Adaptive control of sinusoidal brushless DC motor actuators

Size: px
Start display at page:

Download "Adaptive control of sinusoidal brushless DC motor actuators"

Transcription

1 Mchgan chnologcal Unvrsty Dgtal Mchgan ch Dssrtatons, Mastr's hss an Mastr's Rports - Opn Dssrtatons, Mastr's hss an Mastr's Rports 008 Aaptv control of snusoal brushlss DC otor actuators angtao Zhu Mchgan chnologcal Unvrsty Copyrght 008 angtao Zhu Rcon Ctaton Zhu, angtao, "Aaptv control of snusoal brushlss DC otor actuators", Dssrtaton, Mchgan chnologcal Unvrsty, Follow ths an atonal wors at: Part of th Mchancal Engnrng Coons

2 Aaptv control of Snusoal Brushlss DC Motor actuators BY IANGAO ZHU A DISSERAION Subtt n partal fulfllnt of th rurnts for th gr of DOCOR OF PHIOSOPHY Mchancal Engnrng-Engnrng Mchancs MICHIGAN ECHNOOGICA UNIVERSIY 008 Copyrght angtao Zhu 008

3 hs ssrtaton, "Aaptv Control of Snusoal Brushlss DC Motor Actuators," s hrby approv n partal fulfllnt of th rurnts for th gr of DOCOR OF PHIOSOPHY n th fl of Mchancal Engnrng- Engnrng Mchancs. DEPARMEN: Mchancal Engnrng-Engnrng Mchancs Sgnaturs: Dssrtaton Avsor ypwrttn Na: Goron G. Parr Dat Dpartnt Char ypwrttn Na: Wlla W. Prbon Dat

4 ACKNOWEDGEMEN I woul l to xprss y grattu to all thos who gav th possblty to coplt ths thss. I a ply nbt to y avsors Prof. Goron Parr an Dr. Ravnra Patanar, whos hlp, stulatng suggstons an ncouragnt hlp n all th t of rsarch for an wrtng of ths thss. h brs of y ssrtaton cott, Dr. Roshan D Souza, Prof. Charls Van Karsn, an Prof. Clar Gvns, hav gnrously gvn thr t an xprts to bttr y wor. I than th for thr contrbuton an support. Espcally, I woul l to gv y spcal thans to y wf Naa whos patnt lov nabl to coplt ths wor. I woul also l to than y o Yufn for hr unwavrng fath n.

5 HIS DISSERAION IS DEDICAED O MY WIFE NADIA AND MY DAUGHER KIMBERIE v

6 ABE OF CONENS abl of Contnts...v st of Fgurs... x st of abls... x Abstract... xv Chaptr Introucton.... Elctrcal Powr-Assst Strng Syst.... Elctrc Motor Actuator For EPAS BDC Motors an Control Ovrvw tratur Rvw on BDC Motor Control....5 Aaptv Control for Snusoal BDC Motors Publcatons....7 Suary...3 Chaptr Snusoal Brushlss DC Motor Molng...5. Prannt Magnt Synchronous Motor Molng h thr-phas ol h rct uaratur coornat ol Iplntaton of coornat controllrs oru Control of Snusoal BDC Motors PI controllr Fforwar nvrs ynacs controllr Controllr slcton...43 v

7 .3 Suary...45 Chaptr 3 Aaptv Paratr Estaton Motor Invrs Controllr Mol Sngl Paratr Estaton Sngl paratr staton Stablty of th sngl paratr staton sch Sulaton rsults Multpl Paratr Estaton Multpl paratr staton Proof of stablty Iprovng h Dynac Prforanc Of h Aaptv Algorth Motor lctrcal ynacs Motor sp saplng lay Multpl Paratr Estaton Usng Gra-Scht Orthonoralzaton Mult-paratr staton usng Gra-Scht orthonoralzaton Proof of stablty Mult-Paratr Estaton Usng an Axs Currnt Paratr staton Proof of unbas staton Concluson...9 Chaptr 4 Rcursv Paratr Intfcaton Dscrt Mol of th BDC Motor Dynacs...93 v

8 4. Rcursv ast Suar Estaton RS Sulaton Rsults Extn Kalan Fltr EKF Sulaton Rsults Suary...09 Chaptr 5 Mol Rfrnc Aaptv Control Dsgn Mol Rfrnc Aaptv Control h BDC otor rfrnc ol h control law h aaptaton law Sulaton Rsults Concluson... Chaptr 6 Clos loop Sulaton an Controllr Prforanc Evaluaton EPAS clos loop sulaton EPAS clos loop syst ol EPAS sulaton rsults an analyss Clos oop Sulaton Of a Motor Sp Control Applcaton Concluson...39 Chaptr 7 An Opraton Sulaton Mol for BDC Motors A Quas-Physcal BDC Motor Mol h n-to-n PMSM ol h H-brg PWM nvrtr ol h rotor angular splacnt transucr...5 v

9 7..4 h Hall ffct snsor SVPWM Sulaton confguraton Stuy of Controllr Iplntaton Issus n Sulaton Intalzaton Incrntal ncor rsoluton t of th Quas-Physcal BDC Motor Mol Suary...67 Chaptr 8 Concluson an Futur Wors Concluson Futur Wors...73 Appnx I h probablty nsty functon rvaton...75 Appnx II Soluton of th Intgraton rs n Euaton Appnx III Contnuous Extn Kalan Fltr for BDC Motors...79 Rfrncs...8 v

10 IS OF FIGURES Fgur. Schatc agra of a thr-phas BDC otor wth on par of rotor prannt agnt pols....5 Fgur. ypcal trapzoal an snusoal bac EMF wavfor...6 Fgur.3 Schatc agra of a typcal BDC otor control syst...7 Fgur.4 BDC otor toru wavfor whn oprat wth bac EMF zro crossng snsng chans...9 Fgur.5 ypcal aaptv controllr bloc agra...7 Fgur. h thr stator phas, th coornats an th ab coornats...9 Fgur. Iplntaton of a gnrc controllr sgn n coornats...37 Fgur.3 Stp rspons of th BDC otor wth th PI controllr an th fforwar controllr at 0 0, assung full nowlg of th plant paratrs...43 Fgur.4 Stp rspons of th BDC otor wth th PI controllr an th fforwar controllr at 0 0, wth 0% rror n K an 50% rror n R...44 Fgur 3. h schatc agra of th otor tst syst n sulaton Fgur 3. Sngl paratr staton prforanc n sulaton...57 Fgur 3.3 wo-paratr staton prforanc n sulaton...6 Fgur 3.4 Sngl paratr staton transnt prforancs: non-ynac otor nvrs controllr vs. approxat ynac nvrs controllr...66 x

11 Fgur 3.5 Mult-paratr staton usng non-ynac otor nvrs controllr vs. ynac otor nvrs controllr...67 Fgur 3.6 Sngl paratr staton prforancs: coparson of th basc staton progra an th prforanc provnts...7 Fgur 3.7 Prforanc coparson of staton sch n opn loop sulaton: cas th basc sch; cas 3 wth approxat Δ copnsaton....7 Fgur 3.8 Prforanc coparson of 4 ffrnt staton schs n opn loop sulaton: two-paratr staton...73 Fgur 3.9 Schatc agra of Gra Scht Orthonoralzaton...75 Fgur 3.0 Paratr staton prforanc wth Gra-Scht orthonoralzaton: th ntal paratr rror 50% R an 5% K...79 Fgur 3. h strbuton of y / x gvn x ~ N μ x, for svral valus of μ x...86 Fgur 3. h an of y xr x x gvn x ~ N μ x, copars to th algbrac functon y xr μ x μ x...87 Fgur 3.3 h an of y / x copars to μ x Fgur 3.4 h -solvr sulaton rsults: 50% R an 5% K...90 Fgur 4. RS staton sulaton rsults of a ~a 5 & b ~b 5 : constant 00ra s / Fgur 4. RS staton sulaton rsults of a ~a 5 & b ~b 5 : varant vlocty...0 Fgur 4.3 EKF staton sulaton: R h 0.5R, K h 00.9K...07 Fgur 4.4 EKF staton sulaton: R h 0.4R, K h 0.K...07 x

12 Fgur 4.5 EKF staton sulaton: R h 00.8R, K h 0.K...08 Fgur 4.6 EKF staton sulaton: R h 00.8R, K h 0 0.8K...08 Fgur 4.7 EKF staton sulaton: R h 0R, K h 0 K...09 Fgur 5. A schatc agra of a typcal MRAC controllr... Fg 5. MRAC rfrnc currnt tracng prforanc n sulaton: R c R, K c 0. K...0 Fg 5.3 MRAC paratr staton prforanc n sulaton, cas : R c R, K c 0. K...0 Fg 5.4 MRAC paratr staton prforanc n sulaton, cas : R c R, K c K... Fgur 6. Schatc agra of a typcal EPAS...4 Fgur 6. Coparson of th aaptv BDC otor controllrs n EPAS clos loop sulaton: ΔR 0 50%R an Δ K 0 0% K...9 Fgur 6.3 Coparson of th aaptv BDC otor controllrs n EPAS clos loop sulaton: ΔR 0 50%R an Δ K 0 5% K...30 Fgur 6.4 Coparson of th aaptv BDC otor controllrs n EPAS clos loop sulaton: ΔR 0 50%R an Δ K 0 5% K...3 Fgur 6.5 Coparson of th aaptv BDC otor controllrs n EPAS clos loop sulaton: ΔR 0 50%R an Δ K 0 0% K...3 Fgur 6.6 h bloc agra of th otor shaft ynacs Suln ol Fgur 6.7 h bloc agra of th ant-wnup PI controllr Suln ol...37 x

