Numerical and Experimental Study on Nugget Formation in Resistance Spot Welding for High Strength Steel Sheets in Automobile Bodies

Size: px
Start display at page:

Download "Numerical and Experimental Study on Nugget Formation in Resistance Spot Welding for High Strength Steel Sheets in Automobile Bodies"

Transcription

1 rasactios of JWRI, ol.38 (9), No. rasactios of JWRI, ol.38 (9), No. Numrical ad Exprimtal Study o Nuggt Formatio i Rsistac Spot Wldig for High Strgth Stl Shts i Automobil Bodis MA Nishu* ad MURAKAWA Hidkazu** Abstract Rsistac spot wldig is th most popular joiig procss i automobil body assmbly productio lis. hr hav b may rsarchs cocrd with spot wldig for two pics of shts. I ordr to rduc th cost ad improv th strgth of th lightwight automobil bodis, rsistac spot wldig for multi-pics of shts has to b ivstigatd bfor productio. I this papr, rsistac spot wldig for thr pics of high strgth stl shts is maily tak as a objct ad th uggt formatio procss is firstly ivstigatd by xprimts. h th spot wldig procss is simulatd by FEM program JWRIAN dvlopd by th authors with th couplig of th lctrical fild, thrmal fild ad mchaical fild. h uggt siz ad its formatio procss prdictd by FEM agr vry wll with xprimtal rsults. Basd o th simulatio rsults, wldabl coditios (currt, cycls ad forc) of spot wldig for both two pics ad thr pics of high strgth stl shts ca stimatd with a good accuracy. KEY WORDS: (Spot wldig), (Wldig coditios), (Nuggt Formatio), (Simulatio), (Exprimt) 1. Backgroud Fiit Elmt Mthod (FEM) has b routily applid i automobil idustris for th aalysis of structural strgth ad compot dsig bcaus of th sprad of computrs with high prformac, low pric ad dvlopmt of FEM softwar. It has also b playig a sigificat rol i prdictig th bhavior of th wld crackig, wld distortio ad rsidual strss i a wldig ara 1). o assmbl various compots of automobil bodis, th rsistac spot wldig procss is widly usd bcaus of its low cost ad high productivity. I ordr to dtrmi spot wldig coditios i productio, may xprimts hav to b prformd. Compard with xprimtal rsarchs, oly a fw simulatio xampls for simpl two pics of shts ar rportd -11). his is bcaus th rsistac spot wldig procss is couplig with thr physical filds which ar th lctrical fild, th thrmal fild ad th mchaical fild. I this papr, spot wldig for thr pics of high strgth stl shts usd i lightwight automobil bodis is maily tak as a objct ad th uggt formatio procss wr firstly ivstigatd by xprimts. FEM program JWRIAN 1-4) dvlopd by th authors ad th visualizatio optio is addd rctly. Rcivd o Dcmbr 18, 9 * Gust Associat Profssor ** Profssor h, th simulatios for lctric currt flow, hat gratio ad uggt formatio i th spot wldig procss ar carrid out. By comparig th simulatio rsults with xprimtal os, th accuracy of FEM program JWRIAN is vrifid. Lastly, th wldabl coditios (currt, cycls ad forc) of rsistac spot wldig for thr pics of high strgth stl shts ar stimatd basd o simulatio rsults.. Exprimtal coditios ad rsults Rsistac spot wldig coditios iclud thr paramtrs which ar forc (axial squzig forc), lctric currt ad currt cycls, rspctivly. h wldig coditios for thr pics of high strgth stl shts ar show i abl 1 which idicats that th tsil strgth ad thickss of shts ar 7MPa ad.7mm, 59MPa ad 1.4mm, 59MPa ad 1.8mm, rspctivly. hr lvls of wldig currt (5.kA, 6.kA, 7.kA) ar slctd i xprimts. h tim of currt flow is xprssd by currt cycls which ar widly usd i idustry whthr th dirct currt or altrativ currt is slctd. O cycl is.sc ad dirct currt is usd i this papr. h maximum cycls of wldig currt ar 17 cycls (tim is.34sc). h axial forc applid to lctrods is 5kgf (45N). rasactios of JWRI is publishd by Joiig ad Wldig Rsarch Istitut, Osaka Uivrsity, Ibaraki, Osaka , Japa 19

2 Numrical ad ad Exprimtal Study Study o Nuggt o Nuggt Formatio Formatio i Rsistac i Spot Rsistac Wldig Spot for High Wldig Strgth for Stl High Shts Strgth i Automobil Stl Shts Bodis i Automobil Bodis +Elctrod 7C/t.7 59Y/t1.4 59Y/t1.8 -Elctrod abl 1 Spot wldig coditios 5.kA, 17cycls 5kgf st pics 7C/t.7 59Y/t1.4 59Y/t1.8 6.kA, 17cycls 5kgf Currt 5.kA 6.kA 7.kA Cycls 17(34ms) 17(34ms) 17(34ms) 7.kA, 17cycls 5kgf Forc 5kgf 5kgf 5kgf D=4.99, h=.53 D=6.7, h=.9 D=7.9, h=.95 Fig. 1 Masurd uggt sizs at diffrt wldig currts Cycl=4(8ms) 7.kA,5kgf Not wldd D:Nuggt diamtr h:nuggt dpth Cycl=5(1ms) 7.kA,5kgf Cycl=7(14ms) 7.kA,5kgf Cycl=1(ms) 7.kA,5kgf Cycl=13(6ms) 7.kA,5kgf Cycl=17(34ms) 7.kA,5kgf D=3.9, h=.55 D=5.8, h=3.8 D=6.1, h=3.5 D=6.5, h=3.5 D=7.9, h=.95 Fig. Nuggt sizs masurd at diffrt wldig cycls Fig. 3 Schmatic showig of rsistac spot wldig procss h uggt diamtr D ad dpth h masurd i xprimts with diffrt wldig currts ar show i Fig. 1. o kow th uggt formatio procsss, th uggt sizs for 7.kA wldig currt ar masurd at th cycls 4, 5, 7, 1, 13, 17, rspctivly. As show i Fig., th uggt is ot gratd bfor th 4-th cycl ad uggt sizs icras slightly with icrasig of wldig tim aftr 5-th cycl. 3. horis ad FEM quatios for rsistac spot wldig procss Figur 3 shows a simpl modl of spot wldig. Currt ad forc applid to th lctrods ar lctrical load ad mchaical load, rspctivly. As simply dscribd i th abov sctios, th spot wldig procss coupls lctrical fild, thrmal fild ad mchaical fild durig cotact. 3.1 hory ad FEM quatios of static lctrical fild If th ffct of magtic fild ad its tim drivativs ar gligibly small, th lctrical fild ca b xprssd by lctrical pottial satisfyig th Laplac quatio Eq. (1) which is a charactristic of th static lctrical fild. 1 ( r ) ( ) r r r z z (1) Whr, is th lctrical coductivity of th matrial. h rlatio btw lctrical coductivity ad lctrical rsistivity R is giv by Eq. (). 1/ R () h lctrical pottial ca b dtrmid by solvig Eq. (1) if th lctrical boudary coditios ar cosidrd. I spot wldig, thr ar two typs of boudary coditios which ar zro pottial boudary coditio (BC1) ad currt boudary coditio (BC) dfid by Eq. (3 ) ad Eq. (4), rspctivly. for BC1 (3) i i[ A/( mm s)] for BC (4a) ids I for BC (4b) Whr, i is currt flux at uit ara of surfac ds of BC. h itgral of currt flux i will b th total wldig currt I. If altratig currt is applid i spot wldig, th currt I should b rplacd by I si(ft) whr f is frqucy of altratig currt. If lctrical pottial ad lctrical coductivity ar kow, th currt dsity i i x, y z dirctios ad th Joul hat gratio pr uit volum q ca b calculatd by Eqs. (5) ad (6), rspctivly. ir, iz (5) r z 3 1 q [ J /( mm s)] ( ir iz ) (6) Wh FEM is usd to solv th lctrical pottial { } at FEM ods, th static lctrical FEM quatio Eq. (7) for spot wldig ca b drivd as follows, [ K]{ } { I} (7a) { BC1} for BC1 (7b) Whr, [K] is th global lctric matrix which is assmbld from lmt lctric matrix [K ] usig shap fuctio [ of lmt for lctrical pottial. h compots of quivalt odal currt vctor I giv by Eq. (7) hav ozro valu oly at th spcifid ods (BC) whr wldig currt is applid ( r, z) Ni( r, z) i (7c) [ [ [ [ [ K ] ( ) r dr dz (7d) r r z z

