Open access peer-reviewed chapter

Spin-Coating Technique for Fabricating Nickel Zinc Nanoferrite (Ni0.3Zn0.7Fe2O4) Thin Films

By Yusnita Yusuf, Raba’ah Syahidah Azis and Muhammad Syazwan Mustaffa

Submitted: February 22nd 2018Reviewed: July 24th 2018Published: November 5th 2018

DOI: 10.5772/intechopen.80461

Downloaded: 193

Abstract

Functional nanoferrite thin films are used in various fields of our life. There are many different methods used to fabricate thin films including sputter deposition, flash laser evaporation pulsed laser deposition (PLD), chemical vapor deposition (PVD) and spin-coating process. In each of these methods, it produces an amorphous phase of the deposited film. To produce a crystalline film, an additional high-temperature processing is required. The high-temperature process can lead to considerable constraints in combining the desirable characteristics of a crystalline nanoferrite thin film with those of thermally unstable substrates and other device components. High-temperature thin-film processing is also a considerable cost to manufacturing. This chapter will report a simple procedure of the sol-gel precursor method for fabrication of NiZn nanoferrite (Ni0.3Zn0.7Fe2O4) thin films and spin-coating method in coating a chemical solution. This method generally provides for both low-temperature deposition and crystallization of NiZn nanoferrite thin films.

Keywords

  • NiZn ferrite thin films
  • spin coating
  • structural
  • magnetic
  • optical properties

1. Introduction of NiZn ferrite thin films

NiZn nanocrystalline ferrite thin films have a spinel crystal structure which have been a subject of extensive attempt because of their potential applications in high-density magneto-optic recording devices, magnetic refrigeration and microwave materials due to its high electrical resistivity, low magnetic coercivity and low eddy current losses. NiZn nanoferrite thin films are structure sensitive, and it is not easy to produce a stoichiometric and point-defect-free NiZn ferrite, for high-resistivity applications. In NiZn ferrite thin-film fabrication, the accurate composition control and the uniformity throughout the film deposition are important. It is well known that properties of ferrite materials strongly depend on the preparation conditions. This issue is important in NiZn ferrite thin films because the effect of temperatures will lead to the change in the chemical composition of the ferrite films. These also will result in non-uniformity of film composition and the magnetic hysteresis parameter of ferrites. High-temperature synthesis of NiZn thin-film ferrite results in the evaporation of some constituents that lead to the nonstoichiometry, and zinc volatilization at higher temperature can result in the formation of Fe2+ ions that lead to increase the electron hopping and reducing the electrical resistivity [1]. Therefore, a low-temperature synthesis is required for the synthesis of NiZn ferrite film. Properties of ferrite film depend on the preparation route, due to its strong influence on type of the film (polycrystalline and epitaxial), particle size, chemical homogeneity, microstructure and cationic distribution between tetrahedral and octahedral sublattice sites [2, 3]. Synthesis of ferrite thin film is of great interest among researchers in this field of study. Widely used techniques are utilized to produce desirable final product of nickel zinc ferrite. These techniques can be classified into two major techniques which are the conventional technique and the nonconventional technique. The starting materials are conventionally oxides or precursors of oxide of the cations. This process involves the interdiffusion of the various metal ions of preselected compositions to form a mixed crystal. The nonconventional powder processing in a liquid medium may produce intermediate, finely divided mixed hydroxides or mixed organic salts to assist the subsequent diffusion process [4]. Most of ferrite films have been prepared using sputtering and pulsed laser deposition. Somehow, sol-gel method is a kind of potential film preparation process, which possesses advantages of chemical homogeneity, easy component adjustment, low calcination temperature and low cost. Spin coating gives an advantage to liquid film that leads to uniformity in thickness during spin-off [5]. Once uniform, it tends to remain provided the viscosity is not shear-dependent and does not vary over the substrate. Other than that, sol-gel and hydrothermal routes of ferrite synthesis have shown increasing importance. Recent years are marked by growing interest in sol-gel processed films in new areas, particularly in microelectronics. This is mainly due to intensively developing applications of silicate or siloxane sol-gel films in the VLSI multilevel interconnection process, the preparation of ferroelectric films for nonvolatile memory [6].