13 Fgur 6.8 Coparson of th aaptv BDC otor controllrs n th otor sp control clos loop sulaton: Δ R 0 50% R an Δ K 0 0% K...40 Fgur 6.9 Coparson of th aaptv BDC otor controllrs n th otor sp control clos loop sulaton: Δ R 0 50% R an Δ K 0 5% K...4 Fgur 6.0 Coparson of th aaptv BDC otor controllrs n th otor sp control clos loop sulaton: Δ R 0 50% R an Δ K 0 5% K...4 Fgur 6. Coparson of th aaptv BDC otor controllrs n th otor sp control clos loop sulaton: Δ R 0 50% R an Δ K 0 0% K...43 Fgur 7. A typcal thr-phas BDC otor syst bloc agra...48 Fgur 7. h ln-to-ln PMSM ol n Suln...50 Fgur 7.3 A splf crcut of th BDC otor syst....5 Fgur 7.4 h H-brg nvrtr ol...5 Fgur 7.5 h BDC otor coponnts bloc agra Fgur 7.6 h voltag vctors n th spac vctor oulaton Fgur 7.7 ransstors on-off tng n th sx sctors...58 Fgur 7.8 SVPWM functon plntaton n Suln...59 Fgur 7.9 h Suln ol of a clos loop BDC otor syst...60 Fgur 7.0 h practcal controllr ol n Suln...6 Fgur 7. h startng sch Suln ol...6 Fgur 7. h BDC otor physcal ol clos loop sulaton...63 Fgur 7.3 h BDC otor sulaton wth a low-rsoluton ncor cpr Fgur 7.4 h BDC otor sulaton wth a hgh-rsoluton ncor cpr x

14 IS OF ABES abl. PI controllr gans...4 abl 3. Boun of rrors n opn loop sulaton: two-paratr staton...7 abl 4. EKF paratr staton an an varanc for ffrnt nos lvl...07 abl 6. Stay-stat prforancs n EPAS clos loop sulaton...33 abl 6. Stay-stat prforancs n sp control clos loop sulaton...37 abl 7. h ght basc voltag vctors n th SVPWM...55 abl 7. Suary of th transstor on-off tng calculaton n ach sctor...57 x

15 ABSRAC Elctrcal Powr Assst Strng syst EPAS wll lly b us on futur autootv powr strng systs. h snusoal brushlss DC BDC otor has bn ntf as on of th ost sutabl actuators for th EPAS applcaton. Motor charactrstc varatons, whch can b ncat by varatons of th otor paratrs such as th col rsstanc an th toru constant, rctly part naccuracs n th control sch bas on th nonal valus of paratrs an thus th whol syst prforanc suffrs. h otor controllr ust arss th t-varyng otor charactrstcs probl an antan th prforanc n ts long srvc lf. In ths ssrtaton, four aaptv control algorths for brushlss DC BDC otors ar xplor. h frst algorth ngags a splf nvrs -coornat ynacs controllr an solvs for th paratr rrors wth th -axs currnt fbac fro svral past saplng stps. h controllr paratr valus ar upat by slow ntgraton of th paratr rrors. Iprovnt such as ynac approxaton, sp approxaton an Gra-Scht orthonoralzaton ar scuss for bttr staton prforanc. h scon algorth s propos to us both th -axs currnt an th -axs currnt fbac for paratr staton snc always accopans. Stochastc contons for unbas staton ar shown through Mont Carlo sulatons. Stuy of th frst two aaptv algorths ncats that th paratr staton prforanc can b achv by usng or hstory ata. h Extn Kalan Fltr EKF, a rprsntatv rcursv staton algorth, s thn nvstgat for th BDC otor applcaton. xv

16 Sulaton rsults valat th supror staton prforanc wth th EKF. Howvr, th coputaton coplxty an stablty ay b barrrs for practcal plntaton of th EKF. h fourth algorth s a ol rfrnc aaptv control MRAC that utlzs th sr otor charactrstcs as a rfrnc ol. Its stablty s guarant by yapunov s rct tho. Sulaton shows supror prforanc n trs of th convrgnc sp an currnt tracng. hs algorths ar copar n clos loop sulaton wth an EPAS ol an a otor sp control applcaton. h MRAC s ntf as th ost prosng canat controllr bcaus of ts cobnaton of supror prforanc an low coputatonal coplxty. A BDC otor controllr vlop wth th -coornat ol cannot b plnt wthout svral supplntal functons such as th coornat transforaton an a DC-to-AC currnt ncong sch. A uas-physcal BDC otor ol s vlop to stuy th practcal plntaton ssus of th coornat control stratgy, such as th ntalzaton an rotor angl transucr rsoluton. hs ol can also b bnfcal urng frst stag vlopnt n autootv BDC otor applcatons. xv

17 Chaptr INRODUCION Elctrcal powr assst strng syst EPAS wll lly b us for futur powr strng systs an thus thy ar on ntns targt of tchnology nnovaton. Brushlss DC BDC otors ar oftn slct as th actuator for EPAS n any publcatons. h charactrstcs of nvual BDC otors vary wth nvronntal factors, srvc lf, an anufacturng procss. A BDC otor controllr that antans th actuator prforanc rgarlss of ths varatons s hghly sr n EPAS applcatons an s th focus of ths rsarch.. Elctrcal Powr-Assst Strng Syst Autootv powr-assst strng systs hav tratonally bn onat by hyraulc pups. h always-on hyraulc pup consus powr fro th ngn whnvr th ngn s runnng. hs rsults n unwant ful consupton f th rvr s not ovng th strng whl. In contrast, lctrc otors only consu powr whn th rvr ans assstng forc. hs has bn rcognz as an ffctv way to prov ful conoy. Klugr an Harrs Klugr an Harrs 007 copar ngn bra spcfc ful consupton BSFC ffcts of off-ngn accssors on a havy-uty truc an a lght uty n van. hrough varous rvng cycl sulatons, t was foun that confgurng vhcls wth off-ngn accssors s a tho that provs ful savngs rangng fro 3% to 5%. For havy-uty trucs th provnts rang fro 3-%, an 8-5% for

18 nvans. Powr strng s on of th ajor contrbutors for ts low opratonal cycl 0%. An EPAS offrs about 80% lowr nrgy consupton than th hyraulc pup, an th osson of th hyraulc flu crass th nvronntal pact Hartr 000. Slarly, Burton Burton 00 show an avrag 3.0% ructon of ful consupton on a.6 car n cobn rvng cycl, an up to 3.5% ructon n th cty rvng cycl. In toay s autootv art, th avantag n ful conoy alon can a th EPAS an attractv opton ovr th tratonal hyraulc powr strng syst. In aton, th EPAS s or copact an thrfor asr for assbly an confguraton. It can b aapt to a w varty of vhcl applcatons wth sall changs to harwar. Furthror, th EPAS s or flxbl n trs of functon. Its softwar control stratgs can b of to prov a w rang of hanlng charactrstcs wthout changng harwar. For xapl, t s srabl that strng systs gv hgh assstanc to th rvr at low vhcl sps whl low assstanc at hgh sps. Ctn t al. Ctn 005 show that ths coul not b achv by convntonal HPAS systs n whch a torson bar wth constant chancal proprts nrta, stffnss an apng was us to trn th assstanc aount. A coplant controllr for th EPAS was propos n ths wor an t was shown that ths coul b achv by changng th vrtual syst ynac paratrs an th control gans. h flxblty of th EPAS also provs or opportunty for bttr vhcl hanlng prforanc. anaa t al. anaa 007 vlop an actv strng control algorth for an EPAS. hs algorth ncras th strng rturn toru n a rgon whr th algnnt toru was saturat u to th rvr's xcssv strng anuvr

19 on a slppry roa. Kubota t al. Kubota 007 propos an algorth by usng th EPAS to countract strng-pull caus by latral sturbancs such as roa contour, suspnson algnnt rror an tr proprts. h sturbanc was stat by fnng th an assstng toru n straght ln rvng an cancl by th EPAS. Du to ths avantags an progrss n lctrc otor tchnology, battry an crocontrollrs, EPAS wll bco th an stra of th futur powr strng syst an an ntns targt of tchnology nnovaton.. Elctrc Motor Actuator For EPAS h lctrc otor s th hart of th EPAS. Elctrc otors ar th ost coonly us actuators n chatronc systs. o na a fw avantags, thy hav hghr ffcncy an hghr powr nsty powr/ass copar to thr chancal or hyraulc countrparts. ratonally, brush DC otors an asynchronous or synchronous AC otors ar th ost wly us u to thr low costs. Howvr, th rlablty an antnanc cost ntrouc by th brush has always bn a ltng factor for brush DC otors applcaton to th EPAS. ratonal AC otors ar rarly us n autootv applcatons bcaus of unavalablty of th AC powr supply an thr unsrabl low sp charactrstcs. In th past two cas, thr has bn sgnfcant progrss on rar-arth prannt agnt synchronous PMS otors. hs otors ar upp wth prannt agnt rotors. Swtchng vcs, such as brushs, ar no longr n for thr opraton. ogthr wth an nvrtr, a swtchng logc controllr an so rotor poston fbac chans, a PMS otor can b oprat n slf-controll o on a DC currnt sourc. Such a otor s oftn call a brushlss DC BDC otor. Du to th absnc of 3

20 brushs an a coutator, BDC otors hav a nubr of avantags n antnanc, rlablty an ffcncy copar to convntonal DC or AC otors. Ils-Klupnr Ils-Klupnr 005 rvw lctrc actuator canats for th lctrcal powr strng applcaton, nclung brush an brushlss rv systs bas on prannt agnt brush DC DC, nucton IM, prannt agnt trapzoal an snusoal synchronous, swtch-rluctanc SR, an rluctanc synchronous RS achns. A w rang of factors wr consr n valuaton, nclung but not lt to toru nsty, pa to contnuous toru capablty, varabl sp control, toru pulsatons, tpratur snstvty, acoustc nos, powr convrtr rurnts, anufacturng, rlablty, custor accptanc, cost. h snusoal an trapzoal BDC otors wr ntf as th ost sutabl actuators for th EPAS applcaton. h trapzoal BDC otors hav bn plnt n proucton EPAS by Dlph Corporaton snc 004. hough th BDC otors hav bn accpt as th ost sutabl canat actuators for th EPAS applcaton, t s a fact that th BDC otors rur or sophstcat control than brush DC otors, spcally snusoal BDC otors. hs s th bacgroun an otvaton of ths rsarch..3 BDC Motors an Control Ovrvw A BDC otor s an AC synchronous otor wth prannt agnts on th rotor an wnngs on th stator. Most BDC otors hav thr phas stator wnngs, whl thr rotors can hav svral pars of rotor agnt pols. Fgur. s a schatc agra of a thr-phas BDC otor wth on par of rotor agnt pols. h nrgz stator wnngs crat an lctroagntc fl, an th rotor s attract to algn wth th stator 4

