<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0872-1904</journal-id>
<journal-title><![CDATA[Portugaliae Electrochimica Acta]]></journal-title>
<abbrev-journal-title><![CDATA[Port. Electrochim. Acta]]></abbrev-journal-title>
<issn>0872-1904</issn>
<publisher>
<publisher-name><![CDATA[Sociedade Portuguesa de Electroquímica]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0872-19042015000300003</article-id>
<article-id pub-id-type="doi">10.4152/pea.201503181</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Effect of Heat Treatment and Bath Process Parameters on the Corrosion Behavior of Ni-P-TiO2 Composite Coatings]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Gadhari]]></surname>
<given-names><![CDATA[Prasanna]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sahoo]]></surname>
<given-names><![CDATA[Prasanta]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Jadavpur University Department of Mechanical Engineering ]]></institution>
<addr-line><![CDATA[Kolkata ]]></addr-line>
<country>India</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>05</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>05</month>
<year>2015</year>
</pub-date>
<volume>33</volume>
<numero>3</numero>
<fpage>165</fpage>
<lpage>181</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_arttext&amp;pid=S0872-19042015000300003&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_abstract&amp;pid=S0872-19042015000300003&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_pdf&amp;pid=S0872-19042015000300003&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[The present research article deals with the study of corrosion behavior of Ni-P-TiO2 composite coating. The TiO2 composite coating is deposited on the mild steel substrate. Corrosion behavior of the TiO2 composite coatings after heat treatment at various annealing temperatures (300 °C, 400 °C, and 500 °C) is evaluated with the help of potentiodynamic polarization test using 3.5% NaCl solution. The electrochemical parameters, corrosion potential (Ecorr) and corrosion current density (Icorr), are optimized for maximum corrosion resistance using Taguchi based grey relational analysis. The coating parameters, namely, nickel sulphate, sodium hypophosphite, concentration of TiO2 particles and annealing temperature are considered as main design factors. The analysis of variance (ANOVA) revealed that the annealing temperature and concentration of TiO2 particles have significant influence on the corrosion behavior of the composite coating. The microstructure characterization of the coating is conducted using scanning electron microscopy, energy dispersive X-ray analysis and X-ray diffraction analysis. The Ni-P-TiO2 composite coating exhibits nodular structure with uniform incorporation of titanium particles and converts into the crystalline structure after heat treatment.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Ni-P-TiO2 composite coating]]></kwd>
<kwd lng="en"><![CDATA[corrosion]]></kwd>
<kwd lng="en"><![CDATA[potentiodynamic polarization]]></kwd>
<kwd lng="en"><![CDATA[optimization]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ 

<!--     <p>&nbsp;</p>
    <p>doi: 10.4152/pea.201503181</p> -->

    <p><b>Effect of Heat Treatment and Bath Process Parameters on the Corrosion Behavior of Ni-P-TiO2 Composite Coatings</b></p>

<b>Prasanna Gadhari</b> and <b>Prasanta Sahoo</b><sup><a href="#0">*</a></sup></p>

    <p><i> Department of Mechanical Engineering, Jadavpur University, Kolkata, 700032, India</i></p>


    <p>&nbsp;</p>
    <p><b>Abstract</b></p>

    <p>The present research article deals with the study of corrosion behavior of Ni-P-TiO2 
composite coating. The TiO2 composite coating is deposited on the mild steel substrate. 
Corrosion behavior of the TiO2 composite coatings after heat treatment at various 
annealing temperatures (300 &deg;C, 400 &deg;C, and 500 &deg;C) is evaluated with the help of 
potentiodynamic polarization test using 3.5% NaCl solution. The electrochemical 
parameters, corrosion potential (E<sub>corr</sub>) and corrosion current density (I<sub>corr</sub>), are optimized 
for maximum corrosion resistance using Taguchi based grey relational analysis. The 
coating parameters, namely, nickel sulphate, sodium hypophosphite, concentration of 
TiO2 particles and annealing temperature are considered as main design factors. The 
analysis of variance (ANOVA) revealed that the annealing temperature and 
concentration of TiO2 particles have significant influence on the corrosion behavior of 
the composite coating. The microstructure characterization of the coating is conducted 
using scanning electron microscopy, energy dispersive X-ray analysis and X-ray 
diffraction analysis. The Ni-P-TiO2 composite coating exhibits nodular structure with 
uniform incorporation of titanium particles and converts into the crystalline structure 
after heat treatment.</p>