3 rasactios of JWRI, ol.38 (9), No. rasactios of JWRI, ol.38 (9), No. { I } { I} { I } BC i [ ds {,,,, I BC,,,,} (7) 3. hory ad FEM quatios of thrmal fild h thrmal fild ca b dscribd by Eq. (8) with various boudary coditios. 1 c ( r ) ( ) q (8) t r r r z z whr, q is th Joul hat gratio rat pr uit volum ad c,, ar th hat capacity, dsity ad thrmal coductivity of th matrials. hr ar thr typs of thrmal boudaris, tmpratur boudary (BC1), hat flux boudary (BC) ad hat covctio boudary (BC3) dfid by Eq. (9), Eq. (1) ad Eq. (11), rspctivly. BC1 at BC1 (9) q q [ J /( mm A s)] at BC (1) q ( BC3 ) at BC3 (11) whr 1, q BC A,, BC3, ar th giv tmpratur at BC1, hat flux at BC, hat trasfr cofficit for both covctio ad radiatio boudary, tmpratur at BC3 ad tmpratur of th surroudig air, rspctivly. If FEM is usd to dscrib th thrmal coductio ad hat trasfr boudary dfid by Eqs. (8)-(11), trasit tmpratur { } ad its rat { } at all t ods ca b giv by Eq. (1). C K Q (1) t whr, [K], [C] ad {Q} ar th thrmal coductivity matrix, hat capacity matrix ad quivalt odal hat, rspctivly. h lmt valu of [K], [C] ad {Q} ar giv by Eqs. (13a), (13b) ad (13c), rspctivly. [ [ [ [ )r dr dz r r z z (13a) [ [] ds [ K ] ( BC3 [ C ] c[ N ] [ N ] r dr dz (13b) Q q [ d (13c) q [ ds [ ds BC BC3 h q i Eq. (13c) is th itral Joul hat gratio which is giv by Eq. (6). If th tmpratur rat is dfid by Eq. (14) t basd o th Crak-Nicolso mthod, th tmpratur { } at tim t dt ca b calculatd by Eq. (15). { } t dt { } t { } t dt (14) 1 [ C] 1 K t dt Q t dt Q t t (15) [ C] 1 K t t 3.3 hory ad FEM quatios for mchaical fild h mchaical fild is xprssd by displacmt at FEM ods ad ca b obtaid by solvig lastic plastic FEM quatio Eq. (16) which was dscribd i dtail i rfrc 1, 1). [ K]{ u} { F} { R} (16) Whr, [ K],{ u},{ F}, { R} ar th stiffss matrix, vctor of odal displacmt, vctor of quivalt odal forc ad vctor of rsidual odal forc, rspctivly. h lmt valu of [ K],{ F}, { R} is giv by Eqs. (17a), (17b) ad (17c), rspctivly. p [ K ] [ B] [ D ]{ B]r dr dz (17a) p { F } [ B] [ D ]{ } r dr dz (17b) { R } { F} [ B] { } r dr dz (17c) h strss { } ca b computd by Eq. (18) basd o thrmal lastic plastic thory. { } t dt { } t { } (18a) p { } [ D ]({ } { } { }) (18b) whr, [ D ] : Elastic matrix p [ D ]: Elastic-plastic matrix { } : Strss icrmt { } : otal strai icrmt { } : hrmal strai icrmt cosidrig th chag of Youg s modulus ad yild strss with tmpratur p { } : Plastic strai icrmt 3.4 Elctrical-thrmal-mchaical cotact modl h cotact btw a lctrod ad a sht or btw two shts is modld by a itrfac lmt 1) as show i Fig. 4. If th strai of th itrfac lmt i th ormal dirctio of th cotact itrfac is largr tha -.99, th stat of th itrfac is th o-cotact stat. I th iitial stat ad o-cotact stat, th lctrical coductivity, thrmal coductivity ad Youg s modulus E will b zro. his mas that currt flow Elctrod / Sht Itrfac lmt Sht / Elctrod strai.99 Cotact Elctric coductivity : hrmal coductivity : Youg ' s mod ulus : E Fig. 4 Itrfac lmt for cotact 1

4 Numrical ad ad Exprimtal Exprimtal Study Study o Nuggt o Nuggt Formatio Formatio i Rsistac i Spot Rsistac Wldig Spot for High Wldig Strgth for Stl High Shts Strgth i Automobil Stl Shts Bodis i Automobil Bodis through th itrfac lmt ad hat gratio will b zro at th itrfac lmt.if th strai of th itrfac lmt i th ormal dirctio of th cotact itrfac is qual to or lss tha -.99, th stat of th itrfac is th i-cotact stat. I th cotact stat, th lctrical coductivity, thrmal coductivity ad Youg s modulus E will b a giv valu. his mas that currt flows through th itrfac lmt ad hat is gratd at th itrfac lmt. I th cotact stat, th itrfac lmt has a strog stiffss. 3.5 Simulatio procdur for rsistac spot wldig procss h simulatio procdur for rsistac spot wldig procss is show i Fig. 5. At th first stp, iitial cotact aras btw lctrod ad a sht or btw two shts ar prdictd wh forc is applid to th lctrod usig lastic plastic FEM solvr for mchaical aalysis. h th currt flowig through th cotact aras ca b computd usig lctrical FEM solvr dscribd i sctio 3.1. Wh currt dsity is obtaid ad Joul hat gratio is kow, tmpratur distributio ca b computd by thrmal FEM solvr dscribd i sctio 3.. h dformatio of wldig shts ad lctrods ca b simulatd by thrmal lastic plastic FEM solvr dscribd i sctio 3.3. Lastly, th w cotact stat is prdictd for th xt tim stp as dscribd i sctio 3.4. his simulatio flow is rpatd for vry tim stp. 4. FEM simulatio coditios Spot wldig is assumd to b a symmtric problm i this papr. Figur 6 shows th gomtry ad th msh divisio. h miimum msh siz is about.mm. SAR Iitial Cotact h currt flows from th uppr lctrod ad zro pottial is applid to th boudary of th lowr lctrod show i Fig. 6(a). h lctrical rsistivity R of stl shts 7C ad 59Y is show i Fig. 7. hrmal coductivity, hat capacity c ad hat trasfr cofficit for hat coductio aalysis ar show i Fig. 8. h mchaical proprtis Youg s modulus E, Yild strss Y, Poisso s ratio, liar plastic hardig cofficit H ad thrmal xpasio cofficit of stl shts usd i thrmal lastic plastic aalysis ar show i Fig. 9. h chag of matrial proprtis with tmpratur is cosidrd i th thr fild coupld simulatio. Currt boudary Elctrod Shts I Forc Pottial Boudary Nuggt t1 t t3 (a) Full modl (b) Dtail msh Fig. 6 FEM modl for spot wldig procss Elctrical rsistivity(ωmm) E 59Y 7C/t.7 59Y/t1.4 59Y/t1.8 Elctrical Fild hrmal Fild Mchaical Fild Nw Cotact Currt dsity Joul hat mpratur Displacmt Strai-Strss mpratur ( ) Fig. 7 Elctrical rsistivity ad tmpratur dpdc hrmal coductivity(j/mm s) c ( g / mm ) ( J / mm s) Hat capacity(j/g ) END Fig. 5 Simulatio flow for spot wldig procss mpratur( ) Fig. 8 hrmal proprtis ad tmpratur dpdc

