-animal-disease-diagnostics",totalDownloads:108,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"Updates on Veterinary Anatomy and Physiology",coverURL:"https://cdn.intechopen.com/books/images_new/10665.jpg",subseries:{id:"19",title:"Animal Science"}}},{id:"77455",title:"Marek’s Disease Is a Threat for Large Scale Poultry Production",doi:"10.5772/intechopen.98939",signatures:"Wojciech Kozdruń, Jowita Samanta Niczyporuk and Natalia Styś-Fijoł",slug:"marek-s-disease-is-a-threat-for-large-scale-poultry-production",totalDownloads:246,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"Updates on Veterinary Anatomy and Physiology",coverURL:"https://cdn.intechopen.com/books/images_new/10665.jpg",subseries:{id:"19",title:"Animal Science"}}},{id:"74655",title:"Taxon-Specific Pair Bonding in Gibbons (Hylobatidae)",doi:"10.5772/intechopen.95270",signatures:"Thomas Geissmann, Simone Rosenkranz-Weck, Judith J.G.M. 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