A Generalized Software Fault Classification Model

Size: px
Start display at page:

Download "A Generalized Software Fault Classification Model"

Transcription

1 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur A Grlz Sofwr Ful Clssfco Mol OMAR SHATNAWI PK KAPUR Dpr of Copur Scc, Al l-by Uvrsy, Mfrq 5, JORDAN Dpr of Oprol Rsrch, Uvrsy of Dlh, Dlh 0007, INDIA rol@lycosco Asrc: - Mos o-hoogous Posso procss NHPP s sofwr rlly growh ols SRGMs prs h lrur ssu h h fuls h sofwr r of h s yp Howvr, hs ssupo s o ruly rprsv of rly I hs osrv h h sofwr cos ffr yps of fuls ch ful rqurs ffr srgs ffr ou of sg-ffor o rov If hs ssupo s o k o ccou, h SRGM y gv slg rsuls Ths ppr proposs grlz ol s o clssfco h fuls h sofwr sys ccorg o hr rovl coplxy Th rovl coplxy s proporol o h ou of sg-ffor rqur o rov h ful Th sg-ffor xpurs r rprs y h ur of sgs rqur o rov h ful fr h flur osrvo / ful solo wh ly w h sgs Thrfor, xplcly ks o ccou h fuls of ffr svry c cpur vrly h growh curvs pg o h vro s g us h s hs h cply o ruc hr o xpol or S-shp growh curvs Such ollg pproch s vry uch su for oc-or progrg sru vlop vros Acul sofwr rlly hv us o osr h propos grlz ol Ky-Wors: - Sofwr grg, Sofwr sg, Sofwr rlly, NHPP, SRGM, Ful svry Irouco Sofwr rlly ollg s vry por u o h fc h s o possl o prouc ful-fr sofwr Th fuls h sofwr occur u o hu prfco Ths fuls fs hslvs rs of flurs wh h sofwr s ru Tsg phs h sofwr vlop procss s cg rovg hs fuls kg h sofwr or rll Thus s vry por o vlu sofwr rlly urg sg phs, s o sofwr ful lyss Mols cocr wh h rloshp w sp of sg h cuulv urs of fuls rov hrough sofwr sg r cll sofwr rlly growh ols SRGMs Bs o o-hoogous Posso procss NHPP, svrl SRGMs hv vlop cus h ols c sly ppl cul sofwr vlop I h sofwr rlly lrur, os rsrchrs ssu cos ful rovl r pr ful rvg hr NHPP s SRGMs [-4] Th s, hy ssu h ll fuls hv qul proly of g rov urg h sofwr sg procss, h r rs cos I rly, h ful rovl r srogly ps o h skll of s s, progr sz sofwr sly [5-8] Through rl xprs lyzs o svrl sofwr vlop procs, hs osrv h h ful rovl r hs hr possl rs s progrsss: crsg, crsg or coss I crss wh h sofwr hs us s rply, showg rlly growh I c lso crs f h sg chqus or rqurs r chg, or w fuls r rouc u o w sofwr furs or prfc uggg Th lrgprocss of s- hs lso su Th lrg s closly rl o h chgs h ffccy of sg urg sg phs Th s h orgzos h hv vc sofwr-procss, srs gh llow o prov yclly hr sg procss s hy lr or ou h prouc Ths coul rsul ful rovl r whch crss oooclly ovr h sg pro Lrg usully fss slf s chgg ful co r To cpur h lrg-procss, h rsrchrs op -p ful rovl r [9-] Th rs of hs ppr s orgz s follows: Sco rvss h sofwr ful clssfco ol xs o forul h propos grlz sofwr ful clssfco ol Scos 4 prs h ho us for prr so, h crr us for vlo slco rspcvly Sco 5 ISSN: Issu 9, Volu 7, Spr 008

2 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur 6 prov h pplcos of h propos ol o cul sofwr rlly ss c fro rl sofwr vlop procs ol slco rspcvly Ths ppr coclus Sco 7 Sofwr Rlly Mollg Mol Dvlop Mos SRGMs vlop h lrur, ssu h h fuls h sofwr r of h s yp Ths ssupo pls h h ful rovl r pr rg ful s p of h sg h ful rovl sy s lrly proporol o h rg fuls Such ssupo hlps o splfy h prol of ollg provs o cr x plusl rsuls Howvr, hs ssupo s o ruly rprsv of rly I hs osrv h h sofwr cos ffr yps of fuls ch ful rqurs ffr srgs ffr ou of sg-ffor o rov If hs ssupo s o k o ccou, h SRGM y gv slg rsuls To rss hs ssu svrl SRGMs hv vlop h lrur Oh propos h hypr xpol ol, ssug h sofwr cosss of ffr ouls [] Ech oul hs s ow chrcrscs hus h fuls c prculr oul hv hr ow pculrs Thrfor, h ful rovl r for ch oul s o h s H suggs h h ful rovl procss for ch oul c oll sprly h ol ful rovl phoo s h su of h ful rovl procss of ll h ouls Y l propos of xpol ol ssug h h sofwr cos wo yps of fuls ly, spl hr [] Boh fuls r oll sprly ccorgly h ful rovl procss s h su of h wo ols Krr l propos ol wh wo yps of fuls [4] For ch yp, h ful rovl r pr rg fuls s ssu o p Ech ful yp s oll y h Dly S-shp ol [5] Th ol rovl phoo s oll y h suprposo of h wo ols Kur l propos h xpol S-shp ol [5] Ths ol g ssus h h sofwr cos wo yps of fuls ly, spl hr Th rovl of spl fuls s scr y h xpol ol [4] whl h rovl of hr fuls s scr y h Dly S-shp ol [5] Th ol ful rovl procss s g h suprposo of h wo ols Kpur l propos ol wh hr yps of fuls [6], oll y h xpol ol [4], h Dly S-shp ol [5] h hr-sg Erlg ol [7] For ch yp, h ful rovl r s ssu o cos I ll hs vlop ols, h uhors gor h rol of h lrg-procss urg h sg phs y o ccoug for h xprc g wh h progrss of sg To rss hs ssus, w hv rcly propos sofwr ful clssfco ol s o h ssupo h h sg phs cosss of hr procsss ly, flur osrvo, ful solo ful rovl [8] I hs ol, sofwr fuls r clssf o hr yps ly, spl, hr coplx ccorg o h ou of sg-ffor o rov h Th ly w h flur osrvo h susqu ful rovl s ssu o rprs h svry of h fuls Th ol lso corpors logsc lrg fuco urg h rovl phs s s xpc h lrg-procss wll grow wh Th ol ful rovl phoo s h suprposo of h hr procsss Th ol h vl copr wh h wll-slsh NHPP ols clug xpol [4], ly S-shp [5] flco S-shp [6-8] s o cul sofwr rlly Th rsuls wr fou o frly courgg rs of gooss-of-f, prcv vly, rlly vluo surs I hs ppr, h sofwr ful clssfco ol wh hr yps of fuls [8] s rvs furhr x o rprs sofwr sys wh or h hr yps of fuls A ho s op o slc h ur of fuls yp, whch c clu h propos grlz sofwr ful clssfco ol, so h h ol fs prcs h ful rovl procss ssfcorly [] Mol Assupos Flur occurrc, ful co, or ful rovl pho follow NHPP wh vlu fuco GE- Fuls r clssf pg o hr svry ccorgly ffors r o c rov h Ful rovl procss s prfc 4 Ech flur occurs, ly ffor ks plc o c h cus of h flur orr o rov Th ISSN: Issu 9, Volu 7, Spr 008

3 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur ly w h flur osrvo s susqu ful rovl s ssu o rprs h svry of h fuls Th or svr h ful, or h ly 5 Ful rovl coplxy s proporol o h ou of sg-ffor h ur rov h ful Th sg-ffor xpurs r rprs y h ur of sgs rqur o rov h ful fr flur osrvo / ful co wh ly w h sgs 6 Ful rovl r of h frs ful yp s proporoly cos for h rg fuls yps s logsc fuco s s xpc h lrg-procss wll grow wh Mol Noos Il ful-co of h sofwr Typ of ful,,,, Il co of ful-yp Proporoly cos rprss flur r / ful solos / ful rovl r pr ful for ful-yp Logsc lrg-procss fuco,, ful rovl r pr ful for ful-yp M ur of ful rov of yp ur of procsss sgs y Cos prr h logsc lrg fuco 4 Mol Forulo Assug h h sofwr cos ffr yps of fuls o ch yp of ful ffr srgy s rqur o rov h cus of flurs u o h ful W ssu h for yp,,,, ful, ffr procsss sgs r rqur o c/rov h cus of h flur Th -p ful rovl r pr ful for,,, ful-yp, whch s ocrsg S-shp curv cpur h lrg-procss of h sofwr srs gv s Th xpc ur of fuls rov, Δ s proporol o h ur of fuls rg o rov Accorgly w y wr h followg ffrl quos: For For For 4 Solvg h ffrl quos gv,, 4 ur h l coos 00, 00, 00 rspcvly w g 5 Th sofwr ful clssfco ol s h suprposo of h hr NHPP wh vlu fucos gv 5 Thus, h vlu fuco of h suprpos NHPP s GE 0! 6 Th rovl r pr fuls for h frs hr yps of fuls s gv s 7 ISSN: Issu 9, Volu 7, Spr 008

4 W osrv h s cos wh rspc o whl crs oooclly wh o coss rspcvly s Thus, h sy s, ful growh curvs hv slr o h ful growh curv hc hr s o loss of grly ssug h sy s rs o qul o Susug h rgh h s of quo 6, yls o < <, whch s ccorc wh h svry of h fuls [,9] Assug sy, h quo 6 c wr s 0! GE 8 Th prov h prforc of h sofwr ful clssfco ol ws ru o h cluso of hr yps of fuls [8] Ths osrvo rsuls suggs h h cluso of or ful yp h sofwr ful clssfco ol y furhr prov s prforc Th procur follow quos,, 4 c x o forul h propos grlz sofwr ful clssfco ol wh yps of fuls Slrly for, w hv 9 No h h frs suscrp ss for h yp of ful h sco suscrp ss for h ur of procsss sgs rqur o rov h ful fr flur occurrc / ful co s p o h yp of h ful,, f h ful s of h yp k, h wll rov k sgs cus of s coplxy Solvg h ffrl quos,, 4, 9 rspcvly w g! 0 0 Th propos grlz sofwr ful clssfco ol s h suprposo of ll h NHPP wh vlu fucos gv 0 Thus, h vlu fuco of h suprpos NHPP s GE 0! Th lyss follow quo 7 c g ppl Thrfor, ssu Accorgly, quo c rwr s GE 0! Th xpol, ly S-shp, flco S- shp, xpol S-shp, grlz Erlg, sofwr ful clssfco ols gv [4,5,6-8,5,,8] rspcvly, c o fro propos grlz sofwr ful clssfco ol gv quo Thus hgh lghg s pplcly flxly Hr, w s h propos grlz sofwr ful clssfco ol wh,, 4, 5 yps of fuls Ths ols r rfrr o GF-, GF-, GF- 4, GF-5 rspcvly WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur ISSN: Issu 9, Volu 7, Spr 008