21 fl. Whn currnt s suppl to th stators n an approprat sunc, th stator lctroagntc fl rotats an rvs th rotor agnts. h stator lctroagntc fl an th rotor usually rotat at th sa sp, an th phas la btwn th stator fl an th rotor ns to b antan to gnrat constant toru. Masurnt of th rotor poston s n for a BDC otor s opraton to proprly sunc th stator currnt. b V co rotor N a co S Stator wnngs co c Fgur. Schatc agra of a thr-phas BDC otor wth on par of rotor prannt agnt pols. co ncat coon lns; a, b, an c ncat stator trnals. BDC otors can b catgorz as trapzoal or snusoal accorng to th wavfor of thr bac lctrootv forc EMF, as shown n Fgur.. Structurally, ths two typs of BDC otors ar ffrnt n th way that thr stator slots an cols strbut long th stator nnr prphry, whch crats ffrnt wavfors of bac EMF n stator cols as th agnts rotatng wth th rotor. Both typs of BDC otors 5

22 rur th currnt an bac EMF n ach stator phas to b synchronz so as to gnrat constant toru. h gnrat toru s proportonal to th phas currnt valu on ach phas, an th total rotor shaft toru output s th suaton of toru gnrat on all phass. Rotor Angl Rotor Angl Phas A-B Phas A-B Phas B-C Phas B-C Phas C-A Phas C-A a rapzoal bac EMF b Snusoal bac EMF Fgur. ypcal trapzoal an snusoal bac EMF wavfor Fgur.3 s a schatc agra of a typcal thr-phas BDC otor control syst. It usually conssts of an nvrtr, a cro-controllr that controls th swtchng logc, a rotor poston fbac chans an a prannt agnt synchronous otor. In th outr loop control syst, th BDC otor control syst plays th rol of ts actuator, 6

23 so th objctv of BDC otor control s to gnrat approprat sr toru for th outr loop syst. Fgur.3 Schatc agra of a typcal BDC otor control syst. PMSM s prannt agnt synchronous otor. Slar to brush DC otors, th gnrat toru fro a BDC otor s gnrally proportonal to th phas currnts, so th toru control s bascally th phas currnt control. Howvr, for th BDC otor, currnt control conssts of two sub-tass: stator an rotor flux synchronzaton, an control of th phas currnt valus. h forr tas nsurs consstnt toru gnraton, whl th lattr trns th agntu of th gnrat toru. Both tass ar accoplsh through th thr-phas nvrtr of Fgur.3. o antan th synchronzaton, th controllr ynacally cs that a crtan st of gats s to b turn on an th ranng gats to b off bas on th rotor poston. h phas currnt valu control s usually achv by ajustng th tng of thos gats 7

24 to b turn on. ypcally ths s on by thr hystrss currnt control or puls wth oulaton PWM control. In th hystrss currnt control, th phas branch gats ar swtch on f th fbac currnt s outs a prst ban of thr corrsponng rfrnc valus, an vc vrsa. Apparntly, th gat swtchng fruncy vars as th currnt rror vars. In th PWM control o, th gats ar swtch at a fx fruncy, an th currnt valu s controll through ajustng th PWM uty cycl. h control prncpl for th trapzoal BDC otors s that currnt shoul flow n only two of th thr phass at a t xas Instrunts Europ, 997. hr shoul b no toru proucton urng th rgon of bac EMF zro crossng for ach nvual stator phas. rapzoal BDC otors ar oftn upp wth transucrs to tct th bac EMF zro-crossng rgons. h nvrtr gat swtchng logc can b obtan through a truth tabl bas on th status of a st of Hall ffct snsor outputs. hortcally, constant toru can b gnrat wth th rotor poston fbac, as th bac EMF s constant whn th phass ar swtch on. Howvr, u to th phas nuctanc, th stator phas currnt cannot b stablsh nstantanously, thus toru rppl s nvtabl at vry phas coutaton as shown n Fgur.4a. Snusoal BDC otor can also oprat n ths way, but th toru rppl wll b n snusoal shap u to th snusoal bac EMF an phas coutaton, as shown n Fgur.4b. In ost trapzoal BDC otors, u to th fact that only two phass ar on at a t an a sngl currnt flow through th, t s possbl to control th currnt wth on currnt snsor on th nvrtr nput ln fro th DC powr supply. Snc th swtchng logc s fx for ach nvual otor an s oftn progra n harwar l a truth 8

25 tabl, th currnt controllr only ns to control th currnt valu. In ths aspct, t s ut slar to th brush DC otors. Rotor Angl, θ a oru gnrat by a rapzoal BDC otor Rotor Angl, θ b oru gnrat by a Snusoal BDC otor Fgur.4 BDC otor toru wavfor whn oprat wth bac EMF zro crossng snsng chans. Snusoal BDC otors ar capabl of gnratng constant toru f th phas currnts ar controll to b snusoal an n-phas wth thr corrsponng bac EMF. hs usually rurs hgh rsoluton of rotor poston fbac, spcally n th applcatons whr otor sp an loa vary sgnfcantly. In aton, th nvrtr swtchng schs ar or sophstcat as all stator phass ar on urng th opraton of th otor. On of th ost wly us thos for constant toru gnraton n snusoal BDC otors s th Spac Vctor Puls Wth Moulaton SVPWM or Fl Ornt Control. In th SVPWM sch, svral bas voltag vctors ar fn n th stator agntc fl coornats that ar trn by th nvrtr gat on/off stats. In ach of th PWM pros th controllr sns a st of gat on/off coans that corrspon to spcfc bas voltag vctors. hrough ajustng th uty cycls of 9

26 ach of ths bas voltag vctors, any voltag vctor n ths coornat can b approxat by a lnar cobnaton of th bas vctors. hr-phas snusoal BDC otors, whn controll to achv constant toru gnraton, n all thr-phas currnts to b snusoal an n phas wth thr corrsponng bac EMF. Unl th sngl currnt control n trapzoal BDC otors, all phas currnts of th snusoal BDC otor contrbut to th total toru output at all ts. hs usually rurs two or thr currnt snsors for fbac control to achv rfrnc toru tracng. h rct-uaratur ol., whch s obtan fro th thr-phas ol through two coornat transforatons, s oftn plnt for th otor ynacs analyss an control vlopnt. R t R t K n p p n K v, v,. whr subscrpts an ncat th rct an uaratur coornat varabls, s th currnt, v s th control voltag, R s th col rsstanc, s th col nuctanc, s th rotor vlocty, an n p s th nubr of rotor prannt agnt pols pars. Wth th ol, th thr phas currnts can b transfor nto two npnnt vrtual currnts, n th rct an uaratur coornats. If th otor s oprat unr ts rat sp, th gnrat toru s approxatly proportonal to th uaratur currnt coponnt. hrfor, gvn a rfrnc toru fro th outr loop controllr, th rfrnc currnt can b calculat. Snc th rct axs currnt os not contrbut to th toru gnraton, t s oftn srabl to p t as clos to zro 0

27 as possbl to prov nrgy ffcncy. Control tchnus such as proportonal ntgral ffrntal PID control can b plnt to achv rfrnc currnt tracng..4 tratur Rvw on BDC Motor Control hough ts applcaton to th EPAS s rlatvly nw, BDC otor control has bn an actv subjct n tchncal publcatons snc th 980s. Control tchnus foun n publcatons arss sp/currnt-tracng prforanc, robustnss to paratr varaton, toru rppl, saturaton an othr ssus rlat to BDC otors. Blow s an ovrvw of rfrncs ost closly rlat to ths wor. Pllay an Krshnan Pllay 989 prsnt a coornat ol for an nustral snusoal PMSM rv an a thr orr stat spac ol for ts sp control applcaton. Sulaton rsults wr shown for a puls wth oulaton PWM currnt control an hystrss currnt control. Rfrnc phas currnts wr transfor fro th sr currnts n coornats, whch n turn wr trn by th sp rror an toru coan. Plczws an Kunz Plczws 990 sgn an optal controllr to arss th voltag saturaton of BDC otors. Insta of usng a coornat ol, a 4 th orr stat spac ol was us for th BDC otor ynacs nclung rotor chancal ynacs an stator col lctrcal ynacs. h stator currnt ynacs wr splf as on of th stat uatons. Matsu an Ohash Matsu 99 vlop a gtal sgnal procssor DSP bas aaptv controllr for a BDC otor. Spac Vctor Puls Wth Moulaton SVPWM was shown to b supror to th Hall-snsor bas vctor slcton PWM n trs of currnt control prforanc. h DSP controllr was runnng at 00μs. h rotor

28 poston fbac was fro a rsolvr upat at vry 800μs an ntrpolat vry 00μs. In ths wor, th PWM fruncy was st to 0Hz. Hoang t al. Hoang 994 rctly us th nvrs of th coornat ol of th BDC otor to calculat coan voltag. h rvatv was approxat by bacwars-fnt ffrnc ol. In aton, an ntgral of fbac currnt rror was plnt for control corrcton. K t al. K 995 propos an aaptv currnt controllr for th PMSM. It was shown that paratr staton was robust to othr un-stat paratr rror, an ths controllr coul b us to stat otor sp f snsorlss control was sr. ow t al. ow 996 fn a otor ntty bas on th BDC currnt fruncy contnt. It was shown that an optal rv currnt coul b trn n ths way, whch gav sooth an axal toru. Sozr t al. Sozr 997 copar rct ol rfrnc aaptv control DMRAC wth nrct ol rfrnc aaptv control IMRAC. DMRAC gav goo rsults on sturbanc rjcton n loa, st pont an paratrs. IMRAC ha ffcults whn paratrs chang fast. Chn t al. Chn 006 sgn a two-gr-of-fro controllr for th BDC otor currnt tracng. hs controllr show bttr sturbanc rjcton than proportonal ntgral controllr. Howvr, snc th axs ynacs an bac EMF wr fn as sturbancs, th copnsaton through fltrng th fbac woul b latr than rct staton of th bac EMF an axs currnt. hrfor, t suffr th sa probl as th PI controllr, though to a lowr xtnt.