5 rasactios of JWRI, ol.38 (9), No. rasactios of JWRI, ol.38 (9), No. Youg's modulus(kgf/mm) Y E ( 59Y ) (1/ ).3, H' E/ Y ( 7E) mpratur( ) Fig. 9 Mchaical proprtis ad tmpratur dpdc abl Matrial proprtis of lctrods (Cu) ρ(g/mm3) R(Ω ) λ(j/mm* *s).89 1.E c(j/g* ) E(kg/mm) υ α(1/ ) E-5 h dsity ρ, lctrical rsistivity R, thrmal coductivityλ, hat capacity c ad Youg s modulus E, Poisso s ratio υ of lctrod matrial (Cu) usd i lctrical-thrmal-mchaical simulatio ar show i abl.. A costat odal currt (wldig currt I ) is applid to o od at th top positio of th uppr lctrod ad a costat odal forc (axial squzig forc) is applid to th top surfac of th uppr lctrod. h pottial ad displacmt at th lowr lctrod markd by i Fig. 6(a) ar st to zro i th static lctrical fild simulatio ad dformatio simulatio, rspctivly. 5. Rsults computd by FEM h computd currt dsity ad its distributio at th 17-th currt cycl of spot wldig for thr pics of shts ar show by Fig. 1. h currt dsity coctrats at th shap chagig corrs. h uggt shap ad sizs (diamtr D ad dpth h) which ar dfid by mltig tmpratur (153 ) at diffrt wldig currt ar show by Fig. 11. With th icras of wldig currt, uggt sizs icras. Figur 1 shows th uggt formatio procss durig spot wldig. h uggt forms from th 5th cycl wh wldig currt is 7.kA. Diamtr D of uggt icrass with th icras of wldig currt cycls. h umbr of wldig currt cycls has a lss ffct o uggt dpth h. A/mm Yild strss(kgf/mm) 7C/t.7 59Y/t1.4 59Y/t1.8 5.kA, 17cycls 5kgf D=4.9, h=3.1 6.kA, 17cycls 5kgf D=5.8, h=3.6 7.kA, 17cycls 5kgf D=6.4, h=3.75 Fig. 11 Computd Nuggt shap ad sizs at diffrt wldig currt Cycl=4(8ms) 7.kA,5kgf Not wldd D:Nuggt diamtr h:nuggt dpth Cycl=5(1ms) 7.kA,5kgf Cycl=7(14ms) 7.kA,5kgf Cycl=1(ms) 7.kA,5kgf Cycl=13(6ms) 7.kA,5kgf Cycl=17(34ms) 7.kA,5kgf D=4.4, h=3.35 D=4.98, h=3.6 D=5.5, h=3.7 D=5.97, h=3.8 D=6.39, h=3.75 Fig. 1 Computd uggt sizs durig spot wldig procss 6. Compariso btw computd ad masurd rsults Figur 13 shows th chags of uggt sizs with wldig currt cycls computd by FEM (FEM) ad masurd by xprimt (xp) wh th currt is 7.kA ad th forc is 5kgf. Lis i Fig. 13 ar simulatio rsults by FEM ad marks, ar th rsults masurd by xprimts. h uggt is ot gratd bfor th 4th cycl. h uggt forms iitially from th 5 cycl which is calld th uggt formatio cycl i this papr for asy dscriptio. h diamtr of th uggt icrass with wldig cycls aftr th uggt formatio cycl. h dpth of uggt kps almost th sam valu aftr th 5th cycl. h uggt formatio cycl, diamtr ad dpth of uggt computd by FEM agr vry wll with th rsults masurd by xprimts. Figur 14 shows th chags of uggt diamtr with wldig currt cycls wh wldig currt is 7.kA, 6.kA ad 5.kA, rspctivly. h marks,, ar th masurd rsults rspctivly. h uggt formatio cycl for ths thr currt lvls is th 5th cycl, th 7th cycl ad th 1th cycl, rspctivly. h uggt diamtrs prdictd by FEM at ths thr currt lvls hav a good agrmt with thos masurd by xprimts. Usig th simulatio rsults, th possibl wldig zo dfid ca b prdictd accordig to th wldig currt ad currt cycls show i Fig. 15. With th icras of wldig currt, th uggt formatio cycls dcras. Nuggt sizs (mm) D:FEM D:xp D h h:fem h:xp 7kA 5kgf Fig. 1 Computd currt dsity Cycls Fig. 13 Nuggt formatio procss 3

6 Numrical Numrical ad ad Exprimtal Exprimtal Study Study o Nuggt o Nuggt Formatio Formatio i Rsistac i Spot Rsistac Wldig Spot for High Wldig Strgth for Stl High Shts Strgth i Automobil Stl Shts Bodis i Automobil Bodis Nuggt diamtr (mm) Cycls Cycls kA:FEM 6kA:FEM 5kA:FEM 7KA:xp 6kA:xp 5kA:xp D Cycls Fig. 14 Wldig currt vs. uggt formatio 7KA 6KA 5KA wldabl Not wldd Currt (KA) Fig. 15 Wldabl coditios for thr pics of shts KA 5KA Not wldd Currt (KA) Fig. 16 Wldabl coditios for thr pics of shts h possibl wldig coditios of spot wldig for traditioal two pics of shts which prdictd by FEM is also show by Fig. 16. h uggt formatio cycls for two pics of shts ar lss tha th cycls for thr pics of shts. 7. Coclusios 1) h uggt sizs of rsistac spot wldig for thr pics of high strgth stl shts ar masurd by xprimts with diffrt wldig currts ad diffrt wldig currt cycls. ) Nuggt formatio procss is simulatd with a good accuracy for various spot wldig coditios. 3) Miimum wldig currt cycls for uggt formatio ad wldabl coditios ca b accuratly prdictd by FEM simulatio. Rfrc 1) Y.Uda, H.Murakawa ad N.Ma:Computatioal Approach to Wldig Dformatio ad Rsidual Strsss (i Japas), Sapo-pub, Oct. 7, ISBN ) H.Murakawa, H.Kimura ad Y. Uda: Wldability aalysis of spot wldig o Alumium usig FEM, ras of JWRI, ol4 (1995) No.1, Mathmatic modlig of wld phoma 3 (1997), Editd by H. Crjack, p , ISBN X. 3) J. Zhag ad H. Murakawa : FEM Simulatio of th Spot Wldig Procss (Rport-), Effct of Iitial Gap ad Elctrod-typ o Nuggt Formatio ad Expulsio, ras. JWRI. ol.7, No., 1998, p ) H. Murakawa, J. X.Zhag ad H. Miami: FEM Simulatio of th Spot Wldig Procss (Rport-3), Cotrol of WldigCurrt Usig Elctrod Displacmt for Formatio of Larg Eough Nuggt without Expulsio, ras. JWRI. ol.8, No.1, 1999, p ) K.Matsuyama: Simulatio chiqus i Rsistac Spot Wldig, Joural of th Japa Wldig Socity, ol.7 (1) No.5 6) A.Chakalv: Evaluatio for th thrmal stat of th Mtal i Spot wldig with th hlp of th computr, Wldig productio, ol.(1973)no.1 7) U.Dilthy ad P.Ohs: h Frot Li i Modlig of Rsistac Wldig, Joural of th Japa Wldig Socity, ol.76 (7) No. 8) H.A.Nid: h Fiit Elmt Modllig of th Rsistac Spot Wldig Procss, Wldig Rsarch Supplmt, ol.63 (1984) No.4 9) W.Zhag: Rct advacs ad Improvmts i simulatio if rsistac wldig procsss, Eldig i th world, ol.5 (6) 1) J.Kha t al: Numrical Simulatio of rsistac spot wldig procss, Numrical hat trasfr, part A, ol.37 () 11) A.D t al: Numrical modllig of rsistac spot wldig of alumium alloy, ISIJ itratioal, ol.43 (3) No. 1) Y. Uda ad. Yamakawa: Aalysis of hrmal Elastic-Plastic Strss ad Strai durig Wldig by Fiit Elmt Mthod, ras. of Japa Wldig Socity, ol. (1971) No. 4

Problem Set 6 Solutions

Problem Set 6 Solutions 6.04/18.06J Mathmatics for Computr Scic March 15, 005 Srii Dvadas ad Eric Lhma Problm St 6 Solutios Du: Moday, March 8 at 9 PM Problm 1. Sammy th Shar is a fiacial srvic providr who offrs loas o th followig

