TEKSTİL VE MÜHENDİS (Journal of Textiles and Engineer)
http://www.tekstilvemuhendis.org.tr
Optimization of Coating Process Parameters for Color Difference After Abrasion of Denim Fabrics by Using Taguchi Method
Denim Kumaşlarının Aşınma Sonrası Renk Farklılığı için Kaplama İşlem Parametrelerinin Taguchi Yöntemi ile Optimizasyonu
Hüseyin Gazi TÜRKSOY1, Sümeyye ÜSTÜNTAĞ1, Münevver Ertek AVCI2
1Erciyes University, Department of Textile Engineering, Kayseri, Turkey
2Malatya Turgut Özal University, Yeşilyurt Vocational School, Malatya, Turkey Online Erişime Açıldığı Tarih (Available online):31 Aralık 2019 (31 December 2019)
Bu makaleye atıf yapmak için (To cite this article):
Hüseyin Gazi TÜRKSOY, Sümeyye ÜSTÜNTAĞ, Münevver Ertek AVCI (2019): Optimization of Coating Process Parameters for Color Difference After Abrasion of Denim Fabrics by Using Taguchi Method
,
Tekstil ve Mühendis, 26: 116, 324-329.For online version of the article: https://doi.org/10.7216/1300759920192611602
Sorumlu Yazara ait Orcid Numarası (Corresponding Author’s Orcid Number) : https://orcid.org/0000-0002-2625-4063
Gönde Kabul
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ce after osity of imental . It was tion for squeeze
M
ptimize kozitesi, todu ile ili girdi cm atkı
ey
1. INT Denim with traditio blende elastan achiev and w operati attracti with a exist in like wa Coatin the sur can be surface surface smooth of a de knife, degrad where Denim are su occurr color differe expect denim It is th the co coating is imp the var abrasio optimi cost.
1.1. De The cl not ea have t increas simple perform of int applica includ design involv require employ quality determ recomm
Journal of Tex Optimizati After Abra
TRODUCTIO m is a strong,
indigo dyed onally woven ed with PET ne to add stret ved on the sam wet processes
ion for added ive to younge a faded or wo
n the denim in ashing, bleach ng form a thin rface attribute e applied eith e. Such a fin e treatment hness and lea enim garment foam and rot dation in the p the substrate m fabrics, whi ubject to wear red, coating o differences o ence due to t
ted situation, fabrics are no hought that th ontrol paramet
g process par portant issue.
rious coating on of denim ization techni
escription of t lassical experi asy to use. Fu
o be carried o ses. To solve e, efficient and mance, quality terest in the ations of the ing textile [3 n, parameters ves the applica
ed in manuf yed to find y characteris mining and an
mended by p
xtiles and Engineer ion of Coating P asion of Denim F
ON
durable fabri warp and with 100% c T to control
tch. Different me raw denim s. Denim fin d value to de er customers, rn fashion loo ndustry to acc hing, printing, n layer on the es of the trea her on a sma nish is simple
for specific ather appearan t is performed tary screen co performance o
material is on ich are largely r in many wa on the fabric
ccur on the f the usage of
the color dif ot desired by c he effect of th
ters of the co rameters on co The present process param fabrics by us ique reducing
the Taguchi m imental design urthermore, a out as the num e this problem d systematic a
y, and cost. In e Taguchi m method in a -16]. Taguchi design, and t ation of scient facturing a
optimal proc stics; and t nalyzing tole parameter de
Process Parame Fabrics by Usin
ic constructed white weft cotton yarn; h
shrinkage a t looks and va
fabric by app nishing is an enim fabrics
particularly b ok. Numerous complish such , coating etc. [ denim surfac ated fabric. Th all area or on
e to apply bu c effects suc
nce. Generall d by using any oating [2]. Ab f the coating, nly on the sur y coated for a ays during us surface will b fabric surface f classical de fferences due consumers.
e coating pro oating techniq olor differenc
study is focu meters for col sing Taguchi g the experim
method n methods are a large numb
mber of the p m, Taguchi m approach to op n recent years method has
world-wide ra i involves the tolerance desi
tific and engin product; par cess values f tolerance de erances in the esign [17, 18
eters for Color D g Taguchi Meth
d in a twill w yarns. Denim however, toda and wrinkles, arying hues ca plying differen important te and making by equipping s finishing pr h a need, inclu [1].