5 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur Prr Eso Tchqu Th xu lklhoo so MLE ho s us o s h prrs of h propos grlz sofwr ful clssfco ol gv quo Sc ll h ss us r gv h for of prs,x,,,k, whr x s h cuulv ur of fuls c y 0< < < < k s h ccuul sp o rov x fuls Th Lklhoo fuco L for h ukow prrs wh h vlu fuco s gv s k x x L Prr, x x x! Th MLE of h SRGM prrs c o o y xzg quo wh rspc o h cosrs: 0, 0<<, 0 4 Mol Vlo To chck h vly of h propos grlz sofwr ful clssfco ol o scr h sofwr rlly growh, hs s o four sofwr rlly ss o fro rl sofwr vlop procs Th frs s DS-I h collc urg 0 wks of sg 0,000 CPU hours wr ulz o of four or rlss of h sofwr proucs T Copurs Copy, Los Aglos CA, 00 fuls wr c urg h pro [] Th sco s DS-II h collc urg ys of sg rl oor corol sofwr sys coss of ou 00 ouls, o vrg hs KLOC wr FORTRAN, 48 fuls wr c urg h pro [] Th hr s DS-III h collc urg ohs of sg co, corol couco sofwr sys of sz 7K LOC wr y CENTRAN ALC, 657 fuls wr c urg h pro [0] Th fourh s DS-IV h collc urg 5 ohs of sg fs, grou s rr sofwr sys of sz 4K LOC wr y Jovl, 0 fuls wr c urg h pro [0] Th prforc of SRGM ug y s ly o f h ps sofwr ful goossof-f o prc ssfcorly h fuur hvor of h ful rovl procss fro prs ps hvour prcv vly [,] 4 Th Gooss-of-F Crr 4 Th Su of Squr Error SSE Ths rcs surs h sc of ol s vlu fro h cul, f s k SSE ˆ x 4 GE whr k s h ur of osrvos, ˆ s h s cuulv ur of fuls y o fro h f vlu fuco x s h ol ur of fuls rov y Lowr vlu of SSE cs lss fg rror, hus r gooss-of-f 4 Th Akk Iforo Crro AIC Ths rcs surs h ly of ol o xz h lklhoo fuco h s rcly rl o h gr of fro urg fg, f s AIC log Mx of L N 5 whr N s h ur of h prrs us h ol L lklhoo fuco Lowr vlu of AIC cs or cofc h ol hus r f prcv vly 4 Coffc of Mulpl Dro R Ths rc surs h prcg of h ol vro ou h ccou for y h f curv I rgs vlu fro 0 o W f hs coffc s h ro of h Su of Squrs SS rsulg fro h r ol o h fro cos ol surc fro, h s rsul SS R 6 corrc SS Sll vlus c h h ol os o f h wll 4 Th Prcv Vly Crro Prcv vly s f s h cply of h SRGM o r h ful rovl pho fro prs ps ful rovl Ths cply s sgfc oly wh h ful rovl pho r chgg [] Suppos h w hv fou x k fuls y h sg k Th ful rovl up o k,, h sofwr rlly s ruc o r us o s h prrs of h SRGM Th ur of fuls rovls y k c prc y h SRGM copr o h rpor ful rovl hs,, x k GE ISSN: Issu 9, Volu 7, Spr 008

6 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur W c chck h prcv vly y ulg h rlv prco rror RPE vlus gs h sg progrss ro / k prc for sofwr rlly Th rlv prco rror RPE s f s ˆ GE k xk RPE 7 xk whr ˆ GE s h prc cuulv ur of fuls y k Th RPE wll pproch zro s pprochs k If h RPE vlus r posv/gv, h ol s o ovrs/urs h fuur ful rovl pho Nurs closr o zro ply or ccur prco Th rlv rror s s o ccpl f s wh ±0 prc [] 4 Mol Slco Crr Th sofwr rlly h coprso crr us rlr r ppl o chck h prforc of h propos grlz sofwr ful clssfco ol Th r ruc o ffr proporos us o s h prrs of h ols ur coprso For ch ruco, o vlu SSE RPE r o [] For gv ol, hs vlus y vry fro o po o ohr To sur h prforc of h ols ur coprso ll ovr h rucos, h followg crr r us Avrg Su of Squr Error ASSE SSE ASSE 8 whr s h ur of rucos SSE s h SSE of h h s ruco Avrg Rlv Prco Error ARPE RPE ARPE 9 whr RPE s h solu vlu of h RPE of h h s ruco 5 D Alyss Mol Coprsos Th sofwr rlly h coprso crr rs of gooss-of-f prcv vly f rlr Sco 4 r ppl o chck h prforc of h propos grlz sofwr ful clssfco ol f quo wh yps of fuls As h ur of ful yps y o lrg, ollg ch ful yp vully s o prcclly possl Howvr, f h fuls clssf o sllr ur of groups, whr ch group cos h fuls of coo chrcrscs, h ur of fuls c ruc Thrfor, w hv s hs propos grlz ol for oly fv yps of fuls Th s, h ols ur coprso r GF-, GF-, GF-4, GF-5 h ss h prsc of,, 4, 5 yps of fuls rspcvly 5 Frs Sofwr Dvlop Proc Th rsuls of h prr so h gooss-of-f rcs rs of SSE, AIC, R of h ols ur coprso r gv Tls rspcvly O pplyg GF-, h ol rvls h prsc of wo yps of fuls whr h ory r of yp Accorgly, h ful rovl pho r scr y coo of yps O pplyg GF-, h ol rvls h prsc of wo yps of fuls whr h ory r of yp Accorgly, h ful rovl pho r scr y coo of yps O pplyg GF-4, h ol rvls h prsc of hr yps of fuls whr h ory r of yp 4 Accorgly, h ful rovl pho r scr y coo of yps,, 4 O pplyg GF-5, h ol rvls h prsc of wo yps of fuls whr h ory r of yp 5 Accorgly, h ful rovl pho r scr y coo of yps 5 Th uro of s usfs h so of hgh coplxy ful-yp whch rqur or sg-ffor o rov I s clr fro Tl h h rsuls of h goossof-f rcs r sgfcly provg wh h rouco of or yps of fuls Tl Prr Eso Rsuls DS-I Mols ur Prr Eso Coprso 4 5 GF GF GF GF Tl Gooss-of-F Rsuls DS-I Mols ur Coprso Crr Coprso SSE AIC R GF GF GF GF ISSN: Issu 9, Volu 7, Spr 008

7 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur Th rsuls of h SSE RPE of h ols ur coprso for ffr rucos of h s r gv Tls 4 rspcvly I s osrv h h vlus vry fro o ruco o ohr Ovrll h vlus r sgfcly provg wh h rouco of or yps of fuls I s osrv h h vlus vry fro o ruco o ohr I s clr fro Tl 4 h h vlus ovrss h ful rovl procss xcp wh h sg progrss ro s ou 80% o pplyg GF-, 70% 60% o pplyg GF- GF- urss h ful co procss Tl SSE Mrc Rsuls DS-I Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF Tl 4 RPE% Mrc Rsuls DS-I Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF Sco Sofwr Dvlop Proc Th rsuls of h prr so h gooss-of-f rcs rs of SSE, AIC, R of h ols ur coprso r gv Tls 5 6 rspcvly O pplyg GF-, h ol rvls h prsc of wo yps of fuls whr h ory r of yp Accorgly, h ful rovl pho r scr y coo of yps O pplyg GF-, GF-4 GF-5, hy ols ruc o GF- Th uro of s usfs h so of low coplxy ful-yp I s clr fro Tl 6 h h rsuls r o provg wh h rouco of or h wo yps of fuls Tl 5 Prr Eso Rsuls DS-II Mols ur Prr Eso Coprso 4 5 GF GF GF GF Tl 6 Gooss-of-F Rsuls DS-II Mols ur Coprso Crr Coprso SSE AIC R GF GF GF GF Th rsuls of h SSE RPE of h ols ur coprso for ffr rucos of h s r gv Tl 7 8 rspcvly I s osrv h h vlus o o vry fro o ruco o ohr I s clr fro Tl 8 h h vlus ovrs h ful rovl procss Tl 7 SSE Mrc Rsuls DS-II Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF Tl 8 RPE% Mrc Rsuls DS-II Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF Thr Sofwr Dvlop Proc Th rsuls of h prr so h gooss-of-f rcs rs of SSE, AIC, R of h ols ur coprso r gv Tls 9 0 rspcvly O pplyg GF-, h ol rucs o GF- O pplyg GF-, h ol rvls h prsc of hr yps of fuls whr h ory r of yp Accorgly, h ful rovl pho r scr y coo of yps,, O pplyg GF-4, h ol rvls h prsc of hr yps of fuls whr h ory r of yp 4 Accorgly, h ful rovl pho r scr y coo of yps,, 4 O pplyg GF-5, h ol rvls h prsc of wo yps of fuls whr h ory r of yp 5 Accorgly, h ful rovl pho r scr y coo of yps,, 5 Th uro of s usfs h so of hgh coplxy ful-yp I s clr fro Tl 0 h h rsuls r sgfcly provg wh h rouco of or yps of fuls ISSN: Issu 9, Volu 7, Spr 008