    <p><b><i>Keywords:</i></b> Ni-P-TiO2 composite coating, corrosion, potentiodynamic polarization, 
optimization.</p>


    <p>&nbsp;</p>
    ]]></body>
<body><![CDATA[<p><b>Introduction</b></p>

    <p>In industries, it is big challenge to protect the components and parts from 
corrosion and wear. Hence, it is essential to develop the suitable materials which 
have higher corrosion and wear resistance. But, it is not economical to produce 
such materials, which have excellent tribological properties. Deposition of 
additional layer on the surface of the component is the effective way to improve 
the mechanical and tribological properties of the component with greater 
economical balance. The additional layer is produced with the help of the 
coating. Electroless nickel (EN) coating is an autocatalytic chemical technique to 
deposit layer of Ni-P/Ni-B on the surface of the metal or non-metal without using 
electric current. The electroless nickel-phosphorus coatings have excellent 
corrosion and wear resistance properties [1-4]. The EN coatings with higher 
phosphorus content have higher corrosion resistance. Hence, these coatings are 
mostly used in corrosive environments such as oil and gas industry, mining, 
chemical, and structural components, etc. Similarly, the corrosion resistance of 
the composite coatings is increased with increase in the content of composite 
particles [5]. In present days, electroless nickel coatings have gained wide 
popularity in automobile, mechanical, aerospace, chemical, electronic, printing, 
textile and in scientific domain, due to their excellent tribological properties. 
The EN composite coatings have better corrosion properties. The composite 
coatings in which second phase particles are uniformly distributed have excellent 
corrosion protection. Second phase particles reduce the metallic area of the 
coated surface and forms a physical barrier to resist the corrosion process [6-12]. 
On the other hand, composite coatings deposited with non-uniform distribution 
of second phase particles have lower corrosion resistance. Due to non-uniform 
distribution of particles, the coating structure becomes porous [13]. In case of 
soft composite coatings, the coating structure becomes dense and more 
homogeneous after heat treatment, which results in improvement in corrosion 
resistance compared to as-deposited soft coatings [14-16]. In most of the cases, 
heat treated composite coatings exhibited excellent corrosion resistance 
compared to as-deposited composite coatings. Heat treatment improves the 
density and structure of the coating, which results in decrease in porosity of the 
composite coating [17-19].</p>

    <p>Generally, corrosion resistance of the Ni-P coatings depends on the rate of 
dissolution of the passive film apart from the amount of the phosphorus present 
in the coatings. In case of composite coatings it is observed that the formation of 
the passive layer is disturbed by the second phase particles which results into 
decrease in corrosion resistance of the composite coatings. Phosphorus present 
on the coated surface plays a vital role in corrosion resistance. An EN composite 
coating with higher phosphorus content shows excellent corrosion resistance, as 
the phosphide particles enables preferential hydrolysis of phosphorus over nickel 
[20]. The composite coating deposited using sol-gel technique has excellent 
corrosion resistance compared to conventional composite coatings and Ni-P 
coatings [21]. Surfactant present in the electroless bath reduces agglomeration of 
second phase particles, which results in uniform distribution of particles in the 
coated layer. Hence, surfactants improve the corrosion resistance of the 
composite coatings [22-23].</p>

    <p>Corrosion behavior of electroless nickel coatings studies are achieved using 
electrochemical tests, namely, potentiodynamic polarization test and 
electrochemical impedance spectroscopy test. The resistance of the coatings 
towards corrosion is evaluated on the basis of the corrosion parameters obtained 
from corrosion potential (E<sub>corr</sub>), corrosion current density (I<sub>corr</sub>), charge transfer 
resistance (Rct), double-layer capacitance (Cdl), and corrosion rate (Rc), etc. The 
present study deals with the evaluation of corrosion behavior of the Ni-P-TiO2 
composite coating using potentiodynamic polarization tests. The Taguchi method 
with grey relational analysis has been employed to optimize the process 
parameters in order to find the optimum combination of coating parameters, 
which improve the electrochemical properties of the coatings. Analysis of 
variance (ANOVA) is used to observe the level of significance of the factors and 
their interactions. In the last, confirmation test is conducted to validate the test 
results. The surface morphology and composition of Ni-P-TiO2 coatings have 
been studied with the help of scanning electron microscopy (SEM), energy 
dispersed X-ray analysis (EDX) and X-ray diffraction analysis (XRD).</p>