ce and thus ch he coating pr n the whole d ut provides a ch as bright y, coating pr y of the metho brasion can le especially in rface of the fa aesthetic purp se. When abr be rubbed ou e. While the enim fabrics
to wear in c
cess can vary que. The effe e of denim fa used on optim lor difference
method, a lea mental period
e too complex ber of experim
process param method provid ptimize design s, the rapid gr
led to num ange of indus e stages of sy gn. System d neering know rameter desig
for improving sign consist e optimal set 8]. The param
Cilt (Vol): 26 No: 11 SAYFA 325 Difference hod
weave m is ay it’s , and an be nt dry extile them them rocess uding
hange rocess denim a fast tness, rocess ods of ead to cases fabric.
poses, rasion ut and color is an coated
y with ect of abrics mizing e after ading d and
x and ments meters des a ns for rowth merous stries, ystem design wledge gn is g the ts of ttings meter
desig quali adop after The optim proc base expe the studi expe to es term Tagu meas valu char bette ratio the char char param statis whic conf proc 2. M Mini param the T prob level assig cond ortho the S of d param calcu study were The ident for o fabri param linea ortho expe cond
6
Süm
gn is a key s ity without in pted in this pa r abrasion of th
Taguchi tec mum setting
ess insensitiv d upon the erimental matr simultaneous ied efficiently eriment is to d
stablish the re ms of their main
uchi recomme sure the qual es. Usually, acteristic in th er, the-higher- o for each leve
S/N analysis acteristic, a g acteristics. T meters is the l stical analysis ch process par firmation exp
ess parameter MATERIALS itab Version meter design Taguchi meth blem and the o ls; (3) select gnment of de ducting of the ogonal array;
S/N and ANO design parame
meters throu ulation of imp y, the experim e carried out a
most impor tification of c optimization a ic passing spe meter was in arity effect o
ogonal array erimental plan ditions being i
meyye ÜSTÜNTA
step in the Ta ncreasing cost aper, to reduc he coated den chnique is a
of the contro e to the noise e technique rices are speci
effect of se y. The purpo determine the o
elative signific n effects on th ends the use o
lity characteri there are he analysis of -the-better, an
el of process . Regardless greater S/N ra Therefore, the level with the s of variance rameters are periment is c
rs obtained fro AND METH 16.0 softw of Taguchi m od includes th objective; (2) i
ion of the a esign paramet e experiments (5) analysis VA analyses;
eters; (7) ver ugh the con proving rate u mental design
ccording to th rtant stage i control factor.
are squeeze pr eed, drying tem nvestigated at
f the process table (Table n, because i nvestigated; f
Tekstil v Hüseyin Gazi AĞ, Münevver E
aguchi metho t and so, the ce the color d nim fabrics.
a methodolog ol factors to m
factors. The of matrix ial orthogonal everal proces ose of condu optimum leve cance of the he response [1 of the S/N (sig istics deviatin three cate f the S/N rati nd the nomina parameters is of the categ atio correspon e optimal le
greatest S/N e (ANOVA)
statistically s conducted to om the parame HOD
ware package method. The
he following identification appropriate or ters to the o
based on the of the experi (6) selection erification of nfirmation ex using optimum n and analysi hese steps.
in the Tagu In this study ressure, visco mperature and t three levels s parameters
e 2) was ch it is the mo five parameter
ve Mühendis TÜRKSOY Ertek AVCI
od to achievin parameter de ifference that
gy for findin make the prod Taguchi techn experiments l arrays, which ss parameters
cting an orth el for each fac individual fac 19].
gnal to noise) ng from the egories of
o, i.e. the-low l-the-better. T s computed ba gory of the nds to better vel of the p ratio. Furtherm is performed ignificant. Fin
verify the o eter design [10
was used parameter de steps: (1) def of control fac rthogonal arr rthogonal arr e arrangement imental result
of the optima the optimal xperiment; an m factor levels
is of the test
uchi method , the factors s sity of coatin d weft density s to study th
(Table 1). L hosen to det ost suitable f rs with three l
ng high esign is occurs
ng the duct or nique is s. The h allow s to be hogonal ctor and ctors in
ratio to desired quality wer-the- The S/N
ased on quality quality process more, a to see nally, a optimal 0].
to the esign of fine the ctor and ray and ray; (4) t of the ts using al levels design nd (8) s. In the results
is the selected g fluid, y. Each he non- L27 the
termine for the evels.