29 Rahan t al. Rahan 003 propos an aaptv bacstppng control for a PMS otor, an show t was globally asyptotcally stabl usng yapunov s rct tho. Caut t al. Caut 00 rv a robust controllr for a class of nonlnar syst wth paratr varaton bas on th lnar atrx nualty MI approach an polytopc ol. Stablty was analyz usng a paratr-pnnt yapunov functon an th global stablty was prov n th prsnc of th nonlnarty that was gnor urng th lnarzaton procss. hs controllr was plnt on an nucton otor an sulaton show asyptotc tracng of th sp trajctory. Forra t al. Forra 00 stu robust control for BDC otors n th prsnc of control voltag saturaton. A BDC otor ol was ntf as a n orr transfr functon fro rfrnc currnt to sp output by usng th Auto-Rgrssv Xognous ARX tho. Gan schulng, bas on th sp rror, was us for th control stratgy. Chn t al. Chn 000 propos a cobnaton of a PI controllr, fforwar controllr an a robust controllr bas on rct sturbanc cancllaton for th BDC otor phas currnt control. hs controllr yl fast phas currnt rspons for both trapzoal an snusoal BDC otors. Rubaa an Kotaru Rubaa 000 stu a thr-layr fforwar artfcal nural ntwor FANN an a ynac bac propagaton DBP nural ntwor controllr for a BDC otor applcaton. An aaptv onln tranng stratgy was propos for th FANN. It convrg uch fastr than th DBP larnng algorth wth a constant larnng rat. h stablty of th nural ntwor controllrs was not scuss. 3

30 Ptrovc t al. Ptrovc 000 stu th 6 th an th orr haroncs of th prannt agnt flux n BDC otors an thr ffct on th toru rppl. Snc th coffcnts of ths haronc coponnts wr changng wth t, th authors propos a yapunov stabl aaptv staton algorth. Sulaton show al cancllaton of th toru rppl. Howvr, thy pont out th practcal prforanc woul b lt by th saplng of th controllr nputs an outputs. A lowr sp lt occurr wth ncras lay n th sp asurnt. Othr harwar ssus, l a t an swtch voltag rop copnsaton, ha to b solv for succssful controllr plntaton. hr controllr was runnng on a MS30C3 floatng pont DSP at a saplng ntrval of 500μs. Chn an ang Chn 999 propos a slng-o controllr for BDC otors. hs controllr was plnt as harwar logc crcut, an thrfor ha ssntally no saplng lay probls. st ata show fast currnt stp rspons wth controllr plnt on a FPGA. n an n n 999 propos a robust controllr by cobnng an ntgral proportonal tracng controllr an an aaptv uncrtanty obsrvr. A lup uncrtanty was fn to captur th paratrc an nonparatrc ol uncrtanty. A yapunov functon of th tracng rror was us to rv th aaptaton law. Snsorlss control s on of th latst trns n BDC otor control publcatons ashta 994, Rahan 003, Hau 004, 004, Bolognan 00, K 003, Johnson 999 tc.. Hr th wor snsorlss ans that no rotor poston snsors ar us. h rotor poston an sp ar stat usng th bac EMF asurnt or othr nrct thos. Howvr, ost of ths publcatons ncat unrlabl sp 4

31 an angl staton at low rotor sp, whch s an nhrnt probl of snsorlss staton algorths. hs s unsrabl for autootv strng syst applcatons, consrng th stuaton that assstng toru s rur whl th rvr hols th strng whl at so crtan angl. Many of th BDC otor control rfrncs abov wr bas on th coornat ol. h coornat ol has bn wll stablsh for AC otors nclung nucton, synchronous, an PMS otors Kraus 986, Pllay an Krshnan 989, Rahan an Zhou 994, Yang t al. 003, an tc. hs AC otors usually ploy a snusoal AC powr supply at a fx fruncy that s uvalnt to th rotor sp. h coornat transforatons fro th phas ol to th coornat ol cancl th rotor angl nvolv n th ynac uatons., thus th coplxty of analyss s ruc. BDC otors o not hav such -ol-frnly powr supply. hus, control vloprs ust progra th nvrtr to approxat th AC powr supply usng th rotor angl asurnt. hs usually rurs nowlg of th nvrtr an powr lctroncs. In so stuatons, such as n th applcaton to EPAS, t s oftn srabl to hav a full ol of th BDC otor nclung th nvrtr an th PMS otor so that th control progra can b tst n sulaton. Unfortunatly, ths typ of ol only appars n vry lt publcatons. For xapl, Hossan an Dshpan Hossan an Dshpan 003 vlop a tal BDC otor ol n Suln wth thral graaton, coggng toru, frcton loss an gtal controllr uantzaton phnona. Sulaton rsults ar shown for 000rp an N loa toru. h sulaton wth non-alts atch wll wth tst bnch asurnts. Urasa t al. Urasa 000 5

32 analyz powr loss factors n a BDC otor, an ntf th corrsponng toru loss uatons. In suary, any control tchnus hav bn provn ffctv n BDC otor control applcatons. It s not uncoon that ultpl solutons xst for th sa probl. Howvr, t s notworthy that aaptv control has bn a popular choc for BDC otors, spcally snusoal BDC otors..5 Aaptv Control for Snusoal BDC Motors Snusoal BDC otors ar on of th ost sutabl actuators for th EPAS applcatons bcaus of thr hgh rlablty, low antnanc cost an clos-to-dcotor ynac prforanc. any othr chancal or lctrcal systs, lctrc otor charactrstcs vary aong nvuals n th sa ol an fro th sa anufacturng procss. Charactrstcs ay also chang wth srvc lf an nvronntal factors such as tpratur. hs s a srous potntal probl for th EPAS applcaton consrng th autootv ass proucton, th xpct long srvc lf, an th harsh worng nvronnt. hrfor, t s crtcal for th EPAS to b upp wth a controllr that s abl to achv th assstng toru gnraton tas an b robust to otor paratr varaton. h otor paratrs ost lly to vary nclu col rsstanc, col nuctanc, toru constant. h varatons rctly part naccuracs to th ol-bas control sch u to ts us of th nonal paratr valus. In any practcal applcatons of otor control, t s oftn th cas that cost an sgn consratons prohbt th us of snsors plac rctly on th otor wnngs or th agnts to ontor paratr varatons. o nsur auat toru control an accptabl fruncy oan 6

33 prforanc, t s srabl to copnsat th controllr for varatons n otor paratrs. Usually, th paratrs chang orrs of agntu slowr than th otor lctrcal ynacs. Aaptv control appars to b a favorabl choc for th snusoal BDC otor applcaton n EPAS. In gnral, an aaptv controllr conssts of a control law that s sgn usng nonal plant paratrs, an an aaptaton law that stats an upats th paratrs usng plant stats an/or output fbac, as shown n Fgur.5. h aaptaton ps th control law upat for th varyng charactrstcs of th plant, an antans srabl clos loop prforanc vn whn th plant s changng. Aaptv control s a wll-vlop branch of control thory. hr xst a larg nubr of rfrncs covrng th topcs of paratr staton an aaptv control Ioannou an Sun 996, ao 004, jung 998, tc. t spac n ths ssrtaton woul not allow a survy of all ths aaptv control tchnus. Howvr, so basc concpts wll b scuss, an th focus wll b on so spcfc aaptv tchnus that ar potntal canats for th snusoal BDC otor control n EPAS applcatons. θt Aaptv aw rt Controllr ut Plant yt Fgur.5 ypcal aaptv controllr bloc agra 7

34 Dpnng on how th control law an aaptaton law ar sgn, aaptv control can b classf as rct or nrct. In th nrct aaptv control approach, th plant paratrs ar us xplctly to calculat th controllr paratrs. h aaptaton law stats th plant paratrs, an thrfor nrctly upats th controllr. In contrast, th rct aaptv control ngags th plant ol n th controllr paratrs plctly. h aaptaton ajusts th control law paratrs wthout calculatng th plant paratrs. In autootv control applcatons, t s oftn srabl to hav on-ln plant ol nforaton for control an agnostcs purposs. h nrct aaptv control obvously fts ths rurnt bttr. Mol rfrnc aaptv control s on of th an approachs to aaptv control. A rfrnc ol s sgn for al prforanc of th clos loop syst wth consraton of th plant ynacs. h controllr rvs th plant output to trac th output fro th rfrnc ol. h aaptaton law uss th controllr coan, plant output an th rfrnc ol trajctory tracng rror to upat th controllr paratrs. In th EPAS applcaton, th al cas s that th BDC otor prfors l a brush DC otor. hs ncats that th MRAC s a lly a canat for th BDC otor control, an th rfrnc ol s that of a brush DC otor. h snusoal BDC otor s a ult-nput ult-output MIMO nonlnar syst an t varyng as shown n ts coornat ol.. Aong th aaptv tchnus, yapunov s Drct tho was oftn us to rv th aaptaton law for nonlnar systs an to prov th stablty of th clos loop syst. h Extn Kalan Fltr EKF has bn an ffctv way for both stat an paratr staton n nonlnar systs. It calculats th optal Kalan gans on-ln for th lnarzaton of 8

