m u : F bk T blg g mp ul y mp vg l m mpg g um xp b [12] Su lk p [13] [14] ug ulz mk u m xul p l m um mm l k x p vg vl l qupm y m ppl O u u [15] u mg p
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1 24 Il C Pu R (ICPR 2017) ISBN: APPLICATION OF PROCESS MINING IN AFTER- S ALES ON A N AUTOMOTIVE INDUSTRY D O Vl E AP S E F R Lu J M A P C Pgm Pó- guçã m Eg P uçã Sm Pí Uv Cól Pá C ub Pá Bl A b T l m mpl p mg ug D ISCO b m p -l m vl mbl by umv uy F ll uug qu vlp u pv by uy m qu p mg p ly u mg u ml vl b vu um ppv: A vlu pblm l b y um v m lg (10000 km km ) yp pblm u b y lp bg ky by um y mpl ul bl vlp ly xmply mp p mg u m g mu g by mull mpy K y: P m g - l u mv uy 1 I NTRODUCTION I glbl mpv x p b pu llg v v - l u lv u vu ll ky muu llg mp [1] My m p g by - l v m g p g by l mpzg - l pl u lg m vu bug y upp qum l mg g l lg m k mpv [2] pp - l mpv vg bu ppuy qu mm mk v u pu - l y vl v u l [3] Ty m vlv v g m ym ul pply g vlp l l- m v mpy - l g mu g by mpy y gv ppu y mpl - p l ly lg ul vy m p p p v gg uy m bu p ugg m ll v l [4] p mg m mk um u ml xpl bv b v m p m [5] p mg l lg ly vlu p v m v T qu bjv l p ug l v p bu p l mkg [6] T qu ll ly bu p b v lg by m ym plz mg lgm ppl v lg y [7] A pplg p mg -l mpy ul vl l v m vu g ug u ul lyz um k l mpy pu pm um m pl ppv ul lg v l pblm ug pu v um g mpy H v p mg mu pv pp my m lk m -u ul m pg [ 8] W vl lgm m lgy qu u uu p p m p mg l T p g u lbly ul pbly p mg l u P M D [9] T p l l m p mlgy lyz - l ppl umv uy ug p mg y qu p mpl by um p vl mbl by mpy vl b v l um I uy p lyz: pblm m u v mlg pblm u by lp b k y by um mpl u uug qu qu D [ 10] pbl p mg g p l 2 B IBLIOGRAPHIC REVIEW ppl p mg - l ll m lu v u g bg p ly g u m guly bg b mg bgg p ply xuv - uu g g ly g v lum mp g [11] T vg pu u by um ug qu x mg l 354
2 m u : F bk T blg g mp ul y mp vg l m mpg g um xp b [12] Su lk p [13] [14] ug ulz mk u m xul p l m um mm l k x p vg vl l qupm y m ppl O u u [15] u mg p v ky- g up pug mp l ugg mp uu vlpm mp 2 1 A- l umv uy T ymm umv ll m k lgm g g pg uppl u ul u I mpg g l u mp - l [16] T y l lp uz p ll l pp - l vlp Fgu 1 mp - l v m [17] uz gg kp pp l mbl [17] 2 2 P Mg T m p mg x m bu p lg [18] F pp y v b v : vy (p p p) ( p) pm l ll g (p pbl p xu) mmp bu ly p p [5] p mg y v m l p ug x klg m ym [19] v my b bl mg lg ml l u p mg bl xuv mply klg bu ug gz my v b p mpvm [20] A g [19] yp p mg: vy my m bjv vy p mg v ml b v lg Su l lgm ug v lg pu bul P xpl v p lg T my p mg m vy p ug mp ul p ml v lg p y q uy v T mg u gu bu p p p p lg p p gg p uu m [21] Wl my p mg k m p ml ly m p mg m xluvly mpv p ml bg v lg ly I yp p mg ul F gu 2 Fgu 1 A- l v umv uy P mp muu ll vul p b b - uz l (p gg ll ll ) uz gg lp muu pu mmlz v l lp y uully buy p m uppl bu m ug uz k l um buy - l pu my qu m pbl p g p u Svl l ul : uz ll p (ug ul gm u lp) uz ju p (uz gg) g (p g g) p lz ( ll u : u- ll p ) v ( uz p ) plz l mpl p I m ly lp F gu 2 yp p mg 2 3 D Suug m bu p ym m ym pv lg mu pbl x klg m m v uully m y ul mk ul mpl p [ 22] M y m ppl p mg m g qu pv pp b u - uu mpl ly pg plz ulg uu um quly lu mg ppl [ 23] 355