2. Literature review on synthesis techniques of NiZn ferrite thin films

Spin coating is widely used in modern optical and microelectronic industries [7]. The understanding of its underlying physics remains limited, a fact attributed to the lack of experimental data for the evolution of various parameters during the process [8, 9], leading to the need for new evolution tools. A relative study of nickel zinc ferrite by sol-gel route and conventional solid-state reaction was carried out [10]. It was claimed that the homogeneity and high purity in the sol-gel samples and small grains confirmed the finer particles. Ni0.36Zn0.64Fe2O4 (NZF) thick films have been synthesized using sol-gel dip-coating method [11]. Combination with dispersion of ceramic NZF particles in starting sols has been proved to be useful for producing thick nickel zinc ferrite films. The best NZF powders are formed from dispersing at 300°C by hydrothermal grow. Nickel zinc ferrite thin films are successfully prepared using spin-deposited citrate-precursor route [12]. The formation of crystalline film at low temperature even though films were found to be X-ray amorphous revealed the formation of uniform grains in nanometer size range. Besides that, NiZn ferrite film was successfully fabricated by using photosensitive sol-gel method. The photosensitive gel film can be the photoresist of itself during the preparation process. The fine pattern of Ni0.5Zn0.5Fe2O4 film is obtained through UV radiation, rising and heat treatment [13]. The great potential of combining the microwave technique with nonaqueous sol-gel chemistry was successful [14]. Many transition metal ferrite nanoparticles with high crystallinity are uniformly morphological besides homogenous metal ferrite thin films on flat and curved substrates. The thickness of film can easily be adjusted in the range of 20–80 nm using precursor concentration. Other synthesis techniques of nickel zinc ferrite thin films are chemical vapor deposition, spray pyrolysis, sputtering, pulsed laser deposition and spin spray. Of these methods the earliest used was vapor deposition of metals followed by oxidation [15]. The films were porous and polycrystalline and approximately 1000 Å thick. Many common ferrites produced by this method were single-phase spinel in crystal structure. Spray pyrolysis is complicated and expensive and required special equipment and sometimes high processing temperature above 500°C. By using spray pyrolysis technique [3, 16], very homogenous ferrite thin films were obtained with good reproducibility. Nevertheless, for spinel ferrite thin-film growth, this method is used rarely. Also only a few works can be found on NiZn ferrites, obtained by spray pyrolysis where a focus on the investigation of microstructural, optical and magnetic properties was held [17]. Apart from that, the effect of oxygen plasma treatment on magnetic and NiZn ferrite films using the spin-spray plating method has been employed [18]. The oxygen plasma treatment increased the number of nucleation sites of ferrite and enhanced adhesion of the films to the substrates. It has been reported that spinel Zn ferrite can be synthesized without substrate heating by pulsed laser deposition [19]. However, this technique needs post-deposition and requires sputtered film at a high temperature to grow the spinel ferrite structure. The results were optimized and obtained 4000 Å NiZn ferrite films with low in-plane coercivity of Hc = 15.2 Oe and relatively high saturation magnetization Ms = 318 emu/cm3. Some other research works was working on preparing NiZn ferrite films by magnetron sputtering method. Most of the sputtered ferrite films must be deposited at a high substrate temperature and need high heat treatment to obtain ordered spinel structure. Sputtering method is prepared at room temperature without any post-annealing treatment [20]. By controlling the relative oxygen flow, grain size in a range 10–20 nm was developed. It revealed a maximum saturation magnetization of about 151 emu/cm3. The static magnetic measurement results are affected by the crystallinity, grain dimension and cation distribution.

3. Brief overview of preparation methods

3.1. Preparation of NiZn ferrite thin films

NiZn ferrite thin film is prepared by a sol-gel process and spin-coating technique. The starting materials nickel nitrate hexahydrate (Ni(NO3)2·6H2O) (Sigma Aldrich, 99.999%), iron nitrate nonahydrate (Fe(NO3)3·9H2O) (Alfa Aesar, 99.999%) and zinc nitrate hexahydrate (Zn(NO3)2·6H2O) (Alfa Aesar, 99.999%) with high purity were used as a precursor for the starting sol preparation. The materials are in metal nitrate hydrates which are soluble in alcohol solvents. Acetone and deionized water were used as a medium for sol-gel reaction. Acetic acid (C6H8O7H2O) (Alfa Aesar, 99.99%) acts as the chelating agent. The precursors were dissolved in deionized water and stirred for 15 min with a molar ratio of Ni:Zn:Fe = 1:1:2 using hot plate. The former salt solution was dissolved into acetic acid solution with a molar ratio of 1:1 and stirred for 3 h at 80°C. A sol-gel formed was left 24 h for age.