    <p>&nbsp;</p>
    <p><b>Materials and methods</b></p>

    <p><i><b>Preparation of the substrate and electroless composite bath</b></i></p>

    <p>In the present work AISI 1040 (mild steel) is used as substrate material with size 
20 mm &times; 20 mm &times; 2 mm. Effective deposition of the coating on the substrate 
depends on the preparation of the substrate. Hence, it is essential to prepare the 
surface of the substrate carefully and properly. Different machining processes 
such as shaping, parting, milling and grinding have been used in the given 
sequence to prepare the square shape substrates. Initially, the substrate was 
cleaned with the help of de-ionized water to remove foreign particles. Before 
coating process, the substrate is subjected to pickling treatment to remove the 
layer formed due to rust and other oxides. After that the substrate is rinsed with 
de-ionized water and cleaned with methanol. In the initial stage of the coating 
deposition process, the substrate is activated in warm palladium chloride solution 
to increase the coating deposition rate. After that, the activated substrate is 
immediately dipped in the hot electroless bath, maintained at 85 &deg;C. The coating 
deposition process is carried out for three hours. For each substrate the constant 
deposition time is maintained to obtain uniform thickness of the coating. The 
coating thickness has been found in the range of 25 to 29 microns.</p>

    <p><a href="#f1">Fig. 1</a> shows the experimental setup for electroless Ni-P-TiO2 
composite coating.</p>


    <p>&nbsp;</p>
<a name="f1">
<img src="/img/revistas/pea/v33n3/33n3a03f1.jpg">
    
]]></body>
<body><![CDATA[<p>&nbsp;</p>


    <p>The setup consists of heater cum magnetic stirrer (IKA&regr; RCT basic) with 
temperature range from 0 to 310 &deg;C and the stirrer speed range from 0 to 1500 
rpm. A fixed rigid stand was provided to hold and support the substrate and the 
glass coated temperature sensor. A glass beaker (250 mL) containing the 
electroless bath (200 mL) was put on the heating plate for coating deposition. 
With the help of a temperature sensing knob, the temperature was set up to 85 &deg;C 
and the stirrer speed set with the help of the speed setting knob at 300 rpm. The 
important function of PTFE coated magnetic stirrer is to maintain the TiO2 
particles in suspension without agglomeration in the electroless bath. The stirrer 
speed is fixed after a large number of iterations to avoid the decomposition of the 
electroless bath due to the agglomeration of particles.</p>

    <p>It is very important to select the appropriate process parameters (chemicals and 
other factors) along with their quantity. The bath composition and operating 
conditions for electroless TiO2 composite coatings are selected after various 
experiments, and the proper range of the parameters is chosen accordingly. The 
three most important parameters (nickel source, reducing agent, and 
concentration of TiO2 particles) are varied and the other parameters kept constant 
for the coating deposition. To understand the effect of heat treatment on 
corrosion resistance, the coated substrates are heat treated in a muffle furnace for 
one hour at different temperatures (300 &deg;C, 400 &deg;C, and 500 &deg;C) according to the 
Orthogonal Array (OA). After heat treatment, the substrates are cooled down to 
room temperature in the furnace without application of any artificial cooling. The 
bath composition and operating conditions of the electroless Ni-P-TiO2 
composite coatings are shown in <a href="#t1">Table 1</a>.</p>


    <p>&nbsp;</p>
<a name="t1">
<img src="/img/revistas/pea/v33n3/33n3a03t1.jpg">
    
<p>&nbsp;</p>


    <p><i><b>Role of coating parameters and working conditions in the electroless bath</b></i></p>