![T vy lg u q mp y l b ly lg yp m lyg l lgy m l lgm 24 [ ] u m uug O B (Vul VBA mg p pp M u lgug pgmmg Appl) mpul ll pgm O ug k g u uully m vlpm pv v 5 [2 g VBA ] vg v um p y qu mm vy mg lz k vm pv g](/docs-images/93/113791841/images/3-0.jpg "mu ulz [ 26 ] uu y u VBA mg p k x xmpl ll l 3 H ROPOSED APPROAC P mlgy pp T b ly by p pblm p mg p m uy umv lp um pp m mpy mk mpl b bl m pblm lv p p ly vm v b uug p: D ul y lyz p ppl T y u umv mpy Bzl")
3 T vy lg u q mp y l b ly lg yp m lyg l lgy m l lgm 24 [ ] u m uug O B (Vul VBA mg p pp M u lgug pgmmg Appl) mpul ll pgm O ug k g u uully m vlpm pv v 5 [2 g VBA ] vg v um p y qu mm vy mg lz k vm pv g mu ulz [ 26 ] uu y u VBA mg p k x xmpl ll l 3 H ROPOSED APPROAC P mlgy pp T b ly by p pblm p mg p m uy umv lp um pp m mpy mk mpl b bl m pblm lv p p ly vm v b uug p: D ul y lyz p ppl T y u umv mpy Bzl P Jé Sã l pl u qu vv vg bu pj g vg mpv ubj I bg ly vul g ly lk mpy p mu g Cg g ppuy mpvm u vl l - l b mpy m mpl ll I Bzl lp um yp m ml l mpl u mpl mlg pblm lp g l l l p l u pu vl b lm Hv bu k y lz ju vg b p ly xp ul T - p p g u l uy m my lp y v v pblm pl p ulg l upp um lv F mpl ly pp 1 3 b uug S pp mpy by ll mpy u mg p - mpb mpl ly k v D Hv lkg k pv v ul m pbl p ( mpl p u vlv m) y m lp l v pblm lv T vlp qu (VBA) Appl B Vul pgm vl mg y l g v m v lum) (lg k vulz ul W p v b p: v v um g v pu l v mpl bllg lp bllg b mpy (y mpl S b) lg l ul lum l vy T mg p mmp v v m ly ul v pp m pp ul um v m mk lp mpl vl b y g v u p xlu pp m p ( m W k) v m lp b p g v pug mpl ly All u ul pv m l m bl mp D ly ll b m Fgu 3 gu 3 F lz by M 356
4 3 2 D ly W u u bl D pbl g k ug W k gl u ll m by VBA pgm mg b p mp - l lyz m mm m p k l m by VBA u k ul pb l ly mpl g y ulz mpl lul u um p bl u m k ul u by k ly x 4 R ESULTS T ug ly by D bl - l p mpy Fgu 4 v llg gu: F b p pp pu v Uully v pp b u g vl by ug u pu up v I qu pp mpl bllg lp uully u m y xpl v p mp p A bllg mpy u x vy m A lly b u l x vy m vy p m pbl lz vl v um T pv Fgu 4 b p mpl bllg g my um l k lp m O lg by mpy lg vl m ml mbl p l by lp Bzl Hv my vl g lp m lz g mpl W m ly k u pp lyz pv vlu pblm u vl v mlg (10000 km km km) Mv ly bu m p blm u vl bg ky by um mpl F gu 4 A-l p mp 4 1 M lg Aly T mlg ly m pbl b klg m mm pblm l by lp v vl ly pblm g 1% qu pg ug v v km v O bl g l l pblm blu mu pg pblm g mlg lyz Tbl 1 A mg pblm u vl v m mm ul pump vlv p g pblm u ul pump vlv l pg (2%) qu vl g v g px km v bg 709% g T p g px v b g m u pblm 931% vl g ul m g k m v pblm v pg l mlg g 965% pblm km v g mg m mm lu l v P blm lu m y v l qu vl v pp m ly v mg m mm pblm l v g 98% km T l p mu mu g vg v g 404% um lly v yg u 12% m lg mg l m g p km v vg vy l mlg O glg mp y g l 357