3.2. Thin film deposition and spin-coating technique

The thin film was deposited on indium tin oxide (ITO) glass. ITO has higher melting point around 1926°C. There is no phase change of substrate during deposition of the film. The typical properties of ITO glass substrate are listed in Table 1. The film deposition consists of substrate wash and spin coating. The steps are to wash the substrates firstly with distilled water in ultrasonic bath for 15 min. The substrate was then washed in ultrasonic bath using acetone liquid for 15 min. Coating was carried out in a clean room by using a spin coater. The setting parameters were listed in Table 2. The aged sol of 1.0 ml (Section 3.1) was dropped on ITO glass substrate and spin coated for 25 s at 3500 rpm (revolutions per min). The deposition was repeated several times to obtain the required thickness (300 nm). The film thickness can be controlled by the number of coating. The film with desired thickness can be obtained by repeating the deposition cycle. Then drying films were performed in a room temperature for a few minutes and annealed in air at temperature 400, 500, 600 and 700°C, respectively, with an increment of 100°C for 1 h. Annealing process was performed in a box furnace with rate of 5°C/min.

Glass substrateITO coating glass
Size of substrate25 × 12 × 1.1 mm
Gel drop1 ml
Wash ultrasonic bath15 min
Spin rotations per min (rpm)3500
Duration of cycle25 s
Number of cycle5
Annealing temperature400–700°C
Cooling rate after annealing5°C/min

Table 1.

Experimental parameters of Ni0.3Zn0.7Fe2O4 thin-film sol-gel spin-coating deposition process.

Speed rate (rpm)3500 rpm (constant speed)
Spin time (s)25 s
Volume of solution1.0 ml
Acceleration and deceleration140 rpm/s
TemperatureRoom temperature

Table 2.

Spin-coating setting parameters.

Reproduced with permission from [21].

3.3. Ni0.3Zn0.7Fe2O4 thin-film characterizations

The X-ray diffraction (XRD) pattern of Ni0.3Zn0.7Fe2O4 thin films was obtained by using a Philips X’pert diffractometer model 7602 EA Almelo operating at 40 kV/30 mA in the 2θ range (20–80°) with CuKα radiation, λ = 1.5418 Å. The microstructural properties were observed using a FEI Nova NanoSEM 230 field emission scanning electron microscope. The distributions of grain sizes were obtained by taking more than 200 different grain images for the sample using J-image software. Hysteresis parameters of the loop of the Ni0.3Zn0.7Fe2O4 thin films were measured by using vibrating sample magnetometer (VSM) model 7404 Lake Shore. UV-Vis SHIMADZU model UV-3600 spectrophotometer has been used to analyse the optical transmission of the NiZn ferrite thin film in the wavelength range 200–800 nm.

4. Research findings

4.1. Structural analysis

Figure 1 shows the XRD pattern of spin coating and air-annealed ferrite thin films on the ITO glass substrate. The XRD patterns show single-cubic spinel-phase structures of (220), (311), (400), (511) and (440) in Ni0.3Zn0.7Fe2O4 ferrite thin films according to JCPDS reference code 74-2081 and 82-1049, respectively. Plane (311) is most intense in each annealing temperature, whereas others are at relatively low intensity [22]. These plane formed nickel zinc ferrite phases. The small peak intensities in XRD pattern revealed the existence of fine grain nanocrystalline with the most part as amorphous. The height of the highest XRD intensity is more intense at high temperature and improves the crystallinity of the films. As the annealing temperature increases, the grain size also increases, as indicated in the narrowing of the XRD spectrum lines. Increasing annealing temperature will enhance the crystallinity besides releasing the internal strains within the samples which results in better optical and magnetic properties. The intensity of the (311) peak increases as a function of the substrate temperature showing an improvement of the film crystallinity. Moreover the peak intensity increases, while its full width at half maximum (FWHM) decreases. Further increasing of substrate temperature leads to a slight decrease of the peak intensity for films prepared at 700°C. It indicates a saturation of film crystallinity. The crystallite sizes of all ferrite thin films are found to be between 16 and 18 nm. The average crystallite size, D (Table 4), was determined using the Scherrer’s formula [23] as given by Eq. (1):

D=0.9λβcosθE1

where D is the crystallite size, β is full width at half maximum of the diffraction peak, λ is the wavelength of 1.54 Å, and θ is scanning angle.