More information

ELASTIC MODULII AND THEIR RELATIONSHIP BY CONSIDERING ANY ARBITRARY ANGLE

ELASTIC MODULII AND THEIR RELATIONSHIP BY CONSIDERING ANY ARBITRARY ANGLE Itratioal Joural of Mchaical girig ad Tcholog (IJMT Volum 7, Issu, March-April 016, pp. 33-38, Articl ID: IJMT_07_0_004 Availabl oli at http://www.iam.com/ijmt/issus.asp?jtp=ijmt&vtp=7&itp= Joural Impact

More information

TIME VALUE OF MONEY: APPLICATION AND RATIONALITY- AN APPROACH USING DIFFERENTIAL EQUATIONS AND DEFINITE INTEGRALS

TIME VALUE OF MONEY: APPLICATION AND RATIONALITY- AN APPROACH USING DIFFERENTIAL EQUATIONS AND DEFINITE INTEGRALS MPRA Muich Prsoal RPEc Archiv TIME VALUE OF MONEY: APPLICATION AND RATIONALITY- AN APPROACH USING DIFFERENTIAL EQUATIONS AND DEFINITE INTEGRALS Mahbub Parvz Daffodil Itratioal Uivrsy 6. Dcmbr 26 Oli at

More information

Introduction to Finite Element Modeling

Introduction to Finite Element Modeling Introduction to Finit Elmnt Modling Enginring analysis of mchanical systms hav bn addrssd by driving diffrntial quations rlating th variabls of through basic physical principls such as quilibrium, consrvation

More information

Online school frequency and time service of high precision clock based on the generalized regression model of GPS

Online school frequency and time service of high precision clock based on the generalized regression model of GPS COMPUER MODELLING & NEW ECHNOLOGIES 2014 18(12C) 710-714 Oli school frqucy ad tim srvic of high prcisio cloc basd o th gralizd rgrssio modl of GPS Abstract Jiazhu Zhg, Yhmi Gao Najig Forstry Uivrsity,

More information

QUANTITATIVE METHODS CLASSES WEEK SEVEN

QUANTITATIVE METHODS CLASSES WEEK SEVEN QUANTITATIVE METHODS CLASSES WEEK SEVEN Th rgrssion modls studid in prvious classs assum that th rspons variabl is quantitativ. Oftn, howvr, w wish to study social procsss that lad to two diffrnt outcoms.

More information

Approximate Counters for Flash Memory

Approximate Counters for Flash Memory Approximat Coutrs for Flash Mmory Jack Cichoń ad Wojcich Macya Istitut of Mathmatics ad Computr Scic Wrocław Uivrsity of Tchology, Polad Abstract Flash mmory bcoms th a vry popular storag dvic Du to its

More information

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct Air Handling Systms Enginring & chnical Bulltin 81-1-ISD Economic Considrations of Hat ransfr on Sht Mtal Duct Othr bulltins hav dmonstratd th nd to add insulation to cooling/hating ducts in ordr to achiv

More information

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS 25 Vol. 3 () January-March, pp.37-5/tripathi EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS *Shilpa Tripathi Dpartmnt of Chmical Enginring, Indor Institut

More information

Vector Network Analyzer

Vector Network Analyzer Cours on Microwav Masurmnts Vctor Ntwork Analyzr Prof. Luca Prrgrini Dpt. of Elctrical, Computr and Biomdical Enginring Univrsity of Pavia -mail: luca.prrgrini@unipv.it wb: microwav.unipv.it Microwav Masurmnts

More information

Chapter 4. Adaptive Filter Theory and Applications

Chapter 4. Adaptive Filter Theory and Applications Chaptr 4 Adaptiv Filtr hory ad Applicatios frcs: B.Widro ad M..Hoff, Adaptiv sitchig circuits, Proc. Of WSCON Cov. c., part 4, pp.96-4, 96 B.Widro ad S.D.Stars, Adaptiv Sigal Procssig, Prtic-Hall, 985

More information

THE EFFECT OF GROUND SETTLEMENTS ON THE AXIAL RESPONSE OF PILES: SOME CLOSED FORM SOLUTIONS CUED/D-SOILS/TR 341 (Aug 2005) By A. Klar and K.

THE EFFECT OF GROUND SETTLEMENTS ON THE AXIAL RESPONSE OF PILES: SOME CLOSED FORM SOLUTIONS CUED/D-SOILS/TR 341 (Aug 2005) By A. Klar and K. THE EFFECT OF GROUND SETTEMENTS ON THE AXIA RESPONSE OF PIES: SOME COSED FORM SOUTIONS CUED/D-SOIS/TR 4 Aug 5 By A. Klr d K. Sog Klr d Sog "Th Effct of Groud Displcmt o Axil Rspos of Pils: Som Closd Form

More information

Incomplete 2-Port Vector Network Analyzer Calibration Methods

Incomplete 2-Port Vector Network Analyzer Calibration Methods Incomplt -Port Vctor Ntwork nalyzr Calibration Mthods. Hnz, N. Tmpon, G. Monastrios, H. ilva 4 RF Mtrology Laboratory Instituto Nacional d Tcnología Industrial (INTI) Bunos irs, rgntina ahnz@inti.gov.ar

More information

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book.

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book. Rsourc Allocation Abstract This is a small toy xampl which is wll-suitd as a first introduction to Cnts. Th CN modl is dscribd in grat dtail, xplaining th basic concpts of C-nts. Hnc, it can b rad by popl

More information

A Fuzzy Inventory System with Deteriorating Items under Supplier Credits Linked to Ordering Quantity

A Fuzzy Inventory System with Deteriorating Items under Supplier Credits Linked to Ordering Quantity JOURNAL OF INFORMAION SCIENCE AND ENGINEERING 6, 3-53 () A Fuzzy Ivtory Syst with Dtrioratig Its udr Supplir Crdits Likd to Ordrig Quatity LIANG-YUH OUYANG, JINN-SAIR ENG AND MEI-CHUAN CHENG 3 Dpartt of

More information

ME 612 Metal Forming and Theory of Plasticity. 6. Strain

ME 612 Metal Forming and Theory of Plasticity. 6. Strain Mtal Forming and Thory of Plasticity -mail: azsnalp@gyt.du.tr Makin Mühndisliği Bölümü Gbz Yüksk Tknoloji Enstitüsü 6.1. Uniaxial Strain Figur 6.1 Dfinition of th uniaxial strain (a) Tnsil and (b) Comprssiv.

More information

Traffic Flow Analysis (2)

Traffic Flow Analysis (2) Traffic Flow Analysis () Statistical Proprtis. Flow rat distributions. Hadway distributions. Spd distributions by Dr. Gang-Ln Chang, Profssor Dirctor of Traffic safty and Oprations Lab. Univrsity of Maryland,

More information

(Analytic Formula for the European Normal Black Scholes Formula)

(Analytic Formula for the European Normal Black Scholes Formula) (Analytic Formula for th Europan Normal Black Schols Formula) by Kazuhiro Iwasawa Dcmbr 2, 2001 In this short summary papr, a brif summary of Black Schols typ formula for Normal modl will b givn. Usually

More information

Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization, Lisbon, Portugal, September 22-24, 2006 246

Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization, Lisbon, Portugal, September 22-24, 2006 246 Procdings of th 6th WSEAS Intrnational Confrnc on Simulation, Modlling and Optimization, Lisbon, Portugal, Sptmbr 22-24, 2006 246 Larg dformation modling in soil-tillag tool intraction using advancd 3D

More information

GROUP MEDICAL INSURANCE PROPOSAL FORM GROUP MEDICAL INSURANCE PROPOSAL FORM

GROUP MEDICAL INSURANCE PROPOSAL FORM GROUP MEDICAL INSURANCE PROPOSAL FORM Call us: 920012331 www.acig.com.sa Allid Cooprativ Isurac Group (ACIG) شركة املجموعة املتحدة للتاأمني التعاوين ) أ سيج( GROUP MEDICAL INSURANCE GROUP MEDICAL INSURANCE Clit Dtails: - GROUP MEDICAL INSURANCE