Table 1
Code A B C D E
After denim structu the w sample contro cotton three d the Ta was ap deposi screen used f of the Martin accord 3600D formul (E) o
∆𝐸
Fi
Journal of Tex
1. Control facto
e
Weft Dryin V Sque Fabric p
determining fabric samp ure by Çalık D
arp yarn wit es. The weft l parameter
and %5 Ela different densi aguchi experim
pplied by the ition of a coa n by squeezing for the coating coated denim ndale Abrasio ding to TS EN D model spec
la (Formula1) of the fabrics.
∆𝐿
∗igure 1. Martin
xtiles and Engineer
ors and levels fo
Factors density (picks ng temperature Viscosity (dPa.s eeze pressure (B passing speed (
the control ples were m Denim Inc. N th a density
density of t and Ne 10.4 stane-70 dtex ities (14, 17 a ment design, t Rotary Screen ating material g. A standard g of the denim m fabrics were
on and Pill N ISO 12947 trophotometer ) were used to
∆𝑎
∗ndale Abrasion
or the experime
s/cm)
e (°C) 1
s) 3
Bar) (m/min)
factors and t manufactured
Ne 8.2/1 ring of 17 ends/
the denim fab 4/1 ring core- x) were used
and 20 picks/c the coating of n Coating Me on a substra coating pat us m fabrics. The evaluated afte ling Tester 7-3 standard.
r (Figure 1) o determine th
∆𝑏
∗Tester and Spec
ental design.
Levels
1 2
14 17
120 140
30 50
3 5
10 20
their levels, with 3/1 Z yarn were us /cm for all f brics was use -spun yarns
as weft yarn cm). Dependin f the denim fa ethod, which i te through a sed in the mil e color differe er abraded wit
at 15000 c The Minolta and the follo he color diffe
ctrophotometer
Cilt (Vol): 26 No: 116 SAYFA 326 3
20 160
70 7 30
three twill sed as fabric ed as (%95 with ng on abrics is the mesh ll was ences th the cycles a CM owing erence
(1)
r.
3. RE In t depe desir the r color denim ratio
wher repre the p to a coati expe color are g
Tabl
Or
2 2 2 2 2 2 2 2 𝑆 𝑁
6
ESULTS AN the Taguchi ends upon wh red. In this st response type r difference i m fabrics. Th o are given in F
re yi denote esents the num performance c a better perfo ing parameter erimental layo
r difference v given in Table
le 2. L27 the ort
rder A
1 1
2 1
3 1
4 1
5 1
6 1
7 1
8 1
9 1
10 2
11 2
12 2
13 2
14 2
15 2
16 2
17 2
18 2
19 3
20 3
21 3
22 3
23 3
24 3
25 3
26 3
27 3
10 log 1 𝑛
ND DISCUSSI optimization ether smaller tudy, the colo
“smaller is b is not a desir he formula us
Formula 2.
es the data mber of exper characteristics ormance. Ther
rs is the level out using an values and the e 2.
thogonal array, Parameters
B C D
1 1 1
1 1 1
1 1 1
2 2 2
2 2 2
2 2 2
3 3 3
3 3 3
3 3 3
1 2 3
1 2 3
1 2 3
2 3 1
2 3 1
2 3 1
3 1 2
3 1 2
3 1 2
1 3 2
1 3 2
1 3 2
2 1 3
2 1 3
2 1 3
3 2 1
3 2 1
3 2 1
𝑦𝑖2
𝑛
𝑖 1
Tekstil v
ION n method, an
or larger valu or difference w
better”, becau irable feature sed for the ca
obtained fro riments. Rega s, a greater S/N erefore, the o
l with the grea n L27 orthog
e calculated S/
average E va C D E Dif
1 1
1 2
1 3
2 1
2 2
2 3
3 1
3 2
3 3
3 1
3 2
3 3
1 1
1 2
1 3
2 1
2 2
2 3
2 1
2 2
2 3
3 1
3 2
3 3
1 1
1 2
1 3
ve Mühendis
nalysis of re ue of the resp was classified use the high v
in terms of alculation of t
om experime rdless of cate N value corre optimal level atest S/N valu gonal array, a /N ratios for a
alues and S/N ra Color fference
(∆E)
S R
(
13.12 -2
13.47 -2
14.43 -2
14.68 -2
14.97 -2
15.93 -2
15.01 -2
15.82 -2
13.77 -2
13.26 -2
14.58 -2
13.47 -2
14.50 -2
15.26 -2
14.51 -2
13.34 -2
12.25 -2
13.63 -2
13.33 -2
13.17 -2
14.13 -2
15.19 -2
14.91 -2
13.96 -2
13.84 -2
13.27 -2
13.82 -2
esponse ponse is d under value of coated the S/N
(2)
ents; n gory of esponds of the ue. The average all tests
atios.