Figure 1.

XRD pattern of air-annealed Ni0.3Zn0.7Fe2O4 ferrite thin films. Reproduced with permission from [21].

The lattice constants of these films were calculated using indexing method [24] given by Eq. (2):

λ4a2=sin2θd=sin2θh2+k2+l2E2

where d is interplanar spacing, λ is X-ray wavelength, and θ is reflection angle. The λ/4a2 is a constant and d = h2 + k2 + l2, which is determined by sin2θ value.

These lattice constants are tabulated in Table 3. The lattice parameters of all the ferrite films do not match precisely with the standard JCPDS bulk values which could be attributed to the strains present on the surface of the films during the synthesis [25, 26]. Annealing temperature has a pronounced effect on grain size. The lattice parameter calculated for nickel ferrite thin film is 8.338 Å [27]. This is in accordance with the variation in lattice parameter with Zn content reported for the bulk ferrites.

Annealing temperature (°C)400500600700
Rel. intensity counts (%)100100100100
Position (2θ)35.366135.371735.399135.3247
FWHM (2θ)0.52150.53710.51160.4723
d-spacing (nm)2.535952.535572.532072.53993
Crystallite size (nm)16.7116.2217.0318.45
Lattice strain (%)0.710.730.700.65
Space groupF d 3 mF d 3 mF d 3 mF d 3 m
Lattice parameter a = b = c (Å)8.40308.40308.40308.4030
Volume/Å3593.34593.34593.34593.34

Table 3.

Structural parameters of Ni0.3Zn0.7Fe2O4 thin films from XRD spectra.

4.2. Microstructure analysis

The FESEM images revealed that the Ni0.3Zn0.7Fe2O4 films have dense and homogenous grains with an average grain size. Film annealed at 400°C was homogenous with dense microstructure, and they have high adhesion to the substrate. Film annealed at 500°C shows a well-developed grain. The grains slowly appeared with increasing annealed temperature. This is because the grain tends to combine with closer grain to form larger grain size. The structure formed in the thin films is a normal characteristic of film derived from sol-gel. The average grain sizes of the Ni0.3Zn0.7Fe2O4 nanoferrite thin films are 18.61 nm (400°C), 26.25 nm (500°C), 28.12 nm (600°C) and 41.32 nm (700°C). The grains of the films are spherical and uniform, and cohesion of grains is due to the magnetic attraction. The average grain size of the films is presented in Figure 2. The histogram of grain size distribution shifted to the larger grain size as the annealing temperature increased. However, based on the coercivity, Hc results (Section 4.3), the transition from 600 to 700°C of annealing temperature exhibits a fall of the Hc value.

Figure 2.

FESEM images of the Ni0.3Zn0.7Fe2O nanoferrite films annealed at (a) 400, (b) 500, (c) 600 and (d) 700°C. Reproduced with permission from [21].

Figure 3 illustrates the cross section of the samples annealed at 400, 500, 600 and 700°C, respectively. The deposited films were uniform with two cycles of number deposition cycle. It was found that the thin films have thickness in the range of 145.7–285.6 nm which was confirmed by cross-sectional FESEM images. The grain size over 26 nm was further increased with a higher annealing temperature. Accordingly, the number of grain sizes beyond the single domain to multidomain critical size also increased. Therefore, the number of domain wall increased as the movement of domain wall contribution to make ease of magnetization increased [28].

Figure 3.

Cross-sectional of Ni0.3Zn0.7Fe2O nanoferrite films annealed at different temperatures.

Figure 4 presented the thickness of the Ni0.7Zn0.3Fe2O ferrite thin films and shows its relationship with the grain size. Annealing is a process related to secondary grain growth in the film. Thompson discussed the secondary grain growth mechanism and came to the conclusion that the secondary grain growth is driven by the reduction of the total grain boundary energy. Since the grain boundary energy is film-thickness-dependent, the secondary grain growth rate increases when the film thickness is reduced [29].

Figure 4.

The average grain size and film thickness as a function of annealed temperatures. Reproduced with permission from [21].