More information

the so-called KOBOS system. 1 with the exception of a very small group of the most active stocks which also trade continuously through

the so-called KOBOS system. 1 with the exception of a very small group of the most active stocks which also trade continuously through Liquidity and Information-Basd Trading on th Ordr Drivn Capital Markt: Th Cas of th Pragu tock Exchang Libor 1ÀPH³HN Cntr for Economic Rsarch and Graduat Education, Charls Univrsity and Th Economic Institut

More information

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia Studnt Nots Cost Volum Profit Analysis by John Donald, Lcturr, School of Accounting, Economics and Financ, Dakin Univrsity, Australia As mntiond in th last st of Studnt Nots, th ability to catgoris costs

More information

Surface wave accelerator based on silicon carbide (SWABSiC)

Surface wave accelerator based on silicon carbide (SWABSiC) Surfac wav acclrator basd on silicon carbid (SWABSiC) V. Khudi, S. Trndafilov, Kamil B. Alici P.I. Gnnady Shvts Th Univrsity of Txas at Austin V. Yaimno, M. Babzin, M. Fdurin, K. Kusch BNL/ATF Lasr Bam

More information

5 2 index. e e. Prime numbers. Prime factors and factor trees. Powers. worked example 10. base. power

5 2 index. e e. Prime numbers. Prime factors and factor trees. Powers. worked example 10. base. power Prim numbrs W giv spcial nams to numbrs dpnding on how many factors thy hav. A prim numbr has xactly two factors: itslf and 1. A composit numbr has mor than two factors. 1 is a spcial numbr nithr prim

More information

PREFERRED LIFE INSURANCE NORTH AMERICA

PREFERRED LIFE INSURANCE NORTH AMERICA PREFERRED LIFE INSURANCE NORTH AMERICA Dat: Spt, 2011 Ditr Gaubatz Agda 1. Copt 2. History 3. Data 4. Futur 1 Copt No-prfrrd plas Normal mortality risk valuatio pross P r v a l ^ i r a s Issud at stadard

More information

A Note on Approximating. the Normal Distribution Function

A Note on Approximating. the Normal Distribution Function Applid Mathmatical Scincs, Vol, 00, no 9, 45-49 A Not on Approimating th Normal Distribution Function K M Aludaat and M T Alodat Dpartmnt of Statistics Yarmouk Univrsity, Jordan Aludaatkm@hotmailcom and

More information

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13)

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13) con 37: Answr Ky for Problm St (Chaptr 2-3) Instructor: Kanda Naknoi Sptmbr 4, 2005. (2 points) Is it possibl for a country to hav a currnt account dficit at th sam tim and has a surplus in its balanc

More information

PERFORMANCE EVALUATION ON THIN-WHITETOPPING

PERFORMANCE EVALUATION ON THIN-WHITETOPPING IJRET: Itratioal Joural of Rsarch i Egirig a Tchology ISSN: 2319-1163 pissn: 2321-7308 PERFORMANCE EVALUATION ON THIN-WHITETOPPING BN Skaa kumar 1, Suhas R 2, Bhava V 3 1 Assistat profssor, Civil girig

More information

An Optimal Algorithm for On-line Bipartite Matching. University of California at Berkeley & International Computer Science Institute

An Optimal Algorithm for On-line Bipartite Matching. University of California at Berkeley & International Computer Science Institute A Optimal Algorithm for O-li Bipartit Matchig Richard M. Karp Uivrsity of Califoria at Brkly & Itratioal Computr Scic Istitut Umsh V. Vazirai Uivrsity of Califoria at Brkly Vijay V. Vazirai Corll Uivrsity

More information

Lecture 3: Diffusion: Fick s first law

Lecture 3: Diffusion: Fick s first law Lctur 3: Diffusion: Fick s first law Today s topics What is diffusion? What drivs diffusion to occur? Undrstand why diffusion can surprisingly occur against th concntration gradint? Larn how to dduc th

More information

DEVELOPMENT OF MODEL FOR RUNNING DIESEL ENGINE ON RAPESEED OIL FUEL AND ITS BLENDS WITH FOSSIL DIESEL FUEL

DEVELOPMENT OF MODEL FOR RUNNING DIESEL ENGINE ON RAPESEED OIL FUEL AND ITS BLENDS WITH FOSSIL DIESEL FUEL ENGINEERING FOR RURAL DEVELOPMENT Jlgava, 3.-4.5.3. DEVELOPMENT OF MODEL FOR RUNNING DIESEL ENGINE ON RAPESEED OIL FUEL AND ITS BLENDS WITH FOSSIL DIESEL FUEL Ilmars Dukuls, Avars Brkavs Latva Uvrsty of

More information

Temperature Sensors. Thermo-Mechanical Sensors Thermoresistive Sensors Thermocouples Junction-Based Thermal Sensors

Temperature Sensors. Thermo-Mechanical Sensors Thermoresistive Sensors Thermocouples Junction-Based Thermal Sensors mpratur sors hrmo-mchaical sors hrmorsistiv sors hrmocoupls Juctio-Basd hrmal sors hrmo-mchaical sors α L L L Cofficit of thrmal xpasio Opratig pricipl of thrmal bimorph switch hrmorsistiv sors hrmorsistiv

More information

Theoretical approach to algorithm for metrological comparison of two photothermal methods for measuring of the properties of materials

Theoretical approach to algorithm for metrological comparison of two photothermal methods for measuring of the properties of materials Rvista Invstigación Cintífica, ol. 4, No. 3, Nuva época, sptimbr dicimbr 8, IN 187 8196 Thortical approach to algorithm for mtrological comparison of two photothrmal mthods for masuring of th proprtis

More information

Research Progress in Acoustical Application to Petroleum Logging and Seismic Exploration

Research Progress in Acoustical Application to Petroleum Logging and Seismic Exploration Snd Ordrs of Rprints at rprints@bnthamscinc.nt Th Opn Acoustics Journal 23 6 - Opn Accss Rsarch Progrss in Acoustical Application to Ptrolum Logging and Sismic Exploration Lin Fa * Li Wang Yuan Zhao 2

More information

C H A P T E R 1 Writing Reports with SAS

C H A P T E R 1 Writing Reports with SAS C H A P T E R 1 Writing Rports with SAS Prsnting information in a way that s undrstood by th audinc is fundamntally important to anyon s job. Onc you collct your data and undrstand its structur, you nd

More information

Assessing the cost of Outsourcing: Efficiency, Effectiveness and Risk

Assessing the cost of Outsourcing: Efficiency, Effectiveness and Risk Assssig th cost of Outsourcig: Efficicy, Effctivss ad Risk Todd Littl Ladark Graphics tlittl@lgc.co Abstract Offshor outsourcig is a popular approach for copais lookig to rduc softwar dvlopt costs. W hav

More information

Adsorption of Malachite Green Dye onto Activated Carbon Derived from Durian Peel

Adsorption of Malachite Green Dye onto Activated Carbon Derived from Durian Peel Adsorption of Malachit Grn Dy onto Activatd Carbon Drivd from Durian Pl SARAWUT SRIKHUN, SAMORN HIRUNPRADITKUN, KAMCHAI NUITHITIKUL* Dpartmnt of Chmical Enginring King Mongkut s Univrsity of Tchnology

More information

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions CPS 22 Thory of Computation REGULAR LANGUAGES Rgular xprssions Lik mathmatical xprssion (5+3) * 4. Rgular xprssion ar built using rgular oprations. (By th way, rgular xprssions show up in various languags:

More information

Far Field Estimations and Simulation Model Creation from Cable Bundle Scans

Far Field Estimations and Simulation Model Creation from Cable Bundle Scans Far Fild Estimations and Simulation Modl Cration from Cabl Bundl Scans D. Rinas, S. Nidzwidz, S. Fri Dortmund Univrsity of Tchnology Dortmund, Grmany dnis.rinas@tu-dortmund.d stphan.fri@tu-dortmund.d Abstract

More information

Integrated inventory model with controllable lead time involving investment for quality improvement in supply chain system

Integrated inventory model with controllable lead time involving investment for quality improvement in supply chain system Itratioal Joural of upply ad Opratios Maagmt IJOM May 15 Volum Issu 1 pp. 617-69 IN-Prit: 8-159 IN-Oli: 8-55 www.ijsom.com Itgratd ivtory modl with cotrollal lad tim ivolvig ivstmt for quality improvmt