8 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur Tl 9 Prr Eso Rsuls DS-III Mols ur Prr Eso Coprso 4 5 GF GF GF GF Tl 0 Gooss-of-F Rsuls DS-III Mols ur Coprso Crr Coprso SSE AIC R GF GF GF GF Th rsuls of h SSE RPE of h ols ur coprso for ffr rucos of h s r gv Tls rspcvly I s osrv h h vlus vry fro o ruco o ohr Th vlus of GF-5 r h lows xcp for ruco 70% Ovrll h vlus r sgfcly provg wh h rouco of or yps of fuls Th vlus of h ols ur coprso ovrss h ful rovl procss xcp wh h sg progrss ro s ou 70% o pplyg GF- 60% xcp for GF-5 urss h ful rovl procss Tl SSE Mrc Rsuls DS-III Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF Tl : RPE% Mrc Rsuls DS-III Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF Fourh Sofwr Dvlop Proc Th rsuls of h prr so h gooss-of-f rcs rs of SSE, AIC, R of h ols ur coprso r gv Tls 4 rspcvly O pplyg GF-, h ol rvls h prsc of wo yps of fuls whr h ory r of yp Accorgly, h ful rovl pho r scr y coo of yps O pplyg GF-, h ol rucs o GF- O pplyg GF-4, h ol rvls h prsc of hr yps of fuls whr h ory r of yp Accorgly, h ful rovl pho r scr y coo of yps,, O pplyg GF-5, h ol rucs o GF- 4 Th uro of s usfs h so of hgh coplxy ful-yp I s clr fro Tl 4 h h rsuls r provg wh h rouco of or yps of fuls Tl Prr Eso Rsuls DS-IV Mols ur Prr Eso Coprso 4 5 Β GF GF GF GF Tl 4 Gooss-of-F Rsuls DS-IV Mols ur Coprso Crr Coprso SSE AIC R GF GF GF GF Th rsuls of h SSE RPE of h ols ur coprso for ffr rucos of h s r gv Tls 5 6 rspcvly I Ovrll h vlus r sgfcly provg wh h rouco of or yps of fuls I s clr fro Tl 6 h h vlus ovrss h ful rovl procss xcp wh h sg progrss ro s ou 70%, 80%, 90% o pplyg GF- GF- urss h ful rovl procss Tl 5: SSE Mrc Rsuls DS-IV Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF Tl 6: RPE% Mrc Rsuls DS-IV Mols ur Tsg Progrss Ro Coprso 60% 70% 80% 90% GF GF GF GF ISSN: Issu 9, Volu 7, Spr 008

9 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur 6 Mol Slco As scuss rlr Sco 5, h propos grlz sofwr ful clssfco ol ws l prov goo f prcv vly for ll sofwr rlly ss I s osrv h for ch s o vrso of h propos grlz ol wh spcfc coo of fuls yps s slc Th GF-5 c slc o ol DS-I DS-III, whl GF- s slc o ol DS-II DS-IV Th prol s h h ol slco s o o sp procss I so css, hr ws corco w h gooss-of-f h prcv vly Also, w hv osrv h usg h propos grlz ol wh hghr ur of fuls provs h gooss-of-f h prcv vly so css s DS-I DS-III whl os o hlp ohr cs s DS-II DS-IV I hs sco, w slc h s grlz sofwr ful clssfco ol wh opu u ur of fuls yps Th ol slco hoology s spl W hv o slc fro h ols ur coprsos, h o h provs h u vlus of ASSE ARPE Tl 7 shows h h vlus of h ASSE r crsg wh h crs ur of fuls yps whl ARPE r crsg wh h crs ur of fuls yps xcp for GF- Sc h ARPE of h propos grlz sofwr ful clssfco ol wh fv yps of fuls, GF-5 s wh h ccpl lvl, c slc for h frs sofwr vlop proc Th slco of hs ol os o cssrly h hr r fv yps of fuls h sofwr, u s h h sofwr sys cos fuls of yp fv, hghly coplx fuls, s Tl hus hghlghg s flxly Tl 7: Ovrll Prforc Rsuls DS-I Mols ur Ovrll Prforc Crr Coprso ASSE ARPE% GF GF GF GF Tl 8 shows h h vlus of ASSE ARPE r h s sp of crsg h ur of yps of fuls Thus, h propos grlz sofwr ful clssfco ol wh wo yps of fuls, GF- c slc for h sco sofwr vlop proc Tl 8: Ovrll Prforc Rsuls DS-II Mols ur Ovrll Prforc Crr Coprso ASSE ARPE% GF GF GF GF Tl 9 shows h h vlus of ASSE r crsg wh h crs ur of fuls yps whl ARPE vlus r vry clos o ch ohr I s clr h h propos grlz sofwr ful clssfco ol wh fv yps of fuls, GF-5 c slc for h hr sofwr vlop proc Tl 9: Ovrll Prforc Rsuls DS-III Mols ur Ovrll Prforc Crr Coprso ASSE ARPE% GF GF GF GF Tl 0 shows h h vlus of ASSE ARPE r crsg wh h crs ur of fuls yps I s clr h h propos grlz sofwr ful clssfco ol wh four yps of fuls, GF-4 c slc for h fourh sofwr vlop proc Tl 0: Ovrll Prforc Rsuls DS-IV Mols ur Ovrll Prforc Crr Coprso ASSE ARPE% GF GF GF GF Cocluso Th uf ollg pproch op llows h propos grlz sofwr ful clssfco ol o flxl spl Th flxly s chv y ollg h rovl of ch ful yp y spcfc growh curv ccorg o h ful rovl coplxy Th ocv of h uf ollg pproch s o prov ffc, rll, wly pplcl ol Flly, w lv h h pproch follow hs ppr wll hlp o gr x lg h choc of fg h sul ol for prculr sg vro ISSN: Issu 9, Volu 7, Spr 008

10 WSEAS TRANSACTIONS o COMPUTERS Or Shw PK Kpur Rfrcs: [] X M, Sofwr Rlly Mollg, Worl Scfc, 99 [] Kpur PK, Grg RB Kur S, Coruos o Hrwr Sofwr Rlly, Worl Scfc, 999 [] Ph H, Sofwr Rlly, Sprgr- Vrlg 000 [4] Gol AL Okuoo K, T Dp Error Dco R Mol for Sofwr Rlly ohr Prforc Msurs, IEEE Trscos o Rlly, Vol 8, No, 979, pp 06- [5] Y S, Oh M Osk S, S-shp Rlly Growh Mollg for Sofwr Error Dco, IEEE Trscos o Rlly, Vol, No 5, 98, pp [6] Oh M, Iflco S-shp Sofwr Rlly Growh Mol, I: Osk S Hoy Y s Sochsc Mols Rlly Thory, Sprgr-Vrlg, Brl, 984 [7] B S, Blozr P, Pro E, Pozz M Scol A, A Flxl Mollg Approch Sofwr Rlly Growh, I Goos G Hrs I s, Sofwr Rlly Molg Ifco, Sprgr- Vrlg: Brl, 988, pp 0-40 [8] Kpur PK Grg RB, A Sofwr Rlly Growh Mol for Error Dco Phoo Sofwr Egrg Jourl, Vol 7, No 4, 99, pp 9-94 [9] Kuo S, Hug H Lyu MR, Frwork for Mollg Sofwr Rlly usg vrous Tsg-Effor Ful-Dco Rs, IEEE Trscos o Rlly, Vol 50, No, 00, pp 0-0 [0] Ph H, Nor L Zhg X, A Grl Iprfc Sofwr-Duggg Mol wh S-shp Ful Dco R, IEEE Trscos o Rlly, Vol 48, No, 999, pp [] Kpur PK, Gup Au, Shw Or Yvll VSS, A Dscr NHPP Mol for Sofwr Rlly Growh wh Iprfc Ful Duggg Ful Gro, Irol Jourl of Prforly Egrg, Vol, No 4, 006, pp - 4 [] Oh M, Sofwr Rlly Alyss Mols, IBM Jourl of Rsrch Dvlop, Vol 8, No 4, 984, pp [] Y S, Osk S Nrhs H, Sofwr Rlly Growh Mols wh Two Typs of Errors, Rchrch Opéroll / Opros Rsrch RAIRO, Vol 9, No, 985, pp [4] Krr N, Kpur PK Grovr PS, A S- shp Sofwr Rlly Growh Mol wh Two Typs of Errors, Mcrolcrocs Rlly, Vol 0, No 6, 990, pp [5] Kur M, Y S Osk S, Sofwr Rlly Assss for Expol S- shp Rlly Growh Phoo, Copurs Mhcs wh Applcos, Vol 4, No /, 99, pp 7-78 [6] Kpur PK, Yous S Agrwl S, Grlz Erlg Sofwr Rlly Growh Mol, ASOR Bull, Vol 4, No, 995, pp 5- [7] Khoshogofr TM, Nohoogous Posso Procss for Sofwr Rlly Growh, Procgs of h Irol Cofrc o Copuol Sscs COMPSTAT, Cophg, Drk, 988, pp -4 [8] Kpur PK, Shw Or Yvll VSS, A Sofwr Ful Clssfco Mol Souh Afrc Copur Jourl, Issu, 004, pp -9 [9] Kpur PK, Brh AK Shw Or, Why Sofwr Rlly Growh Mollg shoul Df Errors of Dffr Svry, Jourl of h I Sscl Assoco, Vol 40, No, 00, pp 9-4 [0] Brooks WD Moly RW, Tchcl Rpor, Ro Ar Dvlop Cr, Nw York, 980 [] Mus JD, Io A Okuoo K, Sofwr Rlly, McGrw-Hll, 987 [] Juhog G, Hogw L, Xozog Y, Chg ZD, A Sofwr Rlly T Srs Growh Mol wh Kl Flr, WSEAS Trscos o Copurs, Vol 5, No, 006, pp -8 [] Juhog G, Hogw L, Xozog Y, A Sofwr Rlly T Srs Growh Mol Trsfor fro Gol-Okuoo Mol, WSEAS Trscos o Sgl Procss, Vol, No, 005, pp 9-46 [4] Juhog G, Hogw L Xozog Y, A Sofwr Rlly Growh Mol Bs o T Srs Nolr Alyss, WSEAS Trscos o Sgl Procss, Vol, No, 005, pp ISSN: Issu 9, Volu 7, Spr 008

NHPP and S-Shaped Models for Testing the Software Failure Process

NHPP and S-Shaped Models for Testing the Software Failure Process Irol Jourl of Ls Trds Copug (E-ISSN: 45-5364 8 Volu, Issu, Dcr NHPP d S-Shpd Modls for Tsg h Sofwr Flur Procss Dr. Kr Arr Asss Profssor K.J. Soy Isu of Mg Suds & Rsrch Vdy Ngr Vdy Vhr Mu. Id. dshuh_3@yhoo.co/rrr@ssr.soy.du