5 v mlg A glg l by g bx l bu l l v g v llg T bl 1 M lg Aly xmpl k m P blm A mu F quy L pu % H yul Sg H % B y 12V % H yul Sg H % F ul pump vlv % A u % R Nvg % F ul pump vlv % H yul Sg H % 4 2 C mpl Aly A mpl m lg ky by um ky l qu mpy ym llg ly m pbl m mm p blm u vl b ky by um m ky u Tbl 2 O bl mu ky by um m mm pblm u by ky pg pblm mu p ky T ug ly bl lz m mm pblm u gy um mpl T ll bl p lp u ll l u pblm u l by um ll l p I ly bl p m u pblm llg lp pp mlv pbl g vg m qu p vlbl m ly ly l m pbl uu pblm m qu ly m by um ul lyz lv l vl y mg m quly pu Tbl 2 P blm u ky Amu K y P blm Fu Blk; D l; N P u; S; Ck; G ugl W zg; W Bly x; Bly m u Ubl p R Nvg A u A l Bu C lu yul l m H yul g C lu yul l m S k Ab L pu p g ubg Clu E l F S E l yul l m A mp F Bump C lu yul l m P b F A l Bu A u R Nvg F ul pump vlv Pg pblm 1302% 1174% 1158% 5 79% 2298% 7 39% 7 25% 6 51% 5 78% 7 25% 6 86% 6 65% 6 11% 7 05% 6 87% 6 20% 5 50% 1141% 9 28% 8 09% 5 42% P ; U bl I F ul pump vlv I l B mpu 5142% 1895% 6 15% 358
6 Tu; Sg; S ub; Gl Ig lg / W u mg Lk p; E y; Dg O l lk A C mp S y g H yul g F ul pump vlv B uly by (l) W l pl mp I l S pk plug B uly by (l) O l ll l S g bx C k Ambly D l ul l 1852% 1303% 9 86% 3320% 8 22% 5 78% 1454% 9 33% 6 81% 1916% 1157% 7 17% 6 31% 5 C ONCLUSION T ppl p mg - l uy p ly by lu v p l mplm u qu xmly y I uy bl lz ll mp l uu ly p m by mpy ulz VBA quy k p D l xu ly pv y l lzg m ulz k T p mg - l umv uy vl m ll g mpy p b m l lp ul v pp p um qu v ly l vl m p blm u b ky by um mpl m plzg quk m uul H v ul lp vlpm - l m u : ly vl m uu by mpy ul ply vg ppl vl S llg k u b y ly l l pbly lp my lly ully u u my u mll p ul ly T l ly u u (mlg ky ) v l pv ul u uu mplg g p l A l ul p l v m lyz - l bug lu l vg b uu ml ly vlvg b uug p mg ppl - l umv uy 6 R EFERENCES [ 1] G ll P S N Sg L Pm mum - l v k E v m umv uy Cmpu I uy (7) [ 2] G llg T M k M D R g M C Pg m p p T MKy Quly [ 3] A JS S SY Cum p - l v muug Exp Sym Appl (3) [ 4] L l RJ A R ub D B 2014 Sl ly mg J Wly & S [ 5] V D Al WM P l Bu p m g: A ul ppl Im S ym (5) [ 6] Cg H-J K um A P mg y l g C lg z lp mpv pm? D Supp Sym [ 7] V D Al WM P 2016 P mg: Spg [ 8] Dg Z-H LV S-L F mg qu m u g N E xp Sym Appl (10) [ 9] M R S V D Al W MP V R J B 2015 P Mg I: P Mg H l S pg Il Publg [ 10] G ü C W R z A D: D v Yu P BPM (Dm) [ 11] L S g bg N Yk Tm [ 12] W lg A Sl m pv ug ppu bu ll bg ug pblm Em [ 13] A bm A S l A g x ly mk pu vy Pu Op Mgm (6) [ 14] L D G u R Abm A S A um vy ppl m l um v Exp Sym Appl [ 15] L S-H l Mg um klg xplg l gup buyg v Exp Sym Appl (3) [ 16] D mbk U E gl C Imp l mbly l v umv uy P CIRP [ 17] G ll P S N S g L Pm mum - l v k 359
7 E v m umv uy Cmpu Iuy (7) [ 18] V D Al W MP 2014 P mg lg: ul I: Bu Illg Spg Il Publg [ 19] V D Al W MP 2011 G g D I: P Mg Spg Bl Hlg [ 20] D Vll A M S EA P D F Lu E 2017 Applyg P Mg Tqu S P Appl Im S T lgy [ 21] R z A V D Al W MP Cm kg p b mg l b v I m Sym (1) [ 22] S g M V D Al W MP T mpv upp gzl mg D Supp Sym ( 1) [ 23] Dg Z-H M S Lu H 2015 A E D Suu F Mg Hg Uly Im Xv p p Xv: [ 24] C ly R Mb B Svv J D pp mg l b bg p Klg m ym (1) 5-32 [ 25] P y GL W SpPk: pl p p ly Exl ug Vul B Appl (VBA) E vml Mllg & S ( 6) [ 26] O kz S Om M Yug C Mg R Smul (MARS) DRDC CORA T M
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