More information

International Association of Scientific Innovation and Research (IASIR) (An Association Unifying the Sciences, Engineering, and Applied Research)

International Association of Scientific Innovation and Research (IASIR) (An Association Unifying the Sciences, Engineering, and Applied Research) Intrnational Association of Scintific Innovation and Rsarch (IASIR) (An Association Unifing th Scincs, Enginring, and Applid Rsarch) ISSN (Print): 79-000 ISSN (Onlin): 79-009 Intrnational Journal of Enginring,

More information

Effect of Graphite Nodularity on Mechanical Properties of Ductile Iron for Waterworks Fittings and Accessories

Effect of Graphite Nodularity on Mechanical Properties of Ductile Iron for Waterworks Fittings and Accessories Intrnational Journal of Civil & Environmntal Enginring IJCEE-IJENS Vol: 1 No: 3 1 Effct of Graphit Nodularity on Mchanical Proprtis of Ductil Iron for Watrworks Fittings and Accssoris A. I. Al-Ghonamy

More information

Architecture of the proposed standard

Architecture of the proposed standard Architctur of th proposd standard Introduction Th goal of th nw standardisation projct is th dvlopmnt of a standard dscribing building srvics (.g.hvac) product catalogus basd on th xprincs mad with th

More information

Lecture 20: Emitter Follower and Differential Amplifiers

Lecture 20: Emitter Follower and Differential Amplifiers Whits, EE 3 Lctur 0 Pag of 8 Lctur 0: Emittr Followr and Diffrntial Amplifirs Th nxt two amplifir circuits w will discuss ar ry important to lctrical nginring in gnral, and to th NorCal 40A spcifically.

More information

SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM

SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM RESEARCH PAPERS IN MANAGEMENT STUDIES SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM M.A.H. Dmpstr & S.S.G. Hong WP 26/2000 Th Judg Institut of Managmnt Trumpington Strt Cambridg CB2 1AG Ths paprs

More information

Chapter 4. The Ionosphere

Chapter 4. The Ionosphere Chaptr 4 Th Ioosphr W ca dfi th ioosphr as th hight rgio of th arth s atmosphr whr th coctratio of fr lctros is so larg that it affcts radio wavs. Th ioosphr was discovrd wh it was obsrvd that radio wavs

More information

Major Portions in Climate Change: Physical Approach

Major Portions in Climate Change: Physical Approach Intrnational Rviw of Physics (I.R.E.PHY.), Vol. 5, N. 5 Octobr 20 Major Portions in Climat Chang: Physical Approach Jyrki Kauppinn, Jorma. Hinonn, Pkka J. Malmi Abstract h dstroying of rainforsts can warm

More information

Entity-Relationship Model

Entity-Relationship Model Entity-Rlationship Modl Kuang-hua Chn Dpartmnt of Library and Information Scinc National Taiwan Univrsity A Company Databas Kps track of a company s mploys, dpartmnts and projcts Aftr th rquirmnts collction

More information

Current and Resistance

Current and Resistance Chaptr 6 Currnt and Rsistanc 6.1 Elctric Currnt...6-6.1.1 Currnt Dnsity...6-6. Ohm s Law...6-4 6.3 Elctrical Enrgy and Powr...6-7 6.4 Summary...6-8 6.5 Solvd Problms...6-9 6.5.1 Rsistivity of a Cabl...6-9

More information

Performance Evaluation

Performance Evaluation Prformanc Evaluation ( ) Contnts lists availabl at ScincDirct Prformanc Evaluation journal hompag: www.lsvir.com/locat/pva Modling Bay-lik rputation systms: Analysis, charactrization and insuranc mchanism

More information

1.3 The pressure of maximum 10 bar, temperature of maximum +120 C, the instructions of the. EC-Declaration of conformity EGKE-DG-K100

1.3 The pressure of maximum 10 bar, temperature of maximum +120 C, the instructions of the. EC-Declaration of conformity EGKE-DG-K100 Fülltadtchik Rad ad follow th afty itructio firt 1. Safty itructio Ho ad TubCouplig Ga+ K 1.1 Itallatio, moutig (fix ito ho), puttig ito opratio, maitac, rmoval ad rpair may carrid out by qualifid xpricd

More information

Modelling, simulation and identification of the solid state sintering after ceramic injection moulding

Modelling, simulation and identification of the solid state sintering after ceramic injection moulding Mollig imlatio a itificatio of th oli tat itrig aftr cramic ijctio molig Jipg Sog * ** Ghaa Aya * hirry Barrir * Ja-Cla Gli* Baohg Li ** Davi Ralt *** * Fmto-S titt LMA ESMM/CRS 4 Chmi l épitaph 5 Baço

More information

Dehumidifiers: A Major Consumer of Residential Electricity

Dehumidifiers: A Major Consumer of Residential Electricity Dhumidifirs: A Major Consumr of Rsidntial Elctricity Laurn Mattison and Dav Korn, Th Cadmus Group, Inc. ABSTRACT An stimatd 19% of U.S. homs hav dhumidifirs, and thy can account for a substantial portion

More information

AP Calculus AB 2008 Scoring Guidelines

AP Calculus AB 2008 Scoring Guidelines AP Calculus AB 8 Scoring Guidlins Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos mission is to connct studnts to collg succss and opportunity.

More information

A Theoretical Model of Public Response to the Homeland Security Advisory System

A Theoretical Model of Public Response to the Homeland Security Advisory System A Thortical Modl of Public Rspons to th Homland Scurity Advisory Systm Amy (Wnxuan) Ding Dpartmnt of Information and Dcision Scincs Univrsity of Illinois Chicago, IL 60607 wxding@uicdu Using a diffrntial

More information

THEORETICAL CHARACTERIZATION RIZATION OF AN ELECTROMAGNETIC GENERATOR FOR VIBRATION ENERGY HARVESTING

THEORETICAL CHARACTERIZATION RIZATION OF AN ELECTROMAGNETIC GENERATOR FOR VIBRATION ENERGY HARVESTING THEORETICAL CHARACTERIZATION OF AN ELECTROMAGNETIC GENERATOR FOR VIBRATION ENERGY HARVESTING THEORETICAL CHARACTERIZATION RIZATION OF AN ELECTROMAGNETIC GENERATOR FOR VIBRATION ENERGY HARVESTING Pof. Eg.

More information

Basis risk. When speaking about forward or futures contracts, basis risk is the market

Basis risk. When speaking about forward or futures contracts, basis risk is the market Basis risk Whn spaking about forward or futurs contracts, basis risk is th markt risk mismatch btwn a position in th spot asst and th corrsponding futurs contract. Mor broadly spaking, basis risk (also

More information

Numerical Algorithm for the Stochastic Present Value of Aggregate Claims in the Renewal Risk Model

Numerical Algorithm for the Stochastic Present Value of Aggregate Claims in the Renewal Risk Model Gn. Mah. Nos, Vol. 9, No. 2, Dcmbr, 23, pp. 4- ISSN 229-784; Copyrigh ICSRS Publicaion, 23 www.i-csrs.org Availabl fr onlin a hp://www.gman.in Numrical Algorihm for h Sochasic Prsn Valu of Aggrga Claims

More information

Constraint-Based Analysis of Gene Deletion in a Metabolic Network

Constraint-Based Analysis of Gene Deletion in a Metabolic Network Constraint-Basd Analysis of Gn Dltion in a Mtabolic Ntwork Abdlhalim Larhlimi and Alxandr Bockmayr DFG-Rsarch Cntr Mathon, FB Mathmatik und Informatik, Fri Univrsität Brlin, Arnimall, 3, 14195 Brlin, Grmany

More information

Optimization design of structures subjected to transient loads using first and second derivatives of dynamic displacement and stress

Optimization design of structures subjected to transient loads using first and second derivatives of dynamic displacement and stress Shock and Vibration 9 (202) 445 46 445 DOI 0.3233/SAV-202-0685 IOS Prss Optimization dsign of structurs subjctd to transint loads using first and scond drivativs of dynamic displacmnt and strss Qimao Liu