S/N Ratio
(dB) 22.37 22.59 23.20 23.33 23.51 24.04 23.54 23.99 22.80 22.46 23.27 22.65 23.23 23.68 23.23 22.50 21.79 22.71 22.51 22.45 23.01 23.65 23.50 22.90 22.86 22.47 22.83
In the multip This i factor the fa maxim color factor S/N ar subtrac values differe pronou Based param 120°C pressu found temper density signifi it is o fabrics
Table 4 F
Re
Journal of Tex Optimizati After Abra
Taguchi meth ple quality cha s equal to th at a particular ctor level [1 mum average e
difference va effect is show re shown in F cting the larg
in each col ence at the s unced.
on the S/N eters for colo drying temp ure, 10 m/min that the m rature (B) an y (A). In Figu cantly increas observed that s increases wi
4. ANOVA tab
Factor A B C D E esidual Total
xtiles and Engineer ion of Coating P asion of Denim F
hod, the aver aracteristics a he sum of all
r level divided 7]. The facto effect are sele alues of coat wn in Table 3, Figure 2. The gest value fro lumn. A high selected level
N ratio, the o or difference perature, 30
fabric passin most effectiv nd second eff ure 2, it is see ses color diffe t the color d ith the increa
le for S/N ratio
df Sum 2
2 2 2 2 16 26
-22.8 -22.9 -23.1 -23.2 -23.4
-22.8 -22.9 -23.1 -23.2 -23.4
Mean of SN ratios
Signal-to
Process Parame Fabrics by Usin
age effect of at different lev
S/N ratios c d by the numb or levels cor ected as the o ted denim fab
and the main e delta value om the lowes her delta valu
l for a given
optimum leve are 17 picks dPa.s viscosi g speed (Figu e input para fective input en that drying erence after ab difference of
se of the visc
Fi o of E output
m of squares (SS 0.938 2.805 0.596 0.520 0.055 2.870 7.784
14 80 95 10 25 40
3 80 95 10 25 40
Weft densi
Squeeze pr
o-noise: Smaller
eters for Color D g Taguchi Meth
each factor o vels is determ corresponding ber of repetitio rresponding to optimum level
brics, the av n effects plotte
was calculate t from amon ue means tha n factor is h
els of the co s/cm weft den ity, 5 bar squ ure 2). Also, i
ameter is d parameter is process at 14 brasion. More the coated d cosity which i
igure 2. Main e
S) Mea
( 0 1 0 0 0 0
20 17
7 5 ity (picks/cm)
ressure (bar)
Main Effe
is better
Cilt (Vol): 26 No: 11 SAYFA 327 Difference hod
on the mined.
g to a ons of o the l. For verage ed for ed by ng the at the highly
oating nsity, ueeze it was drying weft 40 °C eover, denim is the
third pene struc Tabl Fa
*: Op
The diffe to th statis statis and E diffe error inter
effects plot for
an square (MS) 0.469 1.402 0.298 0.260 0.027 0.179
-
140 120
20 10
Drying temperat
Fabric passing spe
ects Plot for
6
Süm
d effective pa etration of the cture.
le 3. Response t ctors Leve
A -23.2
B -22.7
C -22.8
D -22.9
E -22.9
timum parameter
level of imp erence is deter
he result of A stical effect stical results s E factors are 1 erence of coat
r contribution raction of facto
S/N of E outp
F-value 2.61 7.82 1.66 1.45 0.15 - -
160 30
30 ture (°C)
eed (m/min)
SN ratios
meyye ÜSTÜNTA
arameter. Thi e low viscosity
table for the S/N A l 1 Level 2 26 -22.84*
2* -23.45 0* -23.05 94 -22.87*
4* -23.03 r level.
portance of t rmined by usin
ANOVA, onl on color d showed that th 12.05, 36.03, 7 ted denim fab n ratio is arou
ors is effectiv
put.
e P 0.104
0.004 0.221 0.264 0.860 - -
50 0
Viscosity (dPa.s)
Tekstil v Hüseyin Gazi AĞ, Münevver E
is may be re ty coating ma
N ratio of E ou Average S/N, dB
2 Level 3
* -22.91 5 -22.83 5 -23.16
* -23.20 3 -23.04
the coating p ing ANOVA ( ly the drying difference aft he contributio
7.66, 6.68 and brics, respectiv und 36.87%, ve.