More information

Chapter 5 Transient Analysis

Chapter 5 Transient Analysis hpr 5 rs Alyss Jsug Jg ompl rspos rs rspos y-s rspos m os rs orr co orr Dffrl Equo. rs Alyss h ffrc of lyss of crcus wh rgy sorg lms (ucors or cpcors) & m-ryg sgls wh rss crcus s h h quos rsulg from r

More information

Major: All Engineering Majors. Authors: Autar Kaw, Luke Snyder

Major: All Engineering Majors. Authors: Autar Kaw, Luke Snyder Nolr Rgrsso Mjor: All Egrg Mjors Auhors: Aur Kw, Luk Sydr hp://urclhodsgusfdu Trsforg Nurcl Mhods Educo for STEM Udrgrdus 3/9/5 hp://urclhodsgusfdu Nolr Rgrsso hp://urclhodsgusfdu Nolr Rgrsso So populr

More information

Let's revisit conditional probability, where the event M is expressed in terms of the random variable. P Ax x x = =

Let's revisit conditional probability, where the event M is expressed in terms of the random variable. P Ax x x = = L's rvs codol rol whr h v M s rssd rs o h rdo vrl. L { M } rrr v such h { M } Assu. { } { A M} { A { } } M < { } { } A u { } { } { A} { A} ( A) ( A) { A} A A { A } hs llows us o cosdr h cs wh M { } [ (

More information

Quantum Harmonic Oscillator

Quantum Harmonic Oscillator Quu roc Oscllor Quu roc Oscllor 6 Quu Mccs Prof. Y. F. C Quu roc Oscllor Quu roc Oscllor D S..O.:lr rsorg forc F k, k s forc cos & prbolc pol. V k A prcl oscllg roc pol roc pol s u po of sbly sys 6 Quu

More information

NEW FLOODWAY (CLOMR) TE TE PIN: GREENS OF ROCK HILL, LLC DB: 12209, PG: ' S67 46'18"E APPROX. FLOODWAY NEW BASE FLOOD (CLOMR)

NEW FLOODWAY (CLOMR) TE TE PIN: GREENS OF ROCK HILL, LLC DB: 12209, PG: ' S67 46'18E APPROX. FLOODWAY NEW BASE FLOOD (CLOMR) W LOOWY (LOMR) RVRWLK PKWY ROK HLL, S PPROX. LOOWY W BS LOO (LOMR) lient nformation 4 SS- RM:4 V : PV Pipe V OU: PV Pipe JB SS- RM: V OU: PV Pipe RU R " PV Pipe @. LO SPS OL SSBL GRL ORMO: S OS: M BS LOO

More information

The Mathematics of Harmonic Oscillators

The Mathematics of Harmonic Oscillators Th Mhcs of Hronc Oscllors Spl Hronc Moon In h cs of on-nsonl spl hronc oon (SHM nvolvng sprng wh sprng consn n wh no frcon, you rv h quon of oon usng Nwon's scon lw: con wh gvs: 0 Ths s sos wrn usng h

More information

Convergence tests for the cluster DFT calculations

Convergence tests for the cluster DFT calculations Covgc ss o h clus DF clculos. Covgc wh spc o bss s. s clculos o bss s covgc hv b po usg h PBE ucol o 7 os gg h-b. A s o h Guss bss ss wh csg s usss hs b us clug h -G -G** - ++G(p). A l sc o. Å h c bw h

More information

EE Control Systems LECTURE 11

EE Control Systems LECTURE 11 Up: Moy, Ocor 5, 7 EE 434 - Corol Sy LECTUE Copyrigh FL Lwi 999 All righ rrv POLE PLACEMET A STEA-STATE EO Uig fc, o c ov h clo-loop pol o h h y prforc iprov O c lo lc uil copor o oi goo y- rcig y uyig

More information

On the Existence and uniqueness for solution of system Fractional Differential Equations

On the Existence and uniqueness for solution of system Fractional Differential Equations OSR Jourl o Mhms OSR-JM SSN: 78-578. Volum 4 ssu 3 Nov. - D. PP -5 www.osrjourls.org O h Es d uquss or soluo o ssm rol Drl Equos Mh Ad Al-Wh Dprm o Appld S Uvrs o holog Bghdd- rq Asr: hs ppr w d horm o

More information

1- I. M. ALGHROUZ: A New Approach To Fractional Derivatives, J. AOU, V. 10, (2007), pp

1- I. M. ALGHROUZ: A New Approach To Fractional Derivatives, J. AOU, V. 10, (2007), pp Jourl o Al-Qus Op Uvrsy or Rsrch Sus - No.4 - Ocobr 8 Rrcs: - I. M. ALGHROUZ: A Nw Approch To Frcol Drvvs, J. AOU, V., 7, pp. 4-47 - K.S. Mllr: Drvvs o or orr: Mh M., V 68, 995 pp. 83-9. 3- I. PODLUBNY:

More information

Bayesian Credibility for Excess of Loss Reinsurance Rating. By Mark Cockroft 1 Lane Clark & Peacock LLP

Bayesian Credibility for Excess of Loss Reinsurance Rating. By Mark Cockroft 1 Lane Clark & Peacock LLP By Cly o c o Lo Rc Rg By M Coco L Cl & Pcoc LLP GIRO coc 4 Ac Th pp c how o v cly wgh w po- pc-v o c o lo c. Th po co o Poo-Po ol ch wh po G o. Kywo c o lo c g By cly Poo Po G po Acowlg cl I wol l o h

More information

Introduction to Laplace Transforms October 25, 2017

Introduction to Laplace Transforms October 25, 2017 Iroduco o Lplc Trform Ocobr 5, 7 Iroduco o Lplc Trform Lrr ro Mchcl Egrg 5 Smr Egrg l Ocobr 5, 7 Oul Rvw l cl Wh Lplc rform fo of Lplc rform Gg rform b gro Fdg rform d vr rform from bl d horm pplco o dffrl

More information

CHAPTER 7. X and 2 = X

CHAPTER 7. X and 2 = X CHATR 7 Sco 7-7-. d r usd smors o. Th vrcs r d ; comr h S vrc hs cs / / S S Θ Θ Sc oh smors r usd mo o h vrcs would coclud h s h r smor wh h smllr vrc. 7-. [ ] Θ 7 7 7 7 7 7 [ ] Θ ] [ 7 6 Boh d r usd sms

More information

Extension Formulas of Lauricella s Functions by Applications of Dixon s Summation Theorem

Extension Formulas of Lauricella s Functions by Applications of Dixon s Summation Theorem Avll t http:pvu.u Appl. Appl. Mth. ISSN: 9-9466 Vol. 0 Issu Dr 05 pp. 007-08 Appltos Appl Mthts: A Itrtol Jourl AAM Etso oruls of Lurll s utos Appltos of Do s Suto Thor Ah Al Atsh Dprtt of Mthts A Uvrst

More information

CHARACTERIZATION FROM EXPONENTIATED GAMMA DISTRIBUTION BASED ON RECORD VALUES

CHARACTERIZATION FROM EXPONENTIATED GAMMA DISTRIBUTION BASED ON RECORD VALUES CHARACTERIZATION RO EPONENTIATED GAA DISTRIBUTION BASED ON RECORD VAUES A I Sh * R A Bo Gr Cog o Euo PO Bo 55 Jh 5 Su Ar Gr Cog o Euo Dr o h PO Bo 69 Jh 9 Su Ar ABSTRACT I h r u h or ror u ro o g ruo r

More information

Symbolic Dynamics for Real Rational Maps

Symbolic Dynamics for Real Rational Maps Symolc Dymcs or Rl Rol Mps João Crl Dprm o Mhmcs o h Azors Uvrsy Po Dlg Porugl ABSTRACT Ths or s mp o suy h ymcs o rl rol mps usg symolc ymcs I s gv mpl h llusrs ho h opologcl ropy c clcul usg g hory Mrov

More information

Factors Success op Ten Critical T the exactly what wonder may you referenced, being questions different the all With success critical ten top the of l

Factors Success op Ten Critical T the exactly what wonder may you referenced, being questions different the all With success critical ten top the of l Fr Su p T rl T xl r rr, bg r ll Wh u rl p l Fllg ll r lkg plr plr rl r kg: 1 k r r u v P 2 u l r P 3 ) r rl k 4 k rprl 5 6 k prbl lvg hkg rl 7 lxbl F 8 l S v 9 p rh L 0 1 k r T h r S pbl r u rl bv p p

More information

Boyce/DiPrima 9 th ed, Ch 7.6: Complex Eigenvalues

Boyce/DiPrima 9 th ed, Ch 7.6: Complex Eigenvalues BocDPm 9 h d Ch 7.6: Compl Egvlus Elm Dffl Equos d Boud Vlu Poblms 9 h do b Wllm E. Boc d Rchd C. DPm 9 b Joh Wl & Sos Ic. W cosd g homogous ssm of fs od l quos wh cos l coffcs d hus h ssm c b w s ' A

More information

CONSTACYCLIC CODES OF LENGTH OVER A FINITE FIELD

CONSTACYCLIC CODES OF LENGTH OVER A FINITE FIELD Jorl o Algbr Nbr Tory: Ac Alco Vol 5 Nbr 6 Pg 4-64 Albl ://ccc.co. DOI: ://.o.org/.864/_753 ONSTAYLI ODES OF LENGTH OVER A FINITE FIELD AITA SAHNI POONA TRAA SEHGAL r or Ac Sy c Pb Ury gr 64 I -l: 5@gl.co

More information

Server breakdown and repair, Multiple vacation, Closedown, Balking and Stand-by server.