35 th syst, an s rlatvly optal at stay stat. hs two thos ar canats for th aaptaton law for th snusoal BDC otor aaptv control. In rcnt yars, nural ntwors wr prsnt n nurous publcatons for thr applcaton n aaptv control Rovthas 999, Patno an u 000. Varous typs of nural ntwors wr ngag to approxat th unnown plant ynacs an th ntwor wght factors wr aaptvly upat on-ln. Howvr, th snusoal BDC otor ol. has bn wly us an prov ffctv for olng ts ynacs. It s not ncssary to us such a blac box ol, thrfor ths tho s not consr n ths rsarch. In th followng paragraphs, a fw rfrncs publsh n th past ca wll b rvw, whch ngag th aaptv tchnu canats for th snusoal BDC otor applcaton. Zhang t al. Zhang t al. 000 stu a class of frst-orr nonlnarly paratrz systs. By utlzng a spcal proprty of th systs consr, an ntgral-typ yapunov functon was ntrouc to construct a yapunov-bas controllr an paratr upatng laws. It was shown that globally asyptotc tracng coul b achv, an xplct transnt bouns on th tracng rror wr prov for ffrnt chocs of yapunov functons. Hotzl an Karsnt Hotzl an Karsnt 998 prsnt an aaptv fbac tracng stratgy for a class of uncrtan sngl-nput/sngl-output systs n strct paratrc fbac for wth nonlnar t-varyng paratrzaton. h tracng sch was bas on a bacstppng sgn. A local stablty rsult was obtan va yapunov argunts. 9

36 An aaptv control sch was propos Marno an o 999 to solv th asyptotc tracng output fbac probl for a class of obsrvabl, nu phas, nonlnar systs wth output pnnt nonlnarts ultplyng t-varyng paratrs. Proof of asyptotcal stablty was achv by showng yapunov stablty of th syst. oh t al. oh t al. 003 propos an aaptv controllr that nvolv two tunng functons that wr trn by a n-ax optzaton approach. h propos algorth was shown to b yapunov stabl an capabl of achvng zro tracng rror n stay stat. Zhang t al. Zhang t al. 003 propos a bacstppng controllr for lnar t varyng V systs wth nown an unnown paratrs. h controllr was rv by a srs of yapunov canat functons, global stablty was guarant by choosng crtan sgn paratrs proprly. Zhang an Ioannou Zhang an Ioannou 000 prsnt a nw crtanty uvalnc bas aaptv controllr by a cobnng bacstppng bas control law wth a noralz aaptv law. h nw aaptv controllr guarant stablty an prforanc, as wll as paratrc robustnss for th non-aaptv controllr wthout th us of hghr orr nonlnarts. ao an Chn ao an Chn 000 prsnt an xponntally stabl aaptv copnsaton for Coulob frcton n a spl srvo control syst. Stablty was prov usng th yapunov stablty thor. h propos sch prov xponntal convrgnc for th Coulob frcton coffcnt staton an stat tracng rrors vn wthout prsstncy of xctaton. 0

37 Kosatopoulos an Ioannou Kosatopoulos an Ioannou 00 propos a swtchng aaptv controllr for ult-nput nonlnar systs whos ynacs wr nonlnarly affct by xtrnal nput sturbancs. By ang us of th noton of robust control yapunov functons an a of vrson of th swtchng aaptv controllr t was shown that th propos controllr guarant boun clos loop sgnals an convrgnc of th stat to a rsual st. anon an saals anon an saals 000 arss th ol rfrnc aaptv control probl of lnar t-varyng plants. A grant-bas aaptv law wth projcton an noralzaton was rv to stat th unnown controllr paratrs. It was shown that, for a class of possbly fast t-varyng plants, bounnss of th clos loop sgnals an sall tracng rrors n th an-suar noralz sns coul b achv, prov that only th unstructur part of th sr controllr was slowly t-varyng. Qu Qu 00 propos that, spt of thr nonlnarty an t varanc, uncrtants or thr bounng functons coul b stat as long as thy wr gnrat by xosysts whos ols wr thr nown or partally nown. hs was ralz by fnng a control algorth that satsf functon, Q. Q & < 0 of th yapunov canat Mlan an Bortoff Mlan an Bortoff 999 prsnt an obsrvr bas aaptv control through bacstppng control approach, whch nsur asyptotcal stablty. Exprntal coparson wth a full stat fbac controllr show bttr transnt prforanc an sallr stay stat rror of ths obsrvr-bas controllr.

38 Jang an Hll Jang an Hll 999 prsnt a constructv robust aaptv nonlnar control sch that coul b classf as a robustfcaton of th aaptv bacstppng algorth. Sulatons of a spl pnulu wth unnown paratrs an wthout vlocty asurnt llustrat th prforanc of th controllr. Gobbo t al. Gobbo t al. 00 propos a snsor falur tcton an ntfcaton sch by usng an EKF to stat th fault-rlat paratrs, whch wr procss by a cson algorth to tct possbl falurs. Exprntal rsults, by applyng ffrnt typs of falurs on th snsors of th nvrt pnulu, valat th ffctvnss of th approach. Zn t al. Zn t al. prsnt an ffcnt scrt-t scon-orr ol of an nucton otor for th rotor flux an ral-t paratr staton usng an EKF. Exprntal rsults show grat accuracy an fast convrgnc of th stat paratrs. In concluson, yapunov s Drct tho s stll on of th ost coonly us ways for on-ln paratr staton n varous latst aaptv control applcatons. h Extn Kalan Fltr appars to b an opton for rvng nrct aaptaton law for any nonlnar systs. MRAC has bn on of th an approachs to aaptv control. hs thos wll b valuat for th nrct aaptv control applcaton on th snusoal BDC otor..6 Publcatons hr journal paprs an two confrnc paprs hav bn publsh urng th author s octoral stuy. h sngl paratr staton algorth usng th -axs currnt ynacs was prsnt n a SAE confrnc papr Zhu an Patanar 004. h ult-paratr staton algorth usng th -axs currnt ynacs procss was

39 prsnt n Arcan Control Confrnc 004 Patanar an Zhu 004. h ultparatr staton algorth wth th Gra-Scht procss was publsh n th Intrnatonal Journal of Vhcl Autoaton Systs Zhu an Patanar 006. h paratr staton algorths can also b plnt for agnostcs an actuator halth ontorng. A papr on ths topc was publsh n th Intrnatonal Journal of Autoaton an Control Patanar an Zhu 007. Anothr papr about olng an sulaton of a sngl cylnr ntrnal cobuston ngn Chang, Zhu an Patanar 007 was publsh on th rns n Appl Scncs Rsarch Journal..7 Suary Elctrcal Powr-Assst Strng systs wll lly b us for th futur powr strng systs bcaus of ts avantag of nrgy ffcncy, flxblty an rlablty. h snusoal brushlss DC otor has bn ntf as th ost sutabl canat actuator for th EPAS. h long srvc lf, harsh worng nvronnt an ass proucton pos otor paratr varaton probl for th EPAS actuator controllr. Aaptv control s an al tchnu to arss ths probl whl achvng th control goals. Spcfcally, th nrct aaptv control, th ol rfrnc aaptv control, th yapunov tho, an th Extn Kalan Fltr ar consr as canat aaptv tchnus for th snusoal BDC otor applcaton. hy wll b xplor n tal n latr chaptrs. h ssrtaton s organz as followng: Chaptr wll scuss th -ol of th snusoal BDC otor n tal. Bas on th -ol, Chaptr 3 wll prsnt svral nrct aaptv algorths that paratr ar stat by solvng algbrac uatons forulat by svral loops currnt fbac. In Chaptr 4, rcursv last suar 3

40 algorth an xtn Kalan fltr wll b rv for th paratr staton probl. Chaptr 5 wll prsnt a ol rfrnc aaptv controllr for th BDC otor applcaton. In Chaptr 6, th algorths vlop n Chaptr 3 to Chaptr 5 ar copar n clos loop sulaton of an EPAS ol an a sp control applcaton. Chaptr 7 wll scuss so practcal control plntaton ssus though sulaton of a uas-physcal ol of th BDC otor syst, nclung coponnts such as th nvrtr, th spac vctor puls wth oulaton SVPWM, an tc. Chaptr 8 wll conclu th ssrtaton an scuss so futur rsarch rctons. 4

41 Chaptr SINUSOIDA BRUSHESS DC MOOR MODEING A BDC otor s th cobnaton of a prannt agnt synchronous otor PMSM, an H-brg DC-AC nvrtr, a rotor poston fbac chans, an a gtal controllr. Fro a usrs prspctv, th otor only ns DC powr an os not hav coutaton vcs such as brushs, thus t s call a Brushlss DC otor. h controllr s usually sgn n slf-controll o. ogthr wth th H-brg nvrtr, t gnrats AC currnt n ach phas of th prannt agnt synchronous otor wth a DC powr supply. Assung al opraton of th nvrtr, a BDC otor s actually a PMSM otor. h rct uaratur ol, whch s a wll-stablsh ol for AC nucton otor an synchronous otor, can b us for th BDC otor ynacs analyss an control sgn. Snc ths rsarch anly concntrats on th snusoal BDC otor, an consrng th fact that ost snusoal BDC otors ar thr-phas Y-connct, a -axs ol for such otors wll b rv n ths chaptr, an toru/currnt control algorths bas on ths ol wll b scuss.. Prannt Magnt Synchronous Motor Molng h actual otor n a snusoal BDC Motor s a prannt agnt synchronous otor, whch conssts of a rotor wth prannt agnts an svral phass of snusoally strbut stator wnngs. A 3-phas PMSM ol s prsnt n ths scton an a -coornat ol s rv fro th 3-phas ol. 5

42 .. h thr-phas ol h lctrcal ynacs of a thr-phas PMSM otor can b ol as Khorra 003, Kraus 00: Φ3 V 3 R3. t V [ ] [, ], an [ Φ, Φ Φ ] whr, V V, 3 V, 3 3, 3 Φ ar th vctors of 3, th phas voltags, currnts, an fluxs rspctvly. R s th phas rsstanc. h flux 3 lnag vctor Φ 3 s gvn as Φ f f,. whr s th nuctanc atrx of th stator cols an f 3f f.4 3 f ar th uvalnt nuctanc of th prannt agnt on th rotor. h uantty f s th fcttous currnt u to th prannt agnt. h nuctanc trs n.3 an.4 can b calculat as cosn, a g p θ π a g cosnpθ, 3 π 33 a g cosnpθ, 3 6