    <p>In the electroless bath, nickel sulphate is used as nickel source (it supplies nickel 
ions in the solution) and sodium hypophosphite is used as reducing agent which 
reduces the nickel ions from their positive valence state to zero valence state. At 
85 &deg;C bath temperature, the rapid and fast chemical reaction between the nickel 
source and the reducing agent results in immediate decomposition of the 
electroless bath. In such case, complexing agents are used to avoid 
decomposition of the bath. Sometime bath gets decomposed even though 
complexing agents are present in the electroless bath; in such situation, 
stabilizers play an important role to avoid the bath decomposition. 
Surfactants are used to increase the wettability and surface charge of the second 
phase particles [24]. Surfactant reduces the surface tension of the liquid and 
interfacial tension between solid and liquid particles. It also reduces the 
agglomeration of the second phase particles and adsorption of suspended 
particles on the specimen [25]. Approximately 50 mL of electroless bath solution 
containing specified amount of TiO2 particles and SDS are thoroughly mixed 
using a magnetic stirrer (Remi make 2 MLH) for better suspension of particles in 
the electroless bath. At first Ni-P coating is deposited for one hour to prevent the 
porosity of the coating, then the slurry of TiO2 particles, SDS and electroless bath 
(50 mL) are introduced into the same bath for the subsequent two hours to 
deposit the TiO2 composite coating.</p>


    <p><i><b>Potentiodynamic polarization test</b></i></p>

    <p>The potentiodynamic polarization tests of heat treated electroless Ni-P-TiO2 
composite coated substrates are carried out using a potentiostat [(Gill AC) of 
ACM instrument, U. K.] with 3.5% NaCl solution at ambient temperature (33 
&deg;C). The electrochemical cell consists of three electrodes. A saturated calomel 
electrode (SCE) is used as reference electrode, which provides a stable 
'reference' against which the applied potential is accurately measured. A 
platinum electrode is used as counter electrode or auxiliary electrode, which 
provides the path for the applied current into the electrolyte solution. The coated 
specimen is used as working electrode. The design of the cell is such that only an 
area of 1 cm<sup>2</sup> of the coated surface is exposed to the electrolyte. 
The experimental setup of the potentiodynamic polarization test is shown 
in <a href="#f2">Fig. 2</a>.</p>


    <p>&nbsp;</p>
<a name="f2">
<img src="/img/revistas/pea/v33n3/33n3a03f2.jpg">
    
]]></body>
<body><![CDATA[<p>&nbsp;</p>


    <p>A settling time of 15 minutes is assigned before every test in order to stabilize 
the open circuit potential (OCP). The potentiostat is controlled with the help of a 
personnel computer, which also stores the polarization data. The polarization 
curve is obtained from dedicated software, which also possesses a special tool in 
order to extrapolate the values of corrosion potential and corrosion current 
density from the plot. A Tafel ruler is provided with associated software to 
measure the corrosion potential and corrosion current density. A horizontal ruler 
is matched at the junction of the cathodic and anodic branches. This point gives 
the value of the corrosion potential and the corrosion current density is obtained 
by extrapolating the fitting lines of the anodic and cathodic branches of the Tafel 
curve.</p>


    <p><i><b>Microstructure study and characterization of Ni-P-TiO2 composite coating</b></i></p>

    <p>Energy dispersive X-ray analysis (EDAX Corporation) is used to verify and find 
out the presence of nickel, phosphorus, titanium, and oxygen in the composite 
coating in terms of weight percentage. Scanning electron microscopy (JEOL, 
JSM-6360) is used to observe the surface morphology of the composite coating 
before and after heat treatment (400 &deg;C). This is done in order to analyze the 
effect of heat treatment on the surface structure of electroless Ni-P-TiO2 
composite coatings. An X-ray diffraction analyzer (Rigaku, Ultima III) is used to 
find out the phase composition of as-deposited and heat treated composite 
coatings.</p>


    <p><i><b>Coating process optimization and planning of experiment</b></i></p>

    <p>The design factors or input parameters (experimental parameters) are varied 
within the specific range to obtain a desired result of the response variables 
(output parameters). The aim of the study is to obtain an optimum combination 
of the design factors for the best possible value of response variables. There are 
many factors which are considered to improve the corrosion behavior of Ni-PTiO2 
composite coatings. On the basis of literature review [26-29] the most 
influential process parameters are selected to improve the electrochemical 
performance of the composite coating. In the present work, nickel sulphate (A), 
sodium hypophosphite (B), concentration of TiO2 particles (C) and annealing 
temperature (D) are considered as process parameters due to their effect on 
corrosion resistance. <a href="#t2">Table 2</a> shows the design factors along with their levels.</p>