Percenta 4
4 1 4 0
70
ve Mühendis TÜRKSOY Ertek AVCI
elated to the aterial into the
utput B
Delta 0.43 0.73 0.36 0.32 0.10
parameters fo (Table 4). Acc g temperature fter abrasion.
n rates of A, B d 0.70% for th vely. In additi which indica
age contributio 12.05 36.03 7.66 6.68 0.70 36.87
100
higher e fabric
Rank 2 1 3 4 5
r color cording e has a Also, B, C, D he color ion, the ates the
on (%)
3.2. Co The co experim conduc previo S/N ra
where, and ηi
factor to be - want t the pro value Formu design In this predict (A2B1 coating determ using F Taguch experim Table Table 5
Optim Level
E S/N ra The c optimu calcula experim
In Eq.
the deg freedo and n experim means located Predic Predic
ƞ0
𝐶𝐼
Journal of Tex
onfirmation te onfirmation ex ment. The c cting a test w
usly evaluate atio at the optim
, ƞm is total m
i are the mul levels. The pr -22.16 dB for to learn about ocedure is to expected [5]
ula 2, the pred n was obtained s study, after ting the respo 1C1D2E1) wa g parameters.
mined as 13.39 Formula 2. Th hi design. Th mental E usi 5.
5. Results of the Startin
Para mal
l A1B1
7
atio -2
onfidence int um factor lev ated to determ
ments are reas
4, Fα is the v gree of freedo m of j factor nr is the nu ments. For the that the verif d in the confid ted optimum ted optimum
ƞ𝑚 ƞ
𝑗
𝑖 1
𝐹𝛼;1,𝐷𝐹𝑀𝑆𝑒 ∗
xtiles and Engineer
tests
xperiment is t confirmation with optimal s ed [17]. The p
mum level is
mean of S/N r ltiple S/N rat redicted S/N r color differen t the result ex back-transfor . When the p dicted color di d as 14.77 (E r determining onse under the
as conducted The average 9 and S/N rat hese results ar he comparison
ing the optima
e confirmation ng Coating
ameters
1C1D1E1 A
7.36 22.37
terval (CI) o vel combinati mine whether
sonable or not
value of F tab om of mean s rs, N is the n umber of re e present stud fication exper dence interval m S/N-CI<E
S/N+CI ƞ𝑖 ƞ𝑚
∗ 𝑀𝑆𝑒 ∗ 1 𝑁
the final step o experiment ettings of the predicted valu calculated as:
ratio, j is the tios correspon ratio of optimu nce. If the S/N xpected that w rm S/N to fin
predicted S/N ifference valu E).
g the optimu ese conditions, with the opti of the experi tio was calcul re very close t
n of the pred al coating par
experiment for Optimal coat Prediction A2B1C1D2E1
14.77 -22.16
of predicted S ion at 95% c
the results o t. The CI is ca
ble, α is the er square error, m number of the epetitions in dy, CI was fou
riments for S/
l (Eq. 5).
Experimental 𝑚
𝑁 1 𝑛𝑟
of the design is performed
factors and l ue of the mu
number of fa nding to opti um design is f N is known an will make the nd the perform N was placed ues of the opti
um conditions , a new experi mum levels o mental results lated as -22.5 to that predicte dicted E wit
ameters is giv r E.
ting parameters Experime A2B1C1D2
13.39 -22.54
S/N value fo confidence ba f the confirm alculated by:
rror level, DF m is the degre e total experim
the confirm und ±0.531 and
/N ratio result optimum
Cilt (Vol): 26 No: 116 SAYFA 328
of an d by levels ultiple
(3) actors,
imum found nd we e S/N, mance d into imum
s and iment of the s was 54 dB ed by th the ven in
s ent
2E1
or the and is mation
(4) FMse is
ees of ments mation d this ts are S/N<
(5) -22.1 -22.6 Fina (S/N S/N of th was calcu fabri 1.05
4. C In th the c meth comb impo the S
E a dPa.
spee dryin color the c 36.0 denim fabri time poss prop REF 1.
2.
3.
4.
5.
𝑑
𝑑 𝐿𝑜
𝐿𝑖
6
16-0.531<-22.
69<-22.54<-2 ally, first trial N=-22.37 dB),
ratio of the se he optimal de determined b ulation, the co ics under opt
times.
ONCLUSION his study, the o
color differen hod. With th
bination of ortance of the S/N ratio, the are 17 picks/c s viscosity, 5 d. According ng temperatur r difference o contribution ra
3, 7.66, 6.68 m fabrics, res ics under opti
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6
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