43 a π g cosnpθ, 3 a π 3 3 g cosnpθ,.5 3 a 3 3 g cosn p θ, cos n, f 0 p θ π f 0 cos npθ, 3 π 3 f 0 cos npθ. 3 whr,,, an ar postv constants, n s th nubr of agnt pol a g 0 pars, an θ s th rotor poston. h frst trs of ths nuctanc trs stan for th nuctanc wthn th loop for by th stator ron an ar gap btwn th stator an th rotor, an thy ar nvarant to rotor poston. h scon trs rprsnt th nuctanc n th loop for by th stator ron an th prannt agnts. hy ar snusoal functons of th rotor angl bcaus th prannt agnts ar rotatng wth th rotor. h lctroagntc toru gnrat by th otor can b calculat as p θ 3f 3f.6 whr an s th nuctanc atrx 3 3 f.7 3 f ff an ff s a postv constant assocat to prannt agnts. It s notworthy that th nuctanc atrx n.3 an.7 ar sytrcal, an th nuctanc trs contan snusoal functons of th rotor angl wth a phas shft of 7 π 3

44 to ach othr. hs s u to th fact that th stator phass ar sytrcally strbut n th stator cylnrcal nnr surfac, an th stator phass ar ntcal n trs of thr agntc an lctrcal charactrstcs. Usng.5,.7 can b xpan as. 3 sn 3 sn sn 3 sn sn 3 sn 3 sn 3 sn sn π θ π θ θ π θ θ π θ π θ π θ θ p p p f p p p p g p p p p g p n n n n n n n n n n n n.8 h uatons. an.8 can b rctly us for AC synchronous otors n whch th phas currnts an voltags ar snusoal at a fx fruncy that s uvalnt to th rotor agntc fl sp. Howvr, thy ar not convnnt for varyng sp applcatons such as that of BDC otors, as th rotor angl s xplctly nvolv n ths uatons. hrfor, t s srabl to splfy ths uatons. h ost coonly us tho s to transfor th fro th stator phas coornats nto th rct uaratur coornats... h rct uaratur coornat ol Bfor prforng coornat transforatons, lt us s how th coornats ar fn. t us us a thr phas sngl agnt PMSM otor for llustraton, as shown n Fg.. h coornats stan for th rct uaratur coornats, an ths coornat syst s fx on th rotor agnt. h rct axs s algn wth th agnt north pol axs, an th uaratur axs s 90 gr countr-clocws to th axs. Slarly, a coornat syst, not as th ab coornats, s fn as th 8

45 fx fra on th stator. h a axs s algn to th phas axs, an th b axs s 90 gr countr-clocws to th a axs. h orgns n both coornats ar th cntr of th rotor. In ths xapl, th rotor angl θ s th angular splacnt btwn th coornats an th ab coornats. If th rotor s upp wth or than on par of prannt agnts, t can b ol wth an uvalnt sngl par agnt rotor wth rotor angls of n p θ, whr n p s th nubr of agnt pars. b θ a 3 Fgur. h thr stator phas, th coornats an th ab coornats In th confguraton shown n Fgur., th zro angl θ0 s th rotor poston whr th axs s algn to th a axs. Howvr, th zro angl rotor poston s not unu an can b fn n othr confguratons. For xapl, t coul b fn whn th an a axs ar algn. h zro-angl poston ay s to b trval for th 9

46 control an analyss n th coornats. Howvr, t s ssntal for th synchronzaton btwn th stator th rotor agntc fls. It trns th phas of alost all th snusoal functons nvolv n th - ab coornat transforaton an ts nvrs transforaton. h fnton of th zro-angl poston ust b consstnt n th coornat transforatons spcally whn plntng th controllr sgn n th coornats. In th followng sctons, th a- algnnt confguraton show n Fgur. s aopt. o splfy th phas ol., lt us xpan th flux trs by substtutng.3~.5 nto., t..9 θ θ 3 3 3f 3 3 f V3 R3 Notc that [ ] [ ] [ ].0a an slarly 3f θ [ ] 0..0b In aton, snc th nutral pont s not accssbl n alost all Y-connct BDC otors, accorng to Krchhoff frst law, th su of phas currnts ust b zro: [ ] 0..0c 3 Apparntly, th suaton of all thr uatons n.9 gvs a trval uaton wth zro on both ss. hs ncats that only two of th thr phas uatons ar npnnt, an t s possbl to transfor th nto splr fors., 30

47 h currnts, voltags an fluxs n th thr-stator phass can b consr as vctors n th stator fx ab coornats. hy can b projct to th a an b axs wth a transforaton f,. 0ab c f 3 whr stanng for,, or f v Φ. [ ] f f a f b s th vctor of transfor 0ab f 0 uantts. h transforaton atrx c s gvn by c Notc that th transforaton atrx satsfs c c I. h coffcnt nsurs 3 that th transforaton antans nrgy consrvaton. hrough th transforaton., th nuctanc atrx 3 bcos ab c c 0 a g cosn pθ g snn pθ..3 0 g snn pθ a g cosn pθ 3 Also, abf c 3f cos npθ..4 3 sn npθ h gnrat toru can b wrttn n th nw coornats as 3

48 [ ] cos sn 6 cos 3 sn 3 θ θ θ θ θ θ θ θ p b p a f p p b a g p b a p g p f f c c c c c c n n n n n n n 0abf 0ab 0ab 0ab 0ab 3f h lctrcal ynacs can b xprss n th coornats as 0ab 0ab 0ab 0abf 0ab 0ab 0ab 0ab V R t f θ θ..6 h frst uaton n th 3 vctor uaton.6 s algbrac snc th lnts of th frst row of ar zro, an, as shown n.0c, 0ab hrfor, th frst uaton can b gnor n th analyss of th ynacs an n th control sgn. h scon an thr uatons prov ffrntal uatons that govrn th ynacs of an : a b sn cos 6 sn cos cos sn 3 θ θ θ θ θ θ p p f p p b p a p b p a g p b a b a b a n n n n n n n n R v v & & ab.7 wth cos sn sn cos 3 θ θ θ θ p g a p g p g p g a n n n n ab..8 h orgnal thr phas ol. an.8 ar transfor nto th splr fors of.5 an.7 wth only two ynac uatons. Howvr, th rotor angular splacnt θ stll xplctly prsnts n th uatons. hs uatons ar stll nconvnnt for analyss an control sgn. 3

49 Rcall that th coornat syst s fx on th rotor, an th projcton fro th ab coornats to th coornats contan th snusoal functon of θ. It s possbl that th poston pnnc of th toru xprsson.5 an th lctrcal ynacs.7 can b lnat through th ab- projcton, whch s gvn by a transforaton f..9 0 pf 0ab whr 0 0 p 0 cos n pθ sn n pθ,.0 0 sn n pθ cos n pθ an slar to.. Cobn. an.9, h coornat varabls can b obtan fro th orgnal thr phas varabls by f f wth π π pc cos npθ cos npθ cos n 3 pθ π π sn npθ sn npθ sn n θ 3 p 3 Notc that I, whch ans ts nvrs s ual to ts transpos. Usng th transforaton., th nuctanc atrx n th coornats can b obtan as a g 0, a g an th nuctanc trs for th rotor prannt agnt n th coornats bco 33

50 f 3f Notc that both an o not xplctly pn on th rotor poston, an thy 0 0f ar uch splr than thr countrparts n th phas ol as shown n.3 an.4. o obtan th ynac uatons n th coornats, car ust b tan snc th transforaton atrx conssts of functons of th rotor angl. Not that Φ 3 3 3f f f f,.5 t t t an rcall that f s a constant, th lctrcal ynacs n th coornats can b rv fro. as 0 0 t 00 0f f V0 R0..6 t Notc that np t 0 0 Agan, th frst uaton n th 3 vctor uatons.6 s algbrac, an thrfor can b gnor. h ynac uatons n th coornats can b foun as t t R R n p p n K v, v..8 Slarly, th toru xprsson n.5 can b transfor nto th coornats as 34

51 6 3 n p g n p f..9 Introucng th notaton K, 3 a 3 a K 3n,, p g 3 n p g g f,.30 th lctrcal ynac ol of th BDC otor transfor nto th coornats as R np t R np t K K. K v, v In th toru uaton, th frst tr, K.3 ncats th contrbuton of th stator nucton flux, whl th scon tr K s th contrbuton of th prannt agnt flux. In th noral otor sp rang, th prannt agnts play th onant rol n th flux lnag. Hnc, n any applcatons th tr K s uch lowr than th K, an thrfor can b nglct. h toru uaton bcos K..3 h coornat ol of.3 s poston npnnt an thrfor or convnnt than th 3-phas ol of. for analyss an control purpos. It has bn us n any rfrncs for BDC otor control sgn. Slarly, all control algorths vlop n latr chaptrs wll b bas on ths -coornat ol. 35

52 ..3 Iplntaton of coornat controllrs Bfor ovng onto th control sgn topcs, th practcal plntaton of a controllr sgn on th coornat ol srvs a lttl bt or attnton. h coornat ol n.3 s poston npnnt, thus t s frnly for control vlopnt. Howvr, all physcally accssbl varabls fro a otor, such as currnt, voltag an bac EMF, ar n th stator phas oan. o practcally plnt a controllr sgn on th coornat ol, th coornat transforatons n. an.0 ust b on n ral t. hus, an actual BDC otor control syst ns a fw or functons than th coornat controllr alon, as shown n Fgur.. h asur phas currnts ust b transfor nto currnts n coornats, through two coornat transforatons. hn th controllr output voltags v, v ust b transfor bac to phas voltag for th ral otor. h phas voltags ar snusoal functons of th rotor angular poston. Usually so spcal oulaton tho such as th spac vctor puls wth oulaton SVPWM s nvolv to plnt ths altrnatv voltags fro th DC powr supply. h oulaton rurs wll-coornat softwar logc an powr lctroncs harwar opraton. 36