    <p>&nbsp;</p>
<a name="t2">
<img src="/img/revistas/pea/v33n3/33n3a03t2.jpg">
    
<p>&nbsp;</p>


    <p>In the present experiment, four process parameters are used with three levels; 
therefore the total degrees of freedom (DOF) considering the individual factors 
and their interaction are 20. Hence the L27 orthogonal array (OA) is chosen which 
has 27 rows corresponding to the number of experiments and 26 DOF with 13 
columns. The L27 OA is shown in <a href="#t3">Table 3</a>.</p>


    <p>&nbsp;</p>
<a name="t3">
<img src="/img/revistas/pea/v33n3/33n3a03t3.jpg">
    
]]></body>
<body><![CDATA[<p>&nbsp;</p>


    <p>Each row in the table represents the 
specific combination of experimental run and each column represents a specific 
factor or interactions. The cell value indicates the level of corresponding factor or 
interaction assigned to that column. The experimental run is controlled by the 
setting of the design factors and not by the interactions.</p>

    <p>The aim of the present study is to improve corrosion potential and to reduce the 
corrosion current density of the TiO2 composite coating. Hence, it becomes a 
multiple response problem of optimization which cannot be solved only by 
Taguchi technique [30], because it may be possible that higher S/N ratio of one 
response corresponds to the lower S/N ratio of the other. Grey relational analysis 
[31] is used for overall evaluation of the S/N ratio to optimize the multiple 
response characteristics. The optimization process is performed in number of 
stages. In the first stage, the experimental results are normalized in the range of 
one and zero. Grey relational generation and grey relational coefficients are 
calculated using normalized data. The normalized data represent the correlation 
between actual experimental data and the desired experimental data. In the third 
stage grey relational grade is calculated by averaging the grey relational 
coefficients. The grey relational grade is treated as the overall response of the 
process instead of multiple responses of corrosion potential and corrosion current 
density.</p>


    <p>&nbsp;</p>
    <p><b>Results and discussion</b></p>

    <p><i><b>Surface morphology and characterization of Ni-P-TiO2 composite coating</b></i></p>

    <p>The characterization of the coating is vital to check the content of elements in the 
composite coating. Energy dispersive X-ray analysis (EDX) is used to find the 
existence of coating elements in terms of weight percentage. <a href="#t4">Table 4</a> shows the 
EDX result of Ni-P-TiO2 composite coatings at different concentration of TiO2 
particles in the electroless bath.</p>


    <p>&nbsp;</p>
<a name="t4">
<img src="/img/revistas/pea/v33n3/33n3a03t4.jpg">
    
<p>&nbsp;</p>


    <p><a href="#f3">Fig. 3</a> shows the EDX plots 
for TiO2 composite coatings, with different concentrations of TiO2 particles 
(5 g/L and 10 g/L) in the electroless bath.</p>


    ]]></body>
<body><![CDATA[<p>&nbsp;</p>
<a name="f3">
<img src="/img/revistas/pea/v33n3/33n3a03f3.jpg">
    
<p>&nbsp;</p>


    <p>From EDX plots and the tabulated results it is confirmed that the 
weight percentage of titanium particles in the coating is increased (from 6.41 
wt.% to 9.97 wt.%) with increase in concentration of TiO2 particles in the 
electroless bath. At the same time, weight percentage of nickel (80.72 to 75.17%) 
and phosphorus (8.13 to 7.74%) decreased and oxygen increased from 4.74% to 
7.12%.</p>

    <p>The SEM images of as-deposited and heat-treated Ni-P-TiO2 composite coatings 
are shown in <a href="#f4">Fig. 4</a>.</p>


    <p>&nbsp;</p>
<a name="f4">
<img src="/img/revistas/pea/v33n3/33n3a03f4.jpg">
    
<p>&nbsp;</p>


    <p>The surface of the as-deposited coated substrate (<a href="#f4">Fig. 4a</a>) 
shows typical nodular structure with uniform distribution of titanium particles. 
<a href="#f4">Fig. 4b</a> shows the SEM micrographs of heat treated Ni-P-TiO2 composite 
coatings at 400 &deg;C. From this figure, it is confirmed that the grain structure of the 
heat-treated composite coatings is changed due to the heat treatment. Also by 
careful observation, it is noticed that the grains are coarsened due to heat 
treatment at 400 &deg;C. At this temperature, crystallization of nickel and 
precipitation of phosphide (Ni3P) occur, which reduces the porosity of the 
coating, resulting in increase in corrosion resistance.</p>