Server breakdown and repair, Multiple vacation, Closedown, Balking and Stand-by server. OR Jor of Mhc OR-JM -N: 78-578 -N: 9-765 o 6 r No - Dc6 56-74 ororor A G M h o hroo rc rr ro rr M co oo - rr GA r Dr of Mhc ochrr Er o chrr Arc: Th oc of h r o h hor of h rr ro rr M G h o hroo rc co coo

More information

A Review of Dynamic Models Used in Simulation of Gear Transmissions

A Review of Dynamic Models Used in Simulation of Gear Transmissions ANALELE UNIVERSITĂłII ETIMIE MURGU REŞIłA ANUL XXI NR. ISSN 5-797 Zol-Ios Ko Io-ol Mulu A Rvw o ls Us Sulo o G Tsssos Th vsgo o lv s lu gg g olg l us o sov sg u o pps g svl s oug o h ps. Th pupos o h ols

More information

G. Ayyappan 1, J. Udayageetha 2

G. Ayyappan 1, J. Udayageetha 2 rol Jourl o S ovv hl rh JS olu 5 u 7 8-7 SS 47-7 r & SS 47-4 Ol O: hp://oor/4/47-45 wwwrjourlor Tr Soluo o / / rl uu y wh rory rv o roull o roull Fk v rrvl rkow ly rpr Sup lk Ayypp J Uyh pr o h ohrry Er

More information

A L A BA M A L A W R E V IE W

A L A BA M A L A W R E V IE W A L A BA M A L A W R E V IE W Volume 52 Fall 2000 Number 1 B E F O R E D I S A B I L I T Y C I V I L R I G HT S : C I V I L W A R P E N S I O N S A N D TH E P O L I T I C S O F D I S A B I L I T Y I N

More information

Bayesian Estimation of the parameters of the Weibull-Weibull Length-Biased mixture distributions using time censored data

Bayesian Estimation of the parameters of the Weibull-Weibull Length-Biased mixture distributions using time censored data Bys Eso of h s of h Wull-Wull gh-bs xu suos usg so S. A. Sh N Bouss I.S.S. Co Uvsy I.N.P.S. Algs Uvsy shsh@yhoo.o ou005@yhoo.o As I hs h s of h Wull-Wull lgh s xu suos s usg h Gs slg hqu u y I sog sh.

More information

Interaction Between an Embedded Crack and an Interface Crack in Nonhomogeneous Coating System

Interaction Between an Embedded Crack and an Interface Crack in Nonhomogeneous Coating System Mrls Scc Form Vols. 9-9 (5) pp 97- Ol vll sc 5/g/5 www.scc. (5) Trs Tch Plcos Swzrl o:.8/www.scc./msf.9-9.97 Irco Bw Em Crck Irc Crck Nohomogos Cog Ssm E.E. Thookoglo G.H. Plo Fcl o ppl Sccs Dp. o Mchcs-L.

More information

Overview. Splay trees. Balanced binary search trees. Inge Li Gørtz. Self-adjusting BST (Sleator-Tarjan 1983).

Overview. Splay trees. Balanced binary search trees. Inge Li Gørtz. Self-adjusting BST (Sleator-Tarjan 1983). Ovrvw B r rh r: R-k r -3-4 r 00 Ig L Gør Amor Dm rogrmmg Nwork fow Srg mhg Srg g Comuo gomr Irouo o NP-om Rom gorhm B r rh r -3-4 r Aow,, or 3 k r o Prf Evr h from roo o f h m gh mr h E w E R E R rgr h

More information

Study on Non-linear Responses of Eccentric Structure

Study on Non-linear Responses of Eccentric Structure Th 4 h World ofr o Erh Egrg or -7 8 Bg h Sd o No-lr Rpo of Er Srr Hdz WATANABE oh USUNI Ar TASAI 3 Grd Sd Dpr of Arhr ooh Nol Uvr ooh Jp Ao Profor Dpr of Arhr ooh Nol Uvr ooh Jp ABSTRAT : 3 Profor Dpr

More information

T h e C S E T I P r o j e c t

T h e C S E T I P r o j e c t T h e P r o j e c t T H E P R O J E C T T A B L E O F C O N T E N T S A r t i c l e P a g e C o m p r e h e n s i v e A s s es s m e n t o f t h e U F O / E T I P h e n o m e n o n M a y 1 9 9 1 1 E T

More information

Special Curves of 4D Galilean Space

Special Curves of 4D Galilean Space Irol Jourl of Mhml Egrg d S ISSN : 77-698 Volum Issu Mrh hp://www.jms.om/ hps://ss.googl.om/s/jmsjourl/ Spl Curvs of D ll Sp Mhm Bkş Mhmu Ergü Alpr Osm Öğrmş Fır Uvrsy Fuly of S Dprm of Mhms 9 Elzığ Türky

More information

Wave Phenomena Physics 15c

Wave Phenomena Physics 15c Wv hnon hyscs 5c cur 4 Coupl Oscllors! H& con 4. Wh W D s T " u forc oscllon " olv h quon of oon wh frcon n foun h sy-s soluon " Oscllon bcos lr nr h rsonnc frquncy " hs chns fro 0 π/ π s h frquncy ncrss

More information

FL/VAL ~RA1::1. Professor INTERVI of. Professor It Fr recru. sor Social,, first of all, was. Sys SDC? Yes, as a. was a. assumee.

FL/VAL ~RA1::1. Professor INTERVI of. Professor It Fr recru. sor Social,, first of all, was. Sys SDC? Yes, as a. was a. assumee. B Pror NTERV FL/VAL ~RA1::1 1 21,, 1989 i n or Socil,, fir ll, Pror Fr rcru Sy Ar you lir SDC? Y, om um SM: corr n 'd m vry ummr yr. Now, y n y, f pr my ry for ummr my 1 yr Un So vr ummr cour d rr o l

More information

H ev n t e m l e s e s t o e l r t a r r c f a t i se s a t e h i s r t d l i i g se? n e i s e d n e ce t t h o r u n i o y s, e y

H ev n t e m l e s e s t o e l r t  a r r c f a t i se s a t e h i s r t d l i i g se? n e i s e d n e ce t t h o r u n i o y s, e y A c N: Rhk P h: Phl W Alhu gh c hv c l v h c, h g h vhl hug c u l k h Gv v lc, hch ll g u 2011, v h u hk u lc k ccu h l Pulh AWch, @ chguk; l: 020 7248 2227; chguk J u 2011 vc h h, u c cu u h l Cl Sg Nu

More information

A Simple Representation of the Weighted Non-Central Chi-Square Distribution

A Simple Representation of the Weighted Non-Central Chi-Square Distribution SSN: 9-875 raoa Joura o ovav Rarch Scc grg a Tchoogy (A S 97: 7 Cr rgaao) Vo u 9 Sbr A S Rrao o h Wgh No-Cra Ch-Squar Drbuo Dr ay A hry Dr Sahar A brah Dr Ya Y Aba Proor D o Mahaca Sac u o Saca Su a Rarch

More information

A Class of Harmonic Meromorphic Functions of Complex Order

A Class of Harmonic Meromorphic Functions of Complex Order Borg Irol Jourl o D Mg Vol 2 No 2 Ju 22 22 A Clss o rmoc Mromorpc Fucos o Complx Ordr R Elrs KG Surm d TV Sudrs Asrc--- T sml work o Clu d Sl-Smll [3] o rmoc mppgs gv rs o suds o suclsss o complx-vlud

More information

SAN JOSE CITY COLLEGE PHYSICAL EDUCATION BUILDING AND RENOVATED LAB BUILDING SYMBOL LIST & GENERAL NOTES - MECHANICAL

SAN JOSE CITY COLLEGE PHYSICAL EDUCATION BUILDING AND RENOVATED LAB BUILDING SYMBOL LIST & GENERAL NOTES - MECHANICAL S SRUUR OR OORO SU sketch SYO SRPO OO OU O SUPPOR YP SUPPOR O UR SOS OVR SOS (xwx) X W (S) RR RWS U- R R OR ROO OR P S SPR SO S OS OW "Wx00"x0" 000.0, 8/7.0 Z U- R R UPPR ROO S S S SPR SO S OS OW 0"Wx0"x90"

More information

Mat e h a m t c i a lmo e il of a r T a v n er e s e S ar Defor a m t o i k S e h l T ory 2. M T T E si ce e m t n Mo e d sl. 30 www. jier.

Mat e h a m t c i a lmo e il of a r T a v n er e s e S ar Defor a m t o i k S e h l T ory 2. M T T E si ce e m t n Mo e d sl. 30 www. jier. rol Jl grg r g J SS : 9-8 Vol- - Oobr l olg Trr fo T Sll Ty Sr OH ZO OH TU br Tr- ol y ly rlr o ploy o r r r rbo l rf opo ll r ro oprg oo T o oo r r by g rlop b f o r pl ll g Hlo prpl rgy T ry l po r o

More information

Pupil / Class Record We can assume a word has been learned when it has been either tested or used correctly at least three times.

Pupil / Class Record We can assume a word has been learned when it has been either tested or used correctly at least three times. 2 Pupi / Css Rr W ssum wr hs b r wh i hs b ihr s r us rry s hr ims. Nm: D Bu: fr i bus brhr u firs hf hp hm s uh i iv iv my my mr muh m w ih w Tik r pp push pu sh shu sisr s sm h h hir hr hs im k w vry

More information

MULTIPLE TIME-SCALE APPROXIMATIONS FOR THE TIME DEPENDENT P 1 AND P 3 EQUATIONS

MULTIPLE TIME-SCALE APPROXIMATIONS FOR THE TIME DEPENDENT P 1 AND P 3 EQUATIONS Mh Copuo Supropug Ror Phy Nulr ologl pplo Pl Pp vgo Fr Spr -5 5 o C-ROM r Nulr Soy LGrg Pr IL (5) MULTIPLE TIME-SCLE PPROXIMTIONS FOR THE TIME EPENENT P N P EQUTIONS ruo Mr Iu ür Rorhrh Forhugru rlruh

More information

Chapter 8: Propagating Quantum States of Radiation

Chapter 8: Propagating Quantum States of Radiation Quum Opcs f hcs Oplccs h R Cll Us Chp 8: p Quum Ss f R 8. lcmc Ms Wu I hs chp w wll cs pp quum ss f wus fs f spc. Cs h u shw lw f lcc wu. W ssum h h wu hs l lh qul h -c wll ssum l. Th lcc cs s fuc f l

More information

Leak Detection in Oil and Gas Transmission Pipelines

Leak Detection in Oil and Gas Transmission Pipelines Avcs Boloy Bor Evro Dco Ol s rssso Pls EIUAZ DAVIAHVII IVI UBEIDZE INA AKHAADZE IVu Isu of Al hcs Iv Jvhshvl bls Uvrsy IVu Isu of Al hcs of bls Uvrsy Uvrsy r 86 bls or EOIA vshvl@lco h://wwwvscsu Absrc:

More information

RAKE Receiver with Adaptive Interference Cancellers for a DS-CDMA System in Multipath Fading Channels

RAKE Receiver with Adaptive Interference Cancellers for a DS-CDMA System in Multipath Fading Channels AKE v wh Apv f Cs fo DS-CDMA Ss Muph Fg Chs JooHu Y Su M EEE JHog M EEE Shoo of E Egg Sou o Uvs Sh-og Gw-gu Sou 5-74 Ko E-: ohu@su As hs pp pv AKE v wh vs og s popos fo DS-CDMA ss uph fg hs h popos pv

More information

2011 8th International Conference on Electrical Engineering, Computing Science and Automatic Control.