More information

Medicaid Eligibility in Michigan: 40 Ways

Medicaid Eligibility in Michigan: 40 Ways C E N T E R F O R H E A LT H C A R E R E S E A R C H & T R A N S F O R M AT I O N Policy Papr July 2012 Mdicaid Eligibility i Michiga: 40 Ways 503 id 1 U Pla F irst! hil d k Wor aivr Childr s W N wb to

More information

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange Lctur 6: Th Forign xchang Markt xchang Rats in th long run CON 34 Mony and Banking Profssor Yamin Ahmad xchang Rats in th Short Run Intrst Parity Big Concpts Long run: Law of on pric Purchasing Powr Parity

More information

Mathematics. Mathematics 3. hsn.uk.net. Higher HSN23000

Mathematics. Mathematics 3. hsn.uk.net. Higher HSN23000 hsn uknt Highr Mathmatics UNIT Mathmatics HSN000 This documnt was producd spcially for th HSNuknt wbsit, and w rquir that any copis or drivativ works attribut th work to Highr Still Nots For mor dtails

More information

Section 7.4: Exponential Growth and Decay

Section 7.4: Exponential Growth and Decay 1 Sction 7.4: Exponntial Growth and Dcay Practic HW from Stwart Txtbook (not to hand in) p. 532 # 1-17 odd In th nxt two ction, w xamin how population growth can b modld uing diffrntial quation. W tart

More information

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME!

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME! union scholars YOU CAN CHANGE THE WORLD... program AND EARN MONEY FOR COLLEGE AT THE SAME TIME! AFSCME Unitd Ngro Collg Fund Harvard Univrsity Labor and Worklif Program APPLICATION DEADLINE: FEBRUARY 28

More information

Chapter 7. Fastenings. Contents. Lawrence A. Soltis

Chapter 7. Fastenings. Contents. Lawrence A. Soltis Fastnings Lawrnc A. Soltis Chaptr 7 Contnts Nails 7 Withdrawal Rsistanc 7 Latral Rsistanc 7 5 Spiks 7 8 Stapls 7 8 Drift Bolts 7 9 Wood Scrws 7 9 Withdrawal Rsistanc 7 9 Latral Rsistanc 7 1 Lag Scrws 7

More information

Production Costing (Chapter 8 of W&W)

Production Costing (Chapter 8 of W&W) Production Costing (Chaptr 8 of W&W).0 Introduction Production costs rfr to th oprational costs associatd with producing lctric nrgy. Th most significant componnt of production costs ar th ful costs ncssary

More information

Question 3: How do you find the relative extrema of a function?

Question 3: How do you find the relative extrema of a function? ustion 3: How do you find th rlativ trma of a function? Th stratgy for tracking th sign of th drivativ is usful for mor than dtrmining whr a function is incrasing or dcrasing. It is also usful for locating

More information

On the moments of the aggregate discounted claims with dependence introduced by a FGM copula

On the moments of the aggregate discounted claims with dependence introduced by a FGM copula On th momnts of th aggrgat discountd claims with dpndnc introducd by a FGM copula - Mathiu BARGES Univrsité Lyon, Laboratoir SAF, Univrsité Laval - Hélèn COSSETTE Ecol Actuariat, Univrsité Laval, Québc,

More information

I. INTRODUCTION. Figure 1, The Input Display II. DESIGN PROCEDURE

I. INTRODUCTION. Figure 1, The Input Display II. DESIGN PROCEDURE Ballast Dsign Softwar Ptr Grn, Snior ighting Systms Enginr, Intrnational Rctifir, ighting Group, 101S Spulvda Boulvard, El Sgundo, CA, 9045-438 as prsntd at PCIM Europ 0 Abstract: W hav dvlopd a Windows

More information

Use a high-level conceptual data model (ER Model). Identify objects of interest (entities) and relationships between these objects

Use a high-level conceptual data model (ER Model). Identify objects of interest (entities) and relationships between these objects Chaptr 3: Entity Rlationship Modl Databas Dsign Procss Us a high-lvl concptual data modl (ER Modl). Idntify objcts of intrst (ntitis) and rlationships btwn ths objcts Idntify constraints (conditions) End

More information

Estimating Aboveground Tree Biomass on Forest Land in the Pacific Northwest: A Comparison of Approaches

Estimating Aboveground Tree Biomass on Forest Land in the Pacific Northwest: A Comparison of Approaches Unitd Stats Dpartmnt of Agricultur Forst Srvic Pacific Southwst Rsarch Station Rsarch Papr PNW-RP-584 Novmbr 2009 Estimating Abovground Tr Biomass on Forst Land in th Pacific Northwst: A Comparison of

More information

TEMPERATURE COMPENSATION OF A THERMAL FLOW SENSOR BY USING TEMPERATURE COMPENSATION NETWORK. *Corresponding author: sima@tatiuc.edu.

TEMPERATURE COMPENSATION OF A THERMAL FLOW SENSOR BY USING TEMPERATURE COMPENSATION NETWORK. *Corresponding author: sima@tatiuc.edu. National Confrnc on Postgraduat sarch (NCON-PG) 2009 st Octobr 2009, UMP Confrnc Hall, Malaysia Cntr for Graduat Studis, Univrsiti Malaysia Pahang Editors: M.M. Noor; M.M. ahman and K. Kadirgama EMPEAUE

More information

Ra atoms and ions: production and spectroscopy Testing the Standard Model in Heavy Nuclei H.W. Wilschut

Ra atoms and ions: production and spectroscopy Testing the Standard Model in Heavy Nuclei H.W. Wilschut atoms and ions: production and spctroscopy Tsting th Standard Modl in Havy Nucli H.W. Wilschut TRIµP group TRIµP =Trappd dioactiv Isotops, µ-laboratoris for fundamntal Physics KVI - Univrsity of Groningn

More information

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data FACULTY SALARIES FALL 2004 NKU CUPA Data Compard To Publishd National Data May 2005 Fall 2004 NKU Faculty Salaris Compard To Fall 2004 Publishd CUPA Data In th fall 2004 Northrn Kntucky Univrsity was among

More information

Effect of Design Parameter on the Performance of Lithium Ion Battery

Effect of Design Parameter on the Performance of Lithium Ion Battery Aadil Ahmad, Mohd. Parvz / Intrnational Journal of Enginring Rarch and Application Vol. 3, Iu 4, Jul-Aug 2013, pp.1196-1201 Effct of Dign Paramtr on th Prformanc of Lithium Ion Battry Aadil Ahmad 1, Mohd.

More information

Cantilever Beam Experiment

Cantilever Beam Experiment Mechaical Egieerig Departmet Uiversity of Massachusetts Lowell Catilever Beam Experimet Backgroud A disk drive maufacturer is redesigig several disk drive armature mechaisms. This is the result of evaluatio

More information

Category 7: Employee Commuting

Category 7: Employee Commuting 7 Catgory 7: Employ Commuting Catgory dscription This catgory includs missions from th transportation of mploys 4 btwn thir homs and thir worksits. Emissions from mploy commuting may aris from: Automobil

More information

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8 Jun 22 Enpris Rnt Author: Documnt Vrsion: Product: Product Vrsion: SAP Vrsion: Enpris Enpris Rnt 88 88 Enpris Rnt 22 Enpris Solutions All rights rsrvd No parts of this work may b rproducd in any form or

More information

BASIC DEFINITIONS AND TERMINOLOGY OF SOILS

BASIC DEFINITIONS AND TERMINOLOGY OF SOILS 1 BASIC DEFINITIONS AND TERMINOLOGY OF SOILS Soil i a thr pha atrial hich coit of olid particl hich ak up th oil klto ad void hich ay b full of atr if th oil i aturatd, ay b full of air if th oil i dry,

More information

How To Write An Acctac Samlig

How To Write An Acctac Samlig REVISA INVESIGACION OPERACIONAL VOL. NO. -9 A FRAMEWORK FOR HE DERIVAION AND VERIFICAION OF VARIABLES ACCEPANCE SAMPLING PLANS K. Prsto Whit Jr.* ad Kth L. Johso** *Dartmt of Sstms ad Iformatio Egirig

More information

CPU. Rasterization. Per Vertex Operations & Primitive Assembly. Polynomial Evaluator. Frame Buffer. Per Fragment. Display List.