    <p><a href="#f5">Fig. 5</a> shows the X-ray diffraction plots for Ni-P-TiO2 composite coatings in as-
deposited and heat-treated condition (400 &deg;C).</p>


    <p>&nbsp;</p>
<a name="f5">
<img src="/img/revistas/pea/v33n3/33n3a03f5.jpg">
    
<p>&nbsp;</p>


    ]]></body>
<body><![CDATA[<p><a href="#f5">Fig. 5a</a> shows XRD plot for as-deposited TiO2 composite coating. 
A single broad peak at 44.24 diffraction angle 
confirmed the amorphous structure of as-deposited composite coating. <a href="#f5">Fig. 5b</a>
shows the XRD plot for heat treated (at 400 &deg;C) TiO2 composite coating. From 
the plot it is confirmed that the amorphous structure of the composite coating 
converted in the crystalline structure. Due to heat treatment, peaks of Ni3P (hard 
particles) are seen at various diffraction angles. These particles are responsible 
for increase in hardness and wear resistance of TiO2 composite coatings.</p>


    <p><i><b>Optimization of corrosion parameters and confirmation test</b></i></p>

    <p>The experimental values of E<sub>corr</sub> and I<sub>corr</sub> are shown in <a href="#t5">Table 5</a>.</p>


    <p>&nbsp;</p>
<a name="t5">
<img src="/img/revistas/pea/v33n3/33n3a03t5.jpg">
    
<p>&nbsp;</p>


    <p>The present work deals with two responses, corrosion potential and corrosion current density, for 
optimization of corrosion behavior of Ni-P-TiO2 composite coatings. Grey 
analysis technique converts a multi response (variable) problem in a single 
response problem. The particular sets of analysis performed to convert the given 
multiple responses in single performance index, is called as grey relational grade. 
For excellent electrochemical performance, higher value of corrosion potential 
and lower value of corrosion current density are preferred. Hence, higher-thebetter 
criterion used for corrosion potential and lower-the-better criterion is used 
for corrosion current density. The equations for the higher-the-better and lowerthe-
better criteria are given below,</p>

    <p>Equation for higher-the-better</p>


    <p>&nbsp;</p>
<a name="e1">
<img src="/img/revistas/pea/v33n3/33n3a03e1.jpg">
    
<p>&nbsp;</p>


    <p>Equation for lower-the-better</p>


    ]]></body>
<body><![CDATA[<p>&nbsp;</p>
<a name="e2">
<img src="/img/revistas/pea/v33n3/33n3a03e2.jpg">
    
<p>&nbsp;</p>


    <p>where xi(k) is the normalized value after grey relational generation, while 
min yi(k) and max yi(k) are, respectively, the smallest and largest values of 
yi(k) for the k<sup>th</sup> response, with k =1 for corrosion potential and k = 2 for 
corrosion current density. Larger normalized results correspond to excellent 
performance and the best normalized result should equal to one. All the 
normalized values and grey relational coefficients are shown in <a href="#t6">Table 6</a>.</p>


    <p>&nbsp;</p>
<a name="t6">
<img src="/img/revistas/pea/v33n3/33n3a03t6.jpg">
    
<p>&nbsp;</p>


    <p>The grey relational coefficient is calculated from the normalized value and the 
equation for the grey relational coefficient is given as below,</p>


    <p>&nbsp;</p>
<a name="e3">
<img src="/img/revistas/pea/v33n3/33n3a03e3.jpg">
    
<p>&nbsp;</p>


    <p>where &Delta;oi = &#8739;&#8739; x0(k) - xi(k) &#8739;&#8739; is the difference 
of the absolute value between x0(k) and xi(k). &Delta;min and &Delta;max 
are the minimum and maximum values of the absolute differences (&Delta;oi) 
of all comparing sequences. 'r' is the distinguishing coefficient 
which is used to adjust the difference of the relational coefficient in the range of 
0 to 1. The suggested value of the distinguishing coefficient is 0.5. The overall 
multiple response characteristics evaluation is based on grey relational grade and 
it is calculated as follows:</p>


    <p>&nbsp;</p>
<a name="e4">
<img src="/img/revistas/pea/v33n3/33n3a03e4.jpg">
    
]]></body>
<body><![CDATA[<p>&nbsp;</p>


    <p>where n is the number of process responses. The grey relational grades are 
considered in the optimization of multi-response parameter design problem. The 
values of grey relational grade are shown in <a href="#t7">Table 7</a>.</p>