4.3. Magnetic properties

The plots of magnetization, M, against magnetic field strength, H (M−H hysteresis loop), for Ni0.3Zn0.7Fe2O4 films annealed at 400, 500, 600 and 700°C were shown in Figure 5. The hysteresis shape is narrow and has linear loops which have a low saturation magnetization, Ms. The saturation magnetization, Ms, and coercivity, Hc, values have been directly extracted from these curves and have been listed for various annealing temperatures in Table 4. The Ms and Hc could be attributed to the varied grain size and crystallinity. The lower value of saturation magnetization, Ms, Ni0.3Zn0.7Fe2O4 films (Figure 6(a)) could be caused by several reasons. A large grain boundary volume presented in thin films would result in the increase of the Ms [30]. Other reasons for the increase Ms are due to complex spinel structure; it was difficult to gain Ni0.3Zn0.7Fe2O nanoferrite films with perfect crystallization. The metal cations can occupy either A sites (tetrahedral) or B sites (octahedral), which will result in a partially disordered cation distribution in the crystal lattice [31]. The saturation magnetization (Ms) increases with the grain size, and the observations on larger decrease are interpreted mostly by oxygen absorption, characteristic to the preparation technique. The coercivity, Hc, was decreased as the annealing temperature and average grain size increased (Figure 6(b)). The maximum value of Hc was 16.54 Oe for the grain size 26.25 nm. The Hc observed were closed to the reported value of Hc which is within the range of 20–210 Oe [20]. The decreases of Hc were contributed from the transition of the single domain to the multidomain [32]. The coercivity (Hc) has a maximum grain size of about 26 nm and a steep decrease at larger grain sizes (41.3 nm). The smaller grain sizes and the decrease of Hc are due to the randomizing effects of thermal energy. Thermal energy has an important role in magnetic instability of single-domain magnetic particles. Due to the smaller grain sizes, the thermal agitation becomes small and will not be able to cause fluctuations in the magnetic spin orientations of the nanoparticles where they freeze in random orientations. The latter is probably due to the decreased anisotropy constant, which leads to a sharp decrease in coercivity according to the random anisotropy model. The relation between the decrease Hc and increase grain size shows the linear inverse proportionality between coercivity, Hc, and grain size, D, by Hc α 1/D [22, 33].

Figure 5.

(a) Hysteresis loop of Ni0.7Zn0.3Fe2O ferrite thin films and (b) first quadrant of the magnetic hysteresis loops of the samples. Magnetization at any given field increased with heat treatment temperature. Reproduced with permission from [21].

Temperature (°C)Ms (±0.01 emu/g)Hc (±0.001 Oe)D (±0.1 nm)dxrd (±0.01 nm)
4001.28716.18418.616.71
5002.39516.53626.316.22
6002.65312.28828.117.03
7003.4218.29742.3218.45

Table 4.

Saturation magnetization, Ms, coercivity, Hc, grain size, D, and calculated crystallite size from XRD dxrd of Ni0.3Zn0.7Fe2O4 nanoferrite thin films.

Reproduced with permission from [21].

Figure 6.

Comparison of the variation in (a) Ms and (b) Hc as a function of annealed temperatures of the Ni0.3Zn0.7Fe2O nanoferrite thin films. Reproduced with permission from [21].

4.4. Optical properties

Figure 7 demonstrates the curves of absorbance and transmittance, respectively. The absorption spectrum exhibits that NiZn ferrite thin films have low absorbance in visible region and it is close to infrared region (Figure 7(a)). However, absorbance in UV region is high. This result of the optical behaviour is analogous to those claimed by [34] or cobalt ferrite thin film using microwave-assisted nonaqueous sol-gel process. Optical transmittance is plotted in a wavelength range of 200–800 nm as shown in Figure 7(b). The films are highly transparent in the visible range below 90%. The average transmittance is calculated and tabulated in Table 5. The optical transmittance spectra of annealed thin films show a good transmission in the visible region and a sharp fall in the UV region which corresponds to the band gap. The decrease of the transmittance is due to the interaction of the incident long-wavelength radiation with the free electron in the films [35].

Figure 7.

(a) Absorbance spectra of thin film at various annealed temperatures and (b) transmittance spectra of NiZn ferrite thin films.