2011 8th International Conference on Electrical Engineering, Computing Science and Automatic Control. 211 8 Il C Ell E Cpu S Au Cl Aly Cll I Al G Cl-Lp I Appl Pu DC S k u PD l R 1 F O 1 1 U Plé V Só ó A Nu Tlí S/N Pqu Cí y Tló TECNOTA K C V-S l E-l: @upux 87@l A Uully l ppl y l py ly x l l H l- lp uu u

More information

176 5 t h Fl oo r. 337 P o ly me r Ma te ri al s

176 5 t h Fl oo r. 337 P o ly me r Ma te ri al s A g la di ou s F. L. 462 E l ec tr on ic D ev el op me nt A i ng er A.W.S. 371 C. A. M. A l ex an de r 236 A d mi ni st ra ti on R. H. (M rs ) A n dr ew s P. V. 326 O p ti ca l Tr an sm is si on A p ps

More information

Linear System Review. Linear System Review. Descriptions of Linear Systems: 2008 Spring ME854 - GGZ Page 1

Linear System Review. Linear System Review. Descriptions of Linear Systems: 2008 Spring ME854 - GGZ Page 1 8 Sprg ME854 - Z Pg r Sym Rvw r Sym Rvw r Sym Rvw crpo of r Sym: p m R y R R y FT : & U Y Trfr Fco : y or : & : d y d r Sym Rvw orollbly d Obrvbly: fo 3.: FT dymc ym or h pr d o b corollbl f y l > d fl

More information

counting statistics in thermal transport in nanojunctions

counting statistics in thermal transport in nanojunctions rs bhvor d fll cog sscs hrml rspor ojcos J-Shg Wg Dp PhysNUS Ol of h lk rodco Mhod of oqlbrm r s fcos Applcos hrml crrs D ch d obs rs problm Fll cog sscs MS workshop Forr s lw for h codco J [ ] f f d Forr

More information

P a g e 5 1 of R e p o r t P B 4 / 0 9

P a g e 5 1 of R e p o r t P B 4 / 0 9 P a g e 5 1 of R e p o r t P B 4 / 0 9 J A R T a l s o c o n c l u d e d t h a t a l t h o u g h t h e i n t e n t o f N e l s o n s r e h a b i l i t a t i o n p l a n i s t o e n h a n c e c o n n e

More information

1. Accident preve. 3. First aid kit ess 4. ABCs of life do. 6. Practice a Build a pasta sk

1. Accident preve. 3. First aid kit ess 4. ABCs of life do. 6. Practice a Build a pasta sk Y M D B D K P S V P U D hi p r ub g rup ck l yu cn 7 r, f r i y un civi i u ir r ub c fr ll y u n rgncy i un pg 3-9 bg i pr hich. ff c cn b ll p i f h grup r b n n c rk ivii ru gh g r! i pck? i i rup civ

More information

Cherrywood House, Cherrywood Road, Loughlinstown, Dublin 18

Cherrywood House, Cherrywood Road, Loughlinstown, Dublin 18 86 rro Sq uh, Dub 2, D02 YE10, Ir. 01-676 2711 gvob. FOR SALE BY PRIVATE TREATY rr Hous, rr, ughso, Dub 18 > > F pr o-sor, pr o-sor pro rsc xg o pprox 374 sq../4,026 sq. f. > > Fbuous grs h ovr s r of

More information

Survival Analysis for Randomized Clinical Trials II Cox Regression. Ziad Taib Biostatistics AstraZeneca February 26, 2008

Survival Analysis for Randomized Clinical Trials II Cox Regression. Ziad Taib Biostatistics AstraZeneca February 26, 2008 Survval alyss for Raomz Clcal rals II Cox Rgrsso a ab osascs sraca Fbruary 6, 8 la Irouco o proporoal azar mol H aral lkloo Comparg wo groups umrcal xampl Comparso w log-rak s mol xp z + + k k z Ursag

More information

8 Peaks Sustainable Resource Management Plan Terms of Reference. September 16, 2002

8 Peaks Sustainable Resource Management Plan Terms of Reference. September 16, 2002 8 s usb suc gm ms f fc pmb 16, 2002 cgu h w f u v s su h Ywh ghw ppxm 210 m h f Kmps, sh umb. s usm h sgs cmc vs h c cm. qu hv swfs, hgh u swf ccumu, m u v s h g h Ywh ghw cv f w c. wmbg hsg w sbsh w sps

More information

Chapter 1 Basic Concepts

Chapter 1 Basic Concepts Ch Bsc Cocs oduco od: X X ε ε ε ε ε O h h foog ssuos o css ε ε ε ε ε N Co No h X Chcscs of od: cos c ddc (ucod) d s of h soss dd of h ssocd c S qusos sd: Wh f h cs of h soss o cos d dd o h ssocd s? Wh

More information

Existing Conditions. View from Ice Rink Patio. Ice Rink Patio. Beginner Terrain and Lighting. Tubing Hill. Little Tow & Beginner Terrain

Existing Conditions. View from Ice Rink Patio. Ice Rink Patio. Beginner Terrain and Lighting. Tubing Hill. Little Tow & Beginner Terrain Bg T Lghg Tubg Hll Ic k P T f Bg T V f Sc Accss Nh Ll T & Bg T I Ex T Mc Bulg B f Bg T Pkg L & g Wll V f Ic k P MA S TE Bs A & Lghg Z E H E N AN ASSOCIATES, INC. ACHITECTUE PLANNING INTEIOS LANSCAPE ACHITECTUE

More information

Posterior analysis of the compound truncated Weibull under different loss functions for censored data.

Posterior analysis of the compound truncated Weibull under different loss functions for censored data. INRNAIONA JOURNA OF MAHMAIC AND COMUR IN IMUAION Vou 6 oso yss of h oou u Wu u ff oss fuos fo so. Khw BOUDJRDA Ass CHADI Ho FAG. As I hs h Bys yss of gh u Wu suo s os u y II so. Bys sos osog ss hv v usg

More information

U1. Transient circuits response

U1. Transient circuits response U. Tr crcu rpo rcu ly, Grdo Irí d omucco uro 6-7 Phlp Sm phlp.m@uh. Dprmo d Torí d l Sñl y omucco Idx Rcll Gol d movo r dffrl quo Rcll Th homoou oluo d d ordr lr dffrl quo Exmpl of d ordr crcu Il codo

More information

STATE SPACE CONTROL. Prof. Ing. Miluše Vítečková, CSc. Prof. Ing. Antonín Víteček, CSc., Dr.h.c.

STATE SPACE CONTROL. Prof. Ing. Miluše Vítečková, CSc. Prof. Ing. Antonín Víteček, CSc., Dr.h.c. VŠB h Uvr f Orv F f Mh Egrg Dpr f Cr S r Czh Rp SE SPCE CONROL Prf g Mš Víčvá CS Prf g í Víč CS Drh Orv 6 Rvr: D g M Hgr CS Cprgh : Prf g Mš Víčvá CS Prf g í Víč CS Drh SE SPCE CONROL SBN 978-8-8-979-

More information

NUCON NRNON CONRNC ON CURRN RN N CHNOOGY, 011 oo uul o w ul x ol volv y y oll. y ov,., - o lo ll vy ul o Mo l u v ul (G) v Gl vlu oll. u 3- [11]. 000

NUCON NRNON CONRNC ON CURRN RN N CHNOOGY, 011 oo uul o w ul x ol volv y y oll. y ov,., - o lo ll vy ul o Mo l u v ul (G) v Gl vlu oll. u 3- [11]. 000 NU O HMB NRM UNVRY, HNOOGY, C 8 0 81, 8 3-1 01 CMBR, 0 1 1 l oll oll ov ll lvly lu ul uu oll ul. w o lo u uol u z. ul l u oll ul. quk, oll, vl l, lk lo, - ul o u v (G) v Gl o oll. ul l u vlu oll ul uj

More information

Analysis of Effects of Rebounds and Aerodynamics for Trajectory of Table Tennis Ball

Analysis of Effects of Rebounds and Aerodynamics for Trajectory of Table Tennis Ball Al f Effc f Ru Ac f Tjc f Tl T Bll Juk Nu Mchcl Scc Egg, Gu Schl f Egg, Ng Uv, Fu-ch, Chku-ku, Ng, J Ak Nkh Mchcl Scc Egg, Gu Schl f Egg, Ng Uv, Fu-ch, Chku-ku, Ng, J Yhku Hkw Mchcl Scc Egg, Gu Schl f

More information

minimize c'x subject to subject to subject to

minimize c'x subject to subject to subject to z ' sut to ' M ' M N uostrd N z ' sut to ' z ' sut to ' sl vrls vtor of : vrls surplus vtor of : uostrd s s s s s s z sut to whr : ut ost of :out of : out of ( ' gr of h food ( utrt : rqurt for h utrt

More information

APPLICATION OF HM-NETWORKS WITH UNRELIABLE SYSTEMS FOR FINDING THE MEMORY CAPACITY IN THE INFORMATION SYSTEMS

APPLICATION OF HM-NETWORKS WITH UNRELIABLE SYSTEMS FOR FINDING THE MEMORY CAPACITY IN THE INFORMATION SYSTEMS Jourl of Ald Mcs d Couol Mccs 28, 7(2), 5-63 www.c.cz.l -ISS 2299-9965 DOI:.752/c.28.2.5 -ISS 2353-588 APPLICATIO OF HM-ETWORKS WITH URELIABLE SYSTEMS FOR FIDIG THE MEMORY CAPACITY I THE IFORMATIO SYSTEMS

More information

J = 1 J = 1 0 J J =1 J = Bout. Bin (1) Ey = 4E0 cos(kz (2) (2) (3) (4) (5) (3) cos(kz (1) ωt +pπ/2) (2) (6) (4) (3) iωt (3) (5) ωt = π E(1) E = [E e