    <p>&nbsp;</p>
<a name="t7">
<img src="/img/revistas/pea/v33n3/33n3a03t7.jpg">
    
<p>&nbsp;</p>


    <p>Taguchi method is used to optimize the process parameters for high quality with 
low cost. In this technique, S/N ratio is used to convert the experimental results 
in value for the evaluation characteristics to optimum parameter analysis. Larger 
S/N ratio represents a better quality characteristic. The S/N ratio is maximized to 
reduce the effect of random noise factors and to find the effect of significant 
process parameters.</p>

    <p>The S/N ratio for grey relational grade is calculated using higher-the-better 
criteria and the equation for higher-the-better is given below,</p>


    <p>&nbsp;</p>
<a name="e5">
<img src="/img/revistas/pea/v33n3/33n3a03e5.jpg">
    
<p>&nbsp;</p>


    <p>where 'y' is the observed data and 'n' is the number of observations. As the 
experimental design is orthogonal, it is possible to separate out the effect of each 
coating parameter at different levels. The mean grey relational grade for three 
levels of the three factors is summarized in <a href="#t8">Table 8</a>.</p>


    <p>&nbsp;</p>
<a name="t8">
<img src="/img/revistas/pea/v33n3/33n3a03t8.jpg">
    
]]></body>
<body><![CDATA[<p>&nbsp;</p>


    <p>All the calculations are 
performed with the help of Minitab software [32]. The response table shows the 
average of the selected characteristic for each level of the factors. The ranks 
shown in the table are based on Delta statistics and it compares the relative 
magnitude of effects. The Delta statistics is the difference of highest average and 
lowest average of each factor. Ranks are assigned on the basis of Delta values 
for, e. g., rank 1 is assigned to the highest Delta value, rank 2 is assigned to next 
highest value, and so on. The parameter which possesses higher delta value has 
greater influence over the response. From <a href="#t8">Table 8</a>, it is confirmed that parameter 
D (annealing temperature) possesses the highest delta value; this means that it 
has the greatest influence on the electrochemical performance of electroless NiP-
TiO2 composite coatings. <a href="#f6">Fig. 6</a> shows the main effects plot for mean S/N ratio 
and <a href="#f7">Fig. 7</a> shows the interaction plots between the process parameters.</p>


    <p>&nbsp;</p>
<a name="f6">
<img src="/img/revistas/pea/v33n3/33n3a03f6.jpg">
    
<p>&nbsp;</p>
<a name="f7">
<img src="/img/revistas/pea/v33n3/33n3a03f7.jpg">
    
<p>&nbsp;</p>


    <p>The main effects plot gives the optimal combination of the coating process 
parameters for the desired electrochemical performance. If the line for a 
particular parameter in the main effect plot is horizontal, it means that the 
parameter has no significant effect. On the other hand, if the line has maximum 
inclination to horizontal line, it means that the parameter has the most significant 
effect. From <a href="#f6">Fig. 6</a>, it is confirmed that concentration of TiO2 particles 
(parameter C) has the significant effect, annealing temperature (parameter D) has 
the most significant effect and nickel source (parameter A) has the moderate 
effect. Larger Grey relational grade has better multiresponse characteristics. The 
optimal combination of parameters was found as A3B2C3D3. Interactions 
between parameters A, B and C are shown in <a href="#f7">Fig. 7</a>. From the plots it is 
confirmed that almost all lines are intersecting to each other, i.e., all factors have 
some amount of interaction between each other. Parameters A and C have the 
strong interaction and parameters A and B have moderate interaction. 
ANOVA is used to find the effect of the process parameters and their 
significance level. ANOVA gives the total variability of the response into 
contribution of each of the factors and the error. A sophisticated software, 
Minitab, is used to obtain the results through ANOVA using grey relational 
grade. ANOVA results for electrochemical behavior of the TiO2 composite 
coatings are shown in <a href="#t9">Table 9</a>.</p>