Mathematical Modelling and Predictive Control of Permanent Magnet Synchronous Motor Drives

Mathematical Modelling and Predictive Control of Permanent Magnet Synchronous Motor Drives ransactons on Elctrcal Engnrng, Vol. (), o. 4 4 athatcal ollng an Prctv ontrol o Prannt agnt ynchronos otor Drvs Květoslav la Dpt. o aptv ysts, Insttt o Inoraton hory an toaton o th R Po Voárnso věží 4,

More information

Small-Signal Analysis of BJT Differential Pairs

Small-Signal Analysis of BJT Differential Pairs 5/11/011 Dfferental Moe Sall Sgnal Analyss of BJT Dff Par 1/1 SallSgnal Analyss of BJT Dfferental Pars Now lets conser the case where each nput of the fferental par conssts of an entcal D bas ter B, an

More information

The Relationship Between Loss, Conductivity, and Dielectric Constant

The Relationship Between Loss, Conductivity, and Dielectric Constant Th Rlatonhp Btwn Lo, Conuctvty, an Dlctrc Contant Gnral xpron Th quton ha bn ak how lo, conuctvty, an lctrc contant ar ntrrlat. Anwrng th quton rqur a farly xtnv rvw of bac lctroagntc. Frt, au that on

More information

Authenticated Encryption. Jeremy, Paul, Ken, and Mike

Authenticated Encryption. Jeremy, Paul, Ken, and Mike uthntcatd Encrypton Jrmy Paul Kn and M Objctvs Examn thr mthods of authntcatd ncrypton and dtrmn th bst soluton consdrng prformanc and scurty Basc Componnts Mssag uthntcaton Cod + Symmtrc Encrypton Both

More information

Non-Linear and Unbalanced Three-Phase Load Static Compensation with Asymmetrical and Non Sinusoidal Supply

Non-Linear and Unbalanced Three-Phase Load Static Compensation with Asymmetrical and Non Sinusoidal Supply Non-Lnar and nbalancd Thr-Phas Load Statc Comnsaton wth Asymmtrcal and Non Snusodal Suly Rys S. Hrrra and P. Salmrón Elctrcal Engnrng Dartmnt Escula Poltécnca Suror, nvrsty of Hulva Ctra. Palos d la Frontra,

More information

Online Load Balancing and Correlated Randomness

Online Load Balancing and Correlated Randomness Onln Load Balancng and Corrlatd Randomnss Sharayu Moharr, Sujay Sanghav Wrlss Ntworng and Communcatons Group (WNCG) Dpartmnt of Elctrcal & Computr Engnrng Th Unvrsty of Txas at Austn Austn, TX 787, USA

More information

Physics 106 Lecture 12. Oscillations II. Recap: SHM using phasors (uniform circular motion) music structural and mechanical engineering waves

Physics 106 Lecture 12. Oscillations II. Recap: SHM using phasors (uniform circular motion) music structural and mechanical engineering waves Physics 6 Lctur Oscillations II SJ 7 th Ed.: Chap 5.4, Rad only 5.6 & 5.7 Rcap: SHM using phasors (unifor circular otion) Physical pndulu xapl apd haronic oscillations Forcd oscillations and rsonanc. Rsonanc

More information

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST:

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST: .4 Eponntial Functions: Diffrntiation an Intgration TOOTLIFTST: Eponntial functions ar of th form f ( ) Ab. W will, in this sction, look at a spcific typ of ponntial function whr th bas, b, is.78.... This

More information

Inertial Navigation. Academic Year 2008/09. Master of Science in Computer Engineering, Environmental and Land Planning Engineering

Inertial Navigation. Academic Year 2008/09. Master of Science in Computer Engineering, Environmental and Land Planning Engineering Inrtal Navgaton camc Yar 8/9 Mastr o Scnc n Computr Engnrng, Envronmntal an Lan Plannng Engnrng Inrtal navgaton Rrnc systms Inrtal snsors Navgaton quatons Error bugt Psuo nrtal systm - orgn n th Earth

More information

ERLANG C FORMULA AND ITS USE IN THE CALL CENTERS

ERLANG C FORMULA AND ITS USE IN THE CALL CENTERS IFORTIO D OUITIO TEHOLOGIES D SERVIES, VOL. 9, O., RH 2 7 ERLG FORUL D ITS USE I THE LL ETERS Er HROY., Tbor ISUTH., atj KVKY. Dpartmnt of Tlcommuncatons, Faculty of Elctrcal Engnrng and Informaton Tchnology,

More information

An RSA-based (t, n) threshold proxy signature scheme with freewill identities

An RSA-based (t, n) threshold proxy signature scheme with freewill identities Int. J. Informaton an Computr Scurty, Vol. 1, No. 1/2, 27 21 An RSA-bas (t, n) thrshol proxy sgnatur schm wth frwll ntts Ya-Fn Chang Grauat Insttut of Accountng, Natonal Chung Hsng Unvrsty, Tachung 42,

More information

Bipolar Junction Transistor

Bipolar Junction Transistor 53: Smconductor vc hory nstructor: ragca aslska partmnt of lctrcal ngnrng Arzona Stat Unvrsty polar Juncton ransstor 53: Smconductor vc hory Outln. ntroducton. haractrstcs of a J 3. rakdown n J 4. Gomtry

More information

Reliability-Driven Reputation Based Scheduling for Public-Resource Computing Using GA

Reliability-Driven Reputation Based Scheduling for Public-Resource Computing Using GA 2009 Intrnatonal Confrnc on Advancd Informaton Ntworkng and Applcatons Rlablty-Drvn Rputaton Basd Schdulng for Publc-Rsourc Computng Usng GA Xaofng Wang #, Ch Shn Yo*, Rakumar Buyya* 2, Jnshu Su # 2 #Collg

More information

Section G3: Differential Amplifiers

Section G3: Differential Amplifiers Scton G3: Dffrntal Amplfrs h dffrntal amplfr may b mplmntd usng Js or Fs and s a commonly usd buldng block n analog dsgn. W ar gong to b concntratng on th J mplmntaton of th dffrntal par as mttr-coupld,

More information

Control of Perceived Quality of Service in Multimedia Retrieval Services: Prediction-based mechanism vs. compensation buffers

Control of Perceived Quality of Service in Multimedia Retrieval Services: Prediction-based mechanism vs. compensation buffers 1 Control of Prcvd Qualty of Srvc n ultmda Rtrval Srvcs: Prdcton-basd mchansm vs. compnsaton buffrs Aurlo La Cort, Alfo Lombardo, Srgo Palazzo, Govann Schmbra Isttuto d Informatca Tlcomuncazon, Unvrsty

More information

The Beer-Bouguer-Lambert law. Concepts of extinction (scattering plus absorption) and emission. Schwarzschild s equation.

The Beer-Bouguer-Lambert law. Concepts of extinction (scattering plus absorption) and emission. Schwarzschild s equation. Lctur. Th Br-Bougur-Lambrt law. Concpt of xtncton cattrng plu aborpton and mon. Schwarzchld quaton. Objctv:. Th Br-Bougur-Lambrt law. Concpt of xtncton cattrng aborpton and mon. Optcal dpth.. A dffrntal

More information

ANALYSIS OF ORDER-UP-TO-LEVEL INVENTORY SYSTEMS WITH COMPOUND POISSON DEMAND

ANALYSIS OF ORDER-UP-TO-LEVEL INVENTORY SYSTEMS WITH COMPOUND POISSON DEMAND 8 th Intrnatonal Confrnc of Modlng and Smulaton - MOSIM - May -2, 2 - Hammamt - Tunsa Evaluaton and optmzaton of nnovatv producton systms of goods and srvcs ANALYSIS OF ORDER-UP-TO-LEVEL INVENTORY SYSTEMS

More information

PRACTICAL ADVANTAGES OF USING THE MECHANICS OF CONTINUUM TO ANALYSE DEFORMATIONS OBTAINED FROM GEODETIC SURVEY

PRACTICAL ADVANTAGES OF USING THE MECHANICS OF CONTINUUM TO ANALYSE DEFORMATIONS OBTAINED FROM GEODETIC SURVEY PRACTICAL ADVANTAGES OF USING THE MECHANICS OF CONTINUUM TO ANALYSE DEFORMATIONS OBTAINED FROM GEODETIC SURVEY Mlan TALICH Rsarch Insttut of Godsy, Topography and Cartography, Zdby 98, CZ-5 66, Czch Rpublc

More information

TRACKING PERFORMANCE OF GPS RECEIVERS WITH MORE THAN ONE MULTIPATH

TRACKING PERFORMANCE OF GPS RECEIVERS WITH MORE THAN ONE MULTIPATH TRACKING ERFORANCE OF GS RECEIVERS WITH ORE THAN ONE ULTIATH ABSTRACT Chrstoph ACABIAU, Bnoît ROTURIER, Abdlahad BENHALLA CNS Rsarch Laboratory of th ENAC, ENAC, 7 avnu Edouard Bln, B 45, 3155 TOULOUSE

More information

Life Analysis for the Main bearing of Aircraft Engines

Life Analysis for the Main bearing of Aircraft Engines f Analyss for th Man barng of Arcraft Engns Png n a, Xaolng Zhang a, png H a, anglang Dng a a School of Mchancs, Elctronc, and Industral Engnrng, Unvrsty of Elctronc Scnc and Tchnology of Chna, Chngdu,

More information

Section 3: Logistic Regression

Section 3: Logistic Regression Scton 3: Logstc Rgrsson As our motvaton for logstc rgrsson, w wll consdr th Challngr dsastr, th sx of turtls, collg math placmnt, crdt card scorng, and markt sgmntaton. Th Challngr Dsastr On January 28,

More information

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ).