J = 1 J = 1 0 J J =1 J = Bout. Bin (1) Ey = 4E0 cos(kz (2) (2) (3) (4) (5) (3) cos(kz (1) ωt +pπ/2) (2) (6) (4) (3) iωt (3) (5) ωt = π E(1) E = [E e ) ) Cov&o for rg h of olr&o for gog o&v r&o: - Look wv rog&g owr ou (look r&o). - F r wh o&o of fil vor. - I h CCWLHCP CWRHCP - u &l & hv oo g, h lr- fil vor r ou rgh- h orkrw for RHCP! 3) For h followg

More information

Emigration The movement of individuals out of an area The population decreases

Emigration The movement of individuals out of an area The population decreases Nm Clss D C 5 Puls S 5 1 Hw Puls Gw (s 119 123) Ts s fs ss us sb ul. I ls sbs fs ff ul sz xls w xl w ls w. Css f Puls ( 119) 1. W fu m ss f ul?. G sbu. Gw b. Ds. A suu 2. W s ul s sbu? I s b b ul. 3. A

More information

Series of New Information Divergences, Properties and Corresponding Series of Metric Spaces

Series of New Information Divergences, Properties and Corresponding Series of Metric Spaces Srs of Nw Iforao Dvrgcs, Proprs ad Corrspodg Srs of Mrc Spacs K.C.Ja, Praphull Chhabra Profssor, Dpar of Mahacs, Malavya Naoal Isu of Tchology, Japur (Rajasha), Ida Ph.d Scholar, Dpar of Mahacs, Malavya

More information

actually until the mor ning b e fo r e we we r e g o in g Introduction I f yo u s a i l n o r th from Jam aica, within a few

actually until the mor ning b e fo r e we we r e g o in g Introduction I f yo u s a i l n o r th from Jam aica, within a few I f y s l f J, w fw y l b f w w I l s s s x Rb b w p s y C b. Y y wy s y Ml w p y w l l Tbl q f f, spy sy. Cb y s, f, I b b l C k s, x p l s M l, Rvl I 1 9 6 0 s, M l s f lf J f y p p f w v b s v s f D

More information

B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body

B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body Kcs Kcs s cocr wh chrcrs o. h ol s o prss hcl for h foro oo of rls. I wh follows r of por qs ly cors sco-orr sors r roc. Ech of hs qs for pl h locy foro r or r of foro sor llows o o scr prclr spc of for

More information

ANALYZING OF FREE TRANSVERSE VIBRATION OF AN ELASTICALLY CONNECTED RECTANGULAR PLATE- MEMBRANCE SYSTEM WITH A PASTERNAK LAYER IN-BETWEEN

ANALYZING OF FREE TRANSVERSE VIBRATION OF AN ELASTICALLY CONNECTED RECTANGULAR PLATE- MEMBRANCE SYSTEM WITH A PASTERNAK LAYER IN-BETWEEN VOL. NO. AUU 5 IN 89-668 ARPN Jourl of Egrg d Appld ccs 6-5 As Rsrch Pulshg Nor ARPN. All rghs rsrvd..rpjourls.co ANALYZIN OF FREE RANVERE VIBRAION OF AN ELAICALLY CONNECED RECANULAR PLAE- MEMBRANCE YEM

More information

2016 Annual Implementation Plan: for Improving Student Outcomes. John Monash Science School Based on Strategic Plan

2016 Annual Implementation Plan: for Improving Student Outcomes. John Monash Science School Based on Strategic Plan 885 J M Scc Sc B Src -9 G fc ffr wr, fr rr b f fr r Vcr r c y. fr rr r: Excc c r rf r c fr r Cy r. Sx c-b c fy ffc, r c-b r w w ccy r r c. r c w fr -w rr, fw wy ( rfr Frwrk fr r S Oc: G fr c): Er rry Er

More information

P a g e 3 6 of R e p o r t P B 4 / 0 9

P a g e 3 6 of R e p o r t P B 4 / 0 9 P a g e 3 6 of R e p o r t P B 4 / 0 9 p r o t e c t h um a n h e a l t h a n d p r o p e r t y fr om t h e d a n g e rs i n h e r e n t i n m i n i n g o p e r a t i o n s s u c h a s a q u a r r y. J

More information

Face Detection and Recognition. Linear Algebra and Face Recognition. Face Recognition. Face Recognition. Dimension reduction

Face Detection and Recognition. Linear Algebra and Face Recognition. Face Recognition. Face Recognition. Dimension reduction F Dtto Roto Lr Alr F Roto C Y I Ursty O solto: tto o l trs s s ys os ot. Dlt to t to ltpl ws. F Roto Aotr ppro: ort y rry s tor o so E.. 56 56 > pot 6556- stol sp A st o s t ps to ollto o pots ts sp. F

More information

ADDENDUM NO. 3 TO BID DOCUMENTS FOR LIGHT POLE PAINTING PROJECT FOR THE CITY OF ANN ARBOR, MICHIGAN

ADDENDUM NO. 3 TO BID DOCUMENTS FOR LIGHT POLE PAINTING PROJECT FOR THE CITY OF ANN ARBOR, MICHIGAN DDENDU NO TO BID DOCUENTS FOR LIGHT POLE PINTING PROJECT FOR THE, ICHIGN Th fllw h,, l hll b h B D Pl f Lh Pl P P f h Cy f b, h, B N ITB whh l b v, bf, P y, l, Th f h hll k v h l ll v, h Th Th B kwl f

More information

Approximate Integration. Left and Right Endpoint Rules. Midpoint Rule = 2. Riemann sum (approximation to the integral) Left endpoint approximation

Approximate Integration. Left and Right Endpoint Rules. Midpoint Rule = 2. Riemann sum (approximation to the integral) Left endpoint approximation M lculus II Tcqus o Igros: Approm Igro -- pr 8.7 Approm Igro M lculus II Tcqus o Igros: Approm Igro -- pr 8.7 7 L d Rg Edpo Ruls Rm sum ppromo o grl L dpo ppromo Rg dpo ppromo clculus ppls d * L d R d

More information

SAMPLE LITANY OF THE SAINTS E/G. Dadd9/F. Aadd9. cy. Christ, have. Lord, have mer cy. Christ, have A/E. Dadd9. Aadd9/C Bm E. 1. Ma ry and. mer cy.

SAMPLE LITANY OF THE SAINTS E/G. Dadd9/F. Aadd9. cy. Christ, have. Lord, have mer cy. Christ, have A/E. Dadd9. Aadd9/C Bm E. 1. Ma ry and. mer cy. LTNY OF TH SNTS Cntrs Gnt flwng ( = c. 100) /G Ddd9/F ll Kybrd / hv Ddd9 hv hv Txt 1973, CL. ll rghts rsrvd. Usd wth prmssn. Musc: D. Bckr, b. 1953, 1987, D. Bckr. Publshd by OCP. ll rghts rsrvd. SMPL

More information

Proc. of the 23rd Intl. Conf. on Parallel Processing, St. Charles, Illinois, August 1994, vol. 3, pp. 227{ Hanan Samet

Proc. of the 23rd Intl. Conf. on Parallel Processing, St. Charles, Illinois, August 1994, vol. 3, pp. 227{ Hanan Samet P. 23 Il. C. Plll P, S. Cl, Ill, 1994, vl. 3,. 227{234 1 DT-PRE SPTI JOI GORITHMS Ek G. Hl y Gy Dv B C W, D.C. 20233 H S C S D C R I v C S Uvy Myl Cll Pk, Myl 20742 { E -lll l j l R-, l,. T l l (.., B

More information

SPACE TYPES & REQUIREMENTS

SPACE TYPES & REQUIREMENTS SPACE TYPES & REQUIREENTS 2 Fby 2012 Gys Sh Typ: K E H 1 2 3 5 6 7 8 9 10 11 12 Ajy D (Hh Sh) F A Dsps Th fs f phys hs vv sps f h hhy fsy f vs. Phys s hf w fss wss hh vy hy-bs s f hhy fsy hs. Gy sps sh

More information

Chapter 11: Matter-Photon Interactions and Cavity Quantum Electrodynamics

Chapter 11: Matter-Photon Interactions and Cavity Quantum Electrodynamics Quu Ocs f Phcs Olccs h Cll Usy Ch : M-Ph Ics Cy Quu lcycs. A S-Clsscl Ach Pcl-l Ics I hs Ch w wll s uu hy f h cs bw ch cls lcc fl. P hl f h u c lcs wll b cssy l ssbl hy. Yu h s Ch 5 h h ss wy uz s fs chs

More information

On The Fractional Euler Top System with Two Parameters

On The Fractional Euler Top System with Two Parameters Irol OPEN ACCESS Jourl Of Modr Egrg Rsrh IJMER O Th rol Eulr To Sys wh Two Prrs Mh Iv d Ghorgh Iv Ws Uvrsy of Tşor r of Mhs Srul d Gor ş Toolog 4 B-dul V Pârv Tşor Ro Corrsodg Auhor: Mh Iv W rs h dyl hvor

More information

Management Tools for Corporate Social Responsibility (CSR) CSR, why manage it & is it manageable? Overview

Management Tools for Corporate Social Responsibility (CSR) CSR, why manage it & is it manageable? Overview Ovvw M Tls f Cp Scl Rspsbly (C) My 15, 2008 Mjk D P Ps Hschl-Uvs Bussl C : wh? C, why & s bl? Th ky ls f sys C ls: Wh xpc f ISO? Ccluss Quss Rfcs C : Wh? INTERNAL Ppl Occupl Hlh d Sfy Hu hs Chld lbu Pl

More information

MULTIPLE WIENER-ITÔ INTEGRALS

MULTIPLE WIENER-ITÔ INTEGRALS IJRRAS Jury www.rpprss.co/volus/volissu/ijrras 7.pd MULTIPLE WIENER-ITÔ INTEGRALS Hd Ahd Al & Csh Wg Norhws Norl Uvrsy, Lzhou, 737, P R Ch, Uvrsy o Khrou-Sud Norhws Norl Uvrsy, Lzhou, 737, P R Ch Kywords:

More information

exhibitor prospectus InternatIonal art MaterIals association MARCH 4-6 DALLAS co-locating with: Denver Art Museum Colorado Convention Center

exhibitor prospectus InternatIonal art MaterIals association MARCH 4-6 DALLAS co-locating with: Denver Art Museum Colorado Convention Center xhbo Oc IIol MIl ociio O18 DALLAS co-locg wh: Coloo Covo C Dv A Mm DALLAS IIol MIl ociio Ky bly hcho covo c h oly how c xclvly o l! O18 ch ov 700 ml by cov wh w h y oc w oc vlo w l l x bo chl c w loh xg

More information

The Exile Began. Family Journal Page. God Called Jeremiah Jeremiah 1. Preschool. below. Tell. them too. Kids. Ke Passage: Ezekiel 37:27

The Exile Began. Family Journal Page. God Called Jeremiah Jeremiah 1. Preschool. below. Tell. them too. Kids. Ke Passage: Ezekiel 37:27 Faily Jo Pag Th Exil Bg io hy u c prof b jo ou Shar ab ou job ab ar h o ay u Yo ra u ar u r a i A h ) ar par ( grp hav h y y b jo i crib blo Tll ri ir r a r gro up Allo big u r a i Rvi h b of ha u ha a

More information

In Focus. Learning First. In the swim5. Charity. update. The news magazine of Spen Valley Sports College. Issue 1, Spring 2007

In Focus. Learning First. In the swim5. Charity. update. The news magazine of Spen Valley Sports College. Issue 1, Spring 2007 T z of Sp Vll Spor Coll Iu 1, Spr 200 I 5 Cr up Lr Fr Wlco: Hcr Tob Eu H Bo Dl H H Grl Lur Bullr, Yr 11 p r f A fr l o o c G Wlco oook our l PLEASE llo o rouc z for Sp Vll Spor Co ll T vur for our cool

More information

Stat 6863-Handout 5 Fundamentals of Interest July 2010, Maurice A. Geraghty

Stat 6863-Handout 5 Fundamentals of Interest July 2010, Maurice A. Geraghty S 6863-Hou 5 Fuels of Ieres July 00, Murce A. Gerghy The pror hous resse beef cl occurreces, ous, ol cls e-ulero s ro rbles. The fl copoe of he curl oel oles he ecooc ssupos such s re of reur o sses flo.

More information

On the Hubbard-Stratonovich Transformation for Interacting Bosons

On the Hubbard-Stratonovich Transformation for Interacting Bosons O h ubbrd-sroovh Trsformo for Irg osos Mr R Zrbur ff Fbrury 8 8 ubbrd-sroovh for frmos: rmdr osos r dffr! Rdom mrs: hyrbol S rsformo md rgorous osus for rg bosos /8 Wyl grou symmry L : G GL V b rrso of

More information

x, x, e are not periodic. Properties of periodic function: 1. For any integer n,

x, x, e are not periodic. Properties of periodic function: 1. For any integer n, Chpr Fourir Sri, Igrl, d Tror. Fourir Sri A uio i lld priodi i hr i o poiiv ur p uh h p, p i lld priod o R i,, r priodi uio.,, r o priodi. Propri o priodi uio:. For y igr, p. I d g hv priod p, h h g lo

More information

Example: Two Stochastic Process u~u[0,1]

Example: Two Stochastic Process u~u[0,1] Co o Slo o Coco S Sh EE I Gholo h@h. ll Sochc Slo Dc Slo l h PLL c Mo o coco w h o c o Ic o Co B P o Go E A o o Po o Th h h o q o ol o oc o lco q ccc lco l Bc El: Uo Dbo Ucol Sl Ab bo col l G col G col

More information

Chap 2: Reliability and Availability Models

Chap 2: Reliability and Availability Models Chap : lably ad valably Modls lably = prob{s s fully fucog [,]} Suppos from [,] m prod, w masur ou of N compos, of whch N : # of compos oprag corrcly a m N f : # of compos whch hav fald a m rlably of h

More information

Chapter 1: Review of Quantum Mechanics

Chapter 1: Review of Quantum Mechanics Quum Os for Phoos Oolros Frh R Corll rsy Chr : Rw of Quum Mhs. Posuls of Quum Mhs.. Posuls O Two Thr Thr r srl osuls of quum mhs. Ths r osuls s hy o r from som ohr r hory. Thy r ow oly from rms. Th frs

More information

OH BOY! Story. N a r r a t iv e a n d o bj e c t s th ea t e r Fo r a l l a g e s, fr o m th e a ge of 9

OH BOY! Story. N a r r a t iv e a n d o bj e c t s th ea t e r Fo r a l l a g e s, fr o m th e a ge of 9 OH BOY! O h Boy!, was or igin a lly cr eat ed in F r en ch an d was a m a jor s u cc ess on t h e Fr en ch st a ge f or young au di enc es. It h a s b een s een by ap pr ox i ma t ely 175,000 sp ect at

More information

INF5820 MT 26 OCT 2012

INF5820 MT 26 OCT 2012 INF582 MT 26 OCT 22 H22 Jn Tor Lønnng l@.uo.no Tody Ssl hn rnslon: Th nosy hnnl odl Word-bsd IBM odl Trnng SMT xpl En o lgd n r d bygg..9 h.6 d.3.9 rgh.9 wh.4 buldng.45 oo.3 rd.25 srgh.7 by.3 onsruon.33

More information

Handout on. Crystal Symmetries and Energy Bands

Handout on. Crystal Symmetries and Energy Bands dou o Csl s d g Bds I hs lu ou wll l: Th loshp bw ss d g bds h bs of sp-ob ouplg Th loshp bw ss d g bds h ps of sp-ob ouplg C 7 pg 9 Fh Coll Uvs d g Bds gll hs oh Th sl pol ss ddo o h l slo s: Fo pl h

More information

glo beau bid point full man branch last ior s all for ap Sav tree tree God length per down ev the fect your er Cm7 a a our

glo beau bid point full man branch last ior s all for ap Sav tree tree God length per down ev the fect your er Cm7 a a our SING, MY TONGU, TH SAVIOR S GLORY mj7 Mlod Kbd fr nd S would tm flsh s D nd d tn s drw t crd S, Fth t So Th L lss m ful wn dd t, Fs4 F wd; v, snr, t; ngh, t: lod; t; tgu, now Chrst, h O d t bnd Sv God

More information

8. Queueing systems. Contents. Simple teletraffic model. Pure queueing system

8. Queueing systems. Contents. Simple teletraffic model. Pure queueing system 8. Quug sysms Cos 8. Quug sysms Rfrshr: Sml lraffc modl Quug dscl M/M/ srvr wag lacs Alcao o ack lvl modllg of daa raffc M/M/ srvrs wag lacs lc8. S-38.45 Iroduco o Tlraffc Thory Srg 5 8. Quug sysms 8.

More information

Quantum Properties of Idealized GW Detector

Quantum Properties of Idealized GW Detector Qm Prors of Idlzd GW Dor Sg Pyo Km Ks N l Uvrsy Osk Uvrsy J 3 Th 4 h Kor-J Worksho o KAGRA Ol Idlzd Dor for Grvol Wvs Qm Thory for Dsso Wgr Fo of Tm-Dd Osllor Dmd Osllor Drv by Erl Fors Colso Idlzd Dor

More information

Txe Evor-urroN of THE Supneme Belna

Txe Evor-urroN of THE Supneme Belna Tx vrurrn TH Supnm Bln "Th Suprm Bing did n cr [Brrr bu mn rs lirlly crd u f, his vry lif rs drivd frm, h pniliy f h Suprn. Nr ds h vlv mni y is h Suprn hinslf h vry ssnc f vluin. rn h flni sndpin, w cly

More information

Having a glimpse of some of the possibilities for solutions of linear systems, we move to methods of finding these solutions. The basic idea we shall

Having a glimpse of some of the possibilities for solutions of linear systems, we move to methods of finding these solutions. The basic idea we shall Hvn lps o so o t posslts or solutons o lnr systs, w ov to tos o nn ts solutons. T s w sll us s to try to sply t syst y lntn so o t vrls n so ts qutons. Tus, w rr to t to s lnton. T prry oprton nvolv s

More information

Hydrological determination of hierarchical clustering scheme by using small experimental matrix

Hydrological determination of hierarchical clustering scheme by using small experimental matrix Hydology Dy 007 Hydologcl do of hchcl clg ch y g ll xpl x M. Cüyd Dl Il Tchcl Uy, I of Scc d Tchology, 449 Mlk Il, Tky; lo Rol School of M d Aophc Scc, Do of Moology d Phycl cogphy (RSMAS/MP), Uy of M,

More information

2016 Annual Implementation Plan: For Improving Student Outcomes Guide to developing the Annual Implementation Plan: for Improving Student Outcomes

2016 Annual Implementation Plan: For Improving Student Outcomes Guide to developing the Annual Implementation Plan: for Improving Student Outcomes : Fr rv S Oc G v : fr rv S Oc fc ffr wr, fr rr v b f fr r Vcr vr c y. fr rr r: 478 Ovrr rry Sc Excc c r rf r v c fr r Cy r. Sx vc-b v c fy ffcv, rv vc-b r w w ccy rv rv c. v r c w fr -w rr, fw wy ( rfr

More information

Vectors and Matrices

Vectors and Matrices Collg of Egrg d Compur Scc Mchcl Egrg Dprm Egrg Alyss Nos Ls updd: Augus 8, 7 Lrry Cro Vcors d Mrcs Iroduco Ths os provd roduco o h us of vcors d mrcs grg lyss. I ddo, hy provd dscusso of how h smpl cocp

More information

PROPOSED SITE PLAN SCALE 1/32"=1'-0"

PROPOSED SITE PLAN SCALE 1/32=1'-0 40 '-0 2 '-0 PP-2 (9/20/04 4 0'-0 P P V PP- (9/20/04 P '-0 0'-0 4 0 4 PP- (9/20/04 HS PK '- SH 50' SK '- 0 28 '-2 ( P 20 20 2.2 67 V.G. 54.5' ( G KY S.. V V UK HMMH U-U 6'0 9.. SZ MPS GV SS, U H GS G (

More information

k of the incident wave) will be greater t is too small to satisfy the required kinematics boundary condition, (19)

k of the incident wave) will be greater t is too small to satisfy the required kinematics boundary condition, (19) TOTAL INTRNAL RFLTION Kmacs pops Sc h vcos a coplaa, l s cosd h cd pla cocds wh h X pla; hc 0. y y y osd h cas whch h lgh s cd fom h mdum of hgh dx of faco >. Fo cd agls ga ha h ccal agl s 1 ( /, h hooal

More information