    <p>&nbsp;</p>
<a name="t9">
<img src="/img/revistas/pea/v33n3/33n3a03t9.jpg">
    
<p>&nbsp;</p>


    <p>These calculations are based on the F-ratio 
(variance ratio). It is used to measure the significance of the parameters under 
investigation with respect to variations of all the terms included in the error term 
at the desired significance level. If the calculated value is higher than the 
tabulated value it means that the factor is significant at the desired level. From 
the table it is confirmed that parameter D (annealing temperature) has the most 
significant effect on the corrosion behaviour at the confidence level of 99% 
within the specific test range. The concentartion of TiO2 particels (C) has 
significant effect at 97.5% confidence level. Among the interactions, the 
interaction between parameters A and C has the most significant contribution at 
confidence level of 90%. From ANOVA table it is confirmed that parameter D 
has the largest contribution (26.35%) followed by parameter C (21.48%). Among 
the interactions, interaction A&times;C has the highest contribution (20.83%).</p>

    <p>In the last, confirmation test is conducted on the basis of optimum combination 
of parameters with their respective levels. The predicted values of the grey 
relational grade at the optimum level hare calculated as</p>


    ]]></body>
<body><![CDATA[<p>&nbsp;</p>
<a name="e6">
<img src="/img/revistas/pea/v33n3/33n3a03e6.jpg">
    
<p>&nbsp;</p>


    <p>where &eta;m is the total mean grey relational grade, hiis the mean grey relational 
grade at optimal level, and 'o' is the number of main design parameters that 
significantly affect the electrochemical performance of Ni-P-TiO2 composite 
coating. <a href="#t10">Table 10</a> shows results of the confirmation test.</p>


    <p>&nbsp;</p>
<a name="t10">
<img src="/img/revistas/pea/v33n3/33n3a03t10.jpg">
    
<p>&nbsp;</p>


    <p>The increase of the grey 
relational grade from the initial condition (A2B2C2D2) to the optimal condition 
(A3B2C3D3) was found as 0.17576, which is more than 29.356% of the mean 
grey relational grade. It means that the corrosion resistance improved 
significantly.</p>

    <p>The polarization curves for the Ni-P-TiO2 composite coatings at initial and 
optimal condition are shown in <a href="#f8">Fig. 8</a>.</p>


    <p>&nbsp;</p>
<a name="f8">
<img src="/img/revistas/pea/v33n3/33n3a03f8.jpg">
    
<p>&nbsp;</p>


    <p>The polarization curves do not exhibit any 
passive behaviour. The corrosion potential and corrosion current density of the 
TiO2 composite coatings improved from initial condition (-394.38 mV) to 
optimum condition (-336.41 mV).</p>


    ]]></body>
<body><![CDATA[<p>&nbsp;</p>
    <p><b>Conclusions</b></p>

    <p>In the present study Taguchi method combined with grey relational analysis has 
been used to optimize the coating process parameters in order to improve the 
chemical behavior of Ni-P-TiO2 composite coating. The electrochemical tests 
were conducted using potentiodynamic polarization in 3.5% NaCl solution. The 
optimum parameters combination was found as, higher level of nickel sulphate 
(45 g/L), middle level of sodium hypophosphite (20 g/L), higher level of TiO2 
particles (15 g/L), and higher level of annealing temperature (500 &deg;C) 
(A3B2C3D3). From ANOVA results it is confirmed that annealing temperature 
and concentration of TiO2 particles have significant influence on the 
electrochemical behavior of the composite coating. The interaction between 
nickel source and concentration of TiO2 particles has the most significant 
influence among the interactions. The improvement in grey relational grade from 
the initial condition to the optimal condition has been found as 29.356%. From 
the EDX analysis it is confirmed that the coated layer embedded with titanium 
particles and consists of nickel, phosphorous, and oxygen. The SEM micrographs 
revealed that the coating has cauliflower like structure with uniform distribution 
of titanium particles. From XRD plots it is confirmed that the as-deposited 
coating has amorphous structure and the heat treated composite coating has 
crystalline structure. The coating deposited using the optimum combination has 
excellent corrosion resistance compared to the coating deposited using initial 
condition.</p>


    <p>&nbsp;</p>
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    <p>&nbsp;</p>
    ]]></body>
<body><![CDATA[<p><a name=0></a><sup><a href="#top">*</a></sup>Corresponding author. E-mail address: <a href="mailto:psjume@gmail.com">psjume@gmail.com</a></p>

    <p>Received 10 June 2015; accepted 20 June 2015</p>

    <p><a href="http://www.peacta.org" target="_blank">www.peacta.org</a> </p>


     ]]></body><back>
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