CPU. Rasterization. Per Vertex Operations & Primitive Assembly. Polynomial Evaluator. Frame Buffer. Per Fragment. Display List. Elmntary Rndring Elmntary rastr algorithms for fast rndring Gomtric Primitivs Lin procssing Polygon procssing Managing OpnGL Stat OpnGL uffrs OpnGL Gomtric Primitivs ll gomtric primitivs ar spcifid by

More information

Fredy Vélez. Centro Tecnológico CARTIF, Valladolid, España. frevel@cartif.es

Fredy Vélez. Centro Tecnológico CARTIF, Valladolid, España. frevel@cartif.es Slcting working fluids in an organic Rankin cycl for powr gnration from low tmpratur hat sourcs Frdy Vélz Cntro Tcnológico CARTIF, Valladolid, España. frvl@cartif.s Rcivd: January 21th, d 2014. Rcivd in

More information

REFINED CALCULATION AND SIMULATION SYSTEM OF LOCAL LARGE DEFORMATION FOR ACCIDENT VEHICLE

REFINED CALCULATION AND SIMULATION SYSTEM OF LOCAL LARGE DEFORMATION FOR ACCIDENT VEHICLE 2 3 4 5 6 7 8 9 0 2 3 4 5 6 7 8 9 20 2 22 23 24 25 26 27 28 29 30 3 32 33 34 35 36 37 38 39 40 4 42 43 44 REFINED CALCULATION AND SIMULATION SYSTEM OF LOCAL LARGE DEFORMATION FOR ACCIDENT VEHICLE WagFag

More information

1. Online Event Registration 2. Event Marketing 3. Automated Event Progress Reports 4. Web based Point of Sale Terminal 5. Email Marketing System

1. Online Event Registration 2. Event Marketing 3. Automated Event Progress Reports 4. Web based Point of Sale Terminal 5. Email Marketing System 2 t v E S d Ivit 3 M o it o r ro la 1 r g 1 Oli Evt Rgitratio 2 Evt Marktig 3 Automatd Evt rogr Rport 4 Wb bad oit of Sal Trmial 5 Email Marktig Sytm ag 1 of 6 Copyright 2004-2011 myvillag oli Evt Maagmt

More information

Adverse Selection and Moral Hazard in a Model With 2 States of the World

Adverse Selection and Moral Hazard in a Model With 2 States of the World Advrs Slction and Moral Hazard in a Modl With 2 Stats of th World A modl of a risky situation with two discrt stats of th world has th advantag that it can b natly rprsntd using indiffrnc curv diagrams,

More information

Expert-Mediated Search

Expert-Mediated Search Exprt-Mdiatd Sarch Mnal Chhabra Rnsslar Polytchnic Inst. Dpt. of Computr Scinc Troy, NY, USA chhabm@cs.rpi.du Sanmay Das Rnsslar Polytchnic Inst. Dpt. of Computr Scinc Troy, NY, USA sanmay@cs.rpi.du David

More information

Free ACA SOLUTION (IRS 1094&1095 Reporting)

Free ACA SOLUTION (IRS 1094&1095 Reporting) Fr ACA SOLUTION (IRS 1094&1095 Rporting) Th Insuranc Exchang (301) 279-1062 ACA Srvics Transmit IRS Form 1094 -C for mployrs Print & mail IRS Form 1095-C to mploys HR Assist 360 will gnrat th 1095 s for

More information

2.2.C Analogy between electronic excitations in an atom and the mechanical motion of a forced harmonic oscillator"

2.2.C Analogy between electronic excitations in an atom and the mechanical motion of a forced harmonic oscillator ..C Analgy btwn lctrnic xcitatins in an atm and th mchanical mtin f a frcd harmnic scillatr" Hw t chs th valu f th crrspnding spring cnstant k? Rsnant Absrptin Mchanical rsnanc W idntify th mchanical rsnanc

More information

Factorials! Stirling s formula

Factorials! Stirling s formula Author s not: This articl may us idas you havn t larnd yt, and might sm ovrly complicatd. It is not. Undrstanding Stirling s formula is not for th faint of hart, and rquirs concntrating on a sustaind mathmatical

More information

The Neolithic transition, a major episode in human history, is

The Neolithic transition, a major episode in human history, is Synthsis btwn dmic and cultural diffusion in th Nolithic transition in Europ Joaquim Fort 1 Complx Systms Laboratory, Dpartmnt of hysics, Univrsity of Girona, ES-1771 Girona, Catalonia, Spain Editd by

More information

Noise Power Ratio (NPR) A 65-Year Old Telephone System Specification Finds New Life in Modern Wireless Applications.

Noise Power Ratio (NPR) A 65-Year Old Telephone System Specification Finds New Life in Modern Wireless Applications. TUTORIL ois Powr Ratio (PR) 65-Yar Old Tlphon Systm Spcification Finds w Lif in Modrn Wirlss pplications ITRODUTIO by Walt Kstr Th concpt of ois Powr Ratio (PR) has bn around sinc th arly days of frquncy

More information

Ethanolic Extraction of Soybean Oil: Oil Solubility Equilibria and Kinetic Studies

Ethanolic Extraction of Soybean Oil: Oil Solubility Equilibria and Kinetic Studies Ethanolic Extraction of Soyban Oil: Oil Solubility Equilibria and Kintic Studis Christiann E. C. Rodrigus*, Natália M. Longo, Cibl C. Silva, Kila K.. Aracava, Bruna R. Garavazo Sparation Enginring Laboratory

More information

DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE. www.smartoptics.

DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE. www.smartoptics. DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE www.smartoptics.d dntprogrss an b rsion c v o m d ss.d! A fr ntprog.d w

More information

Finite Elements from the early beginning to the very end

Finite Elements from the early beginning to the very end Finit Elmnts from th arly bginning to th vry nd A(x), E(x) g b(x) h x =. x = L An Introduction to Elasticity and Hat Transfr Applications x Prliminary dition LiU-IEI-S--8/535--SE Bo Torstnflt Contnts

More information

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W Cllo Tchnology LG has introducd th NON 2, with nwly dvlopd Cllo Tchnology which improvs prformanc and rliability. Up to 320W 300W Cllo Tchnology Cll Connction Elctrically Low Loss Low Strss Optical Absorption

More information

No 28 Xianning West Road, Xi an No 70 Yuhua East Road, Shijiazhuang. yongchunliang@hotmail.com

No 28 Xianning West Road, Xi an No 70 Yuhua East Road, Shijiazhuang. yongchunliang@hotmail.com On-Ln Dynamc Cabl Ratng for Undrground Cabls basd on DTS and FEM Y.C.Lang *, Y.M.L School of Elctrcal Engnrng * Dpartmnt of Elctrcal and Informaton X an Jaotong Unvrsty Hb Unvrsty of Scnc and Tchnology

More information

Whole Systems Approach to CO 2 Capture, Transport and Storage

Whole Systems Approach to CO 2 Capture, Transport and Storage Whol Systms Approach to CO 2 Captur, Transport and Storag N. Mac Dowll, A. Alhajaj, N. Elahi, Y. Zhao, N. Samsatli and N. Shah UKCCS Mting, July 14th 2011, Nottingham, UK Ovrviw 1 Introduction 2 3 4 Powr

More information

Relationship between Cost of Equity Capital And Voluntary Corporate Disclosures

Relationship between Cost of Equity Capital And Voluntary Corporate Disclosures Rlationship btwn Cost of Equity Capital And Voluntary Corporat Disclosurs Elna Ptrova Eli Lilly & Co, Sofia, Bulgaria E-mail: ptrova.lnaa@gmail.com Gorgios Gorgakopoulos (Corrsponding author) Amstrdam

More information

Study on the application of the software phase-locked loop in tracking and filtering of pulse signal

Study on the application of the software phase-locked loop in tracking and filtering of pulse signal Advaced Sciece ad Techology Letters, pp.31-35 http://dx.doi.org/10.14257/astl.2014.78.06 Study o the applicatio of the software phase-locked loop i trackig ad filterig of pulse sigal Sog Wei Xia 1 (College

More information