Annealing temperature (°C)Thickness (nm) (±0.1 nm)Direct band-gap energy (αhv)2 (±0.01 eV)Indirect band-gap energy (αhv)−1/2 (±0.01 eV)Average transmittance (T%) (±0.1%)Grain size (±0.01 nm)
400145.73.763.0385.018.61
500180.73.663.0878.026.25
600221.53.583.1670.028.12
700285.63.043.3070.041.32

Table 5.

Thickness, band gap, transmittance and grain size of sample at various annealing temperatures.

Figure 8(a) and (b) demonstrates the optical band-gap energy direct and indirect of the films annealed at various temperatures. The band-gap energy (Eg) of the thin films was calculated from UV–Vis absorbance spectra. Direct and indirect band-gap energies can be obtained from the dependencies (αhv)2 on hv, where α is the absorption coefficient, whereas hv is the photon energy in eV [36]. A linear line was obtained by plotting (αhv)1/n against hv. The intersection of this straight line on x-axis gives the value of optical band gap. The values of band gap as listed in Table 5 do change with thickness. A dependence of band-gap energy shift on the grain size is attributed to electron confinement effect related with the grain size in the films. As a result, the observed decrease in Eg with increasing grain size is due to the decrease of resistivity and the increase of film thickness. It has been studied that the band gap does not change significantly with the thickness after the film grows completely [37]. The band gap becomes saturated for a particular value of thickness [38]. The presented values of optical band-gap energy are larger than reported value for NiZn ferrite film 1.66 eV [39] and bulk NiZn ferrite, 1.55–1.66 eV [40]. The direct and indirect band energy increases could be the effect of strain present in the films during heat treatment [41].

Figure 8.

(a) Plot of (αhv)2 as a function of photon energy (eV) and (b) Plot of (αhv)1/2 as a function of photon energy (hv).

5. Summary

NiZn ferrite thin film with composition Ni0.3Zn0.7Fe2O4 was successfully prepared using sol-gel spin-coating technique. The structure formed in the thin films is a normal characteristic of film derived from sol-gel. Sol-gel spin-coating method was able to produce the similar trend and behaviour, among others, of ferrite thin film. The results are summarized as follows:

  • The phase analysis of films produced the complete phase with the formation of spinel structures of Ni0.3Zn0.7Fe2O4 ferrite which were observable at annealed 400°C and upwards. Further annealing temperature demonstrated the improvement in the degree of crystallinity of the annealed films.

  • The saturation magnetization, Ms, of the synthesized Ni0.3Zn0.7Fe2O4 ferrite thin films has been obtained at room temperature from the hysteresis loops which increases with annealing temperatures. The hysteresis shape shown is narrow and has linear loops which have a low Ms. The coercivity, Hc, decreases as the average grain size increases since the alignment of the magnetic moments inside the domain is fully controlled by thermal energy.

  • The micrograph revealed the increasing average grain size with the annealing temperature. The grains of the films are spherical and uniform, and cohesion of grains is due to the magnetic attraction.

  • The absorption spectrum exhibits that NiZn ferrite thin films have low absorbance in visible region and close to infrared region. The films are highly transparent in the visible range below 90%. The optical transmittance spectra of annealed thin films show a good transmission in the visible region and a sharp fall in the UV region which corresponds to the band gap.

Acknowledgments

The authors are grateful to the Ministry of Higher Education Malaysia (MOHE) and Universiti Putra Malaysia for Research University Grant (vote number 5526200). Reprinted by permission from Springer Nature and Copyright Clearance Center, Springer, Journal of the Australian Ceramic Society, Microstructure and magnetic properties of Ni-Zn ferrite thin film synthesized using sol-gel and spin-coating technique, Yusnita, Y.; Azis, R. S.; Kanagesan, S.; and Bahmanrokh, G., licence number: 4393541427573 (2017).

Conflict of interest

The authors declare that they have no competing interest.

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Yusnita Yusuf, Raba’ah Syahidah Azis and Muhammad Syazwan Mustaffa (November 5th 2018). Spin-Coating Technique for Fabricating Nickel Zinc Nanoferrite (Ni0.3Zn0.7Fe2O4) Thin Films, Coatings and Thin-Film Technologies, Jaime Andres Perez-Taborda and Alba G. Avila Bernal, IntechOpen, DOI: 10.5772/intechopen.80461. Available from:

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