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ). PROCEDIMIENTO DE RECUPERACION Y COPIAS DE SEGURIDAD DEL CORTAFUEGOS LINUX P ar a p od e r re c u p e ra r nu e s t r o c o rt a f u e go s an t e un d es a s t r e ( r ot u r a d e l di s c o o d e l a

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

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

Term Structure of Interest Rates: The Theories

Term Structure of Interest Rates: The Theories Handou 03 Econ 333 Abdul Munasb Trm Srucur of Inrs Ras: Th Thors Trm Srucur Facs Lookng a Fgur, w obsrv wo rm srucur facs Fac : Inrs ras for dffrn maurs nd o mov oghr ovr m Fac : Ylds on shor-rm bond mor

More information

Van der Waals Forces Between Atoms

Van der Waals Forces Between Atoms Van dr Waals Forcs twn tos Michal Fowlr /8/7 Introduction Th prfct gas quation of stat PV = NkT is anifstly incapabl of dscribing actual gass at low tpraturs, sinc thy undrgo a discontinuous chang of volu

More information

Modern Portfolio Theory (MPT) Statistics

Modern Portfolio Theory (MPT) Statistics Modrn Portfolo Thory (MPT) Statstcs Mornngstar Mthodology Papr Novmr 30, 007 007 Mornngstar, Inc. All rghts rsrvd. Th nformaton n ths documnt s th proprty of Mornngstar, Inc. Rproducton or transcrpton

More information

Sun Synchronous Orbits for the Earth Solar Power Satellite System

Sun Synchronous Orbits for the Earth Solar Power Satellite System Sun Synchrnus Orbts fr th Earth Sar Pwr Satt Systm Sm f th mst prmsng rbts fr th Earth Sar Pwr Systm ar crcuar Sun synchrnus rbts whch nvr ntr Earth's shaw. In ths rbts, gravty grant stabz "pwr twrs" w

More information

INFLUENCE OF DEBT FINANCING ON THE EFFECTIVENESS OF THE INVESTMENT PROJECT WITHIN THE MODIGLIANIMILLER THEORY

INFLUENCE OF DEBT FINANCING ON THE EFFECTIVENESS OF THE INVESTMENT PROJECT WITHIN THE MODIGLIANIMILLER THEORY VOUME 2, 2 NFUENCE OF DEBT FNANCNG ON THE EFFECTVENE OF THE NVETMENT PROJECT WTHN THE MODGANMER THEORY Pr Brusov, Taaa Flaova, Naal Orhova, Pavl Brusov, Nasa Brusova Fac Uvrsy ur h Govrm of h Russa Frao,

More information

Lecture 33: Quantum Mechanical Spin

Lecture 33: Quantum Mechanical Spin Lctu 33: Quantu Mcancal pn Py85 Fall 9 Intnc pn Epcally w av foun tat ot patcl av an atonal ntnal g of fo call pn T tn-glac pnt 9): Eac typ of patcl a a ct nub of ntnal tat: tat --> pn _ 3 tat --> pn Etc.

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

Multiple stage amplifiers

Multiple stage amplifiers Multple stage amplfers Ams: Examne a few common 2-transstor amplfers: -- Dfferental amplfers -- Cascode amplfers -- Darlngton pars -- current mrrors Introduce formal methods for exactly analysng multple

More information

[ ] These are the motor parameters that are needed: Motor voltage constant. J total (lb-in-sec^2)

[ ] These are the motor parameters that are needed: Motor voltage constant. J total (lb-in-sec^2) MEASURING MOOR PARAMEERS Fil: Motor paramtrs hs ar th motor paramtrs that ar ndd: Motor voltag constant (volts-sc/rad Motor torqu constant (lb-in/amp Motor rsistanc R a (ohms Motor inductanc L a (Hnris

More information

Description of the Force Method Procedure. Indeterminate Analysis Force Method 1. Force Method con t. Force Method con t

Description of the Force Method Procedure. Indeterminate Analysis Force Method 1. Force Method con t. Force Method con t Indeternate Analyss Force Method The force (flexblty) ethod expresses the relatonshps between dsplaceents and forces that exst n a structure. Prary objectve of the force ethod s to deterne the chosen set

More information

Support Vector Machines

Support Vector Machines Support Vector Machnes Max Wellng Department of Computer Scence Unversty of Toronto 10 Kng s College Road Toronto, M5S 3G5 Canada wellng@cs.toronto.edu Abstract Ths s a note to explan support vector machnes.

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

Least Squares Fitting of Data

Least Squares Fitting of Data Least Squares Fttng of Data Davd Eberly Geoetrc Tools, LLC http://www.geoetrctools.co/ Copyrght c 1998-2016. All Rghts Reserved. Created: July 15, 1999 Last Modfed: January 5, 2015 Contents 1 Lnear Fttng

More information

Basic Queueing Theory M/M/* Queues. Introduction

Basic Queueing Theory M/M/* Queues. Introduction Basc Queueng Theory M/M/* Queues These sldes are created by Dr. Yh Huang of George Mason Unversty. Students regstered n Dr. Huang's courses at GMU can ake a sngle achne-readable copy and prnt a sngle copy

More information

The influence of advertising on the purchase of pharmaceutical products

The influence of advertising on the purchase of pharmaceutical products Th nflunc of advrtsng on th purchas of pharmacutcal products Jana VALEČKOVÁ, VŠB-TU Ostrava Abstract Th sz of th pharmacutcal markt and pharmacutcal sals s ncrasng constantly. Th markt s floodd wth nw

More information

DEGREES OF EQUIVALENCE IN A KEY COMPARISON 1 Thang H. L., Nguyen D. D. Vietnam Metrology Institute, Address: 8 Hoang Quoc Viet, Hanoi, Vietnam

DEGREES OF EQUIVALENCE IN A KEY COMPARISON 1 Thang H. L., Nguyen D. D. Vietnam Metrology Institute, Address: 8 Hoang Quoc Viet, Hanoi, Vietnam DEGREES OF EQUIVALECE I A EY COMPARISO Thang H. L., guyen D. D. Vetnam Metrology Insttute, Aress: 8 Hoang Quoc Vet, Hano, Vetnam Abstract: In an nterlaboratory key comparson, a ata analyss proceure for

More information

Implementation of Deutsch's Algorithm Using Mathcad

Implementation of Deutsch's Algorithm Using Mathcad Implementaton of Deutsch's Algorthm Usng Mathcad Frank Roux The followng s a Mathcad mplementaton of Davd Deutsch's quantum computer prototype as presented on pages - n "Machnes, Logc and Quantum Physcs"

More information

Establishing Wireless Conference Calls Under Delay Constraints

Establishing Wireless Conference Calls Under Delay Constraints Establishing Wirlss Confrnc Calls Undr Dlay Constraints Aotz Bar-Noy aotz@sci.brooklyn.cuny.du Grzgorz Malwicz grg@cs.ua.du Novbr 17, 2003 Abstract A prvailing fatur of obil tlphony systs is that th cll

More information

Automatic Gain Control (AGC) circuits Theory and design by Isaac Martinez G.

Automatic Gain Control (AGC) circuits Theory and design by Isaac Martinez G. EE35 Analog ntgratd rcuts ntroducton Automatc Gan ontrol (AG crcuts Thory and dsgn by saac Martnz G. n th arly yars of rado crcuts, fadng (dfnd as slow varatons n th ampltud of th rcvd sgnals rqurd contnung

More information

Finite Dimensional Vector Spaces.

Finite Dimensional Vector Spaces. Lctur 5. Ft Dmsoal Vctor Spacs. To b rad to th musc of th group Spac by D.Maruay DEFINITION OF A LINEAR SPACE Dfto: a vctor spac s a st R togthr wth a oprato calld vctor addto ad aothr oprato calld scalar

More information

Linear Circuits Analysis. Superposition, Thevenin /Norton Equivalent circuits

Linear Circuits Analysis. Superposition, Thevenin /Norton Equivalent circuits Lnear Crcuts Analyss. Superposton, Theenn /Norton Equalent crcuts So far we hae explored tmendependent (resste) elements that are also lnear. A tmendependent elements s one for whch we can plot an / cure.

More information

arijit_laha@infosys.com

arijit_laha@infosys.com art_laha@nfosys.com ABSRAC Enhancmnt of tchnology-basd systm support for knowldg workrs s an ssu of grat mportanc. h Knowldg work Support Systm (KwSS) framwork analyzs ths ssu from a holstc prspctv. KwSS

More information

Extending Probabilistic Dynamic Epistemic Logic

Extending Probabilistic Dynamic Epistemic Logic Extendng Probablstc Dynamc Epstemc Logc Joshua Sack May 29, 2008 Probablty Space Defnton A probablty space s a tuple (S, A, µ), where 1 S s a set called the sample space. 2 A P(S) s a σ-algebra: a set

More information

Financial Mathematics

Financial Mathematics Financial Mathatics A ractical Guid for Actuaris and othr Businss rofssionals B Chris Ruckan, FSA & Jo Francis, FSA, CFA ublishd b B rofssional Education Solutions to practic qustions Chaptr 7 Solution

More information

) of the Cell class is created containing information about events associated with the cell. Events are added to the Cell instance

) of the Cell class is created containing information about events associated with the cell. Events are added to the Cell instance Calbraton Method Instances of the Cell class (one nstance for each FMS cell) contan ADC raw data and methods assocated wth each partcular FMS cell. The calbraton method ncludes event selecton (Class Cell

More information

The dynamics of international trade invoicing

The dynamics of international trade invoicing Th ynamc of ntrnatonal tra nvocng Lna S. Golbrg Fral Rrv Ban of Nw Yor an NBER Cérc Tll Gnva Grauat Inttut for Intrnatonal an Dvlopmnt Stu an CEPR Jun 4 009 Prlmnary an ncomplt frt raft. Pla o not ct or

More information

Modelling Exogenous Variability in Cloud Deployments

Modelling Exogenous Variability in Cloud Deployments Modllng Exognous Varablty n Cloud Dploymnts Gulano Casal 1 Mrco Trbaston 2 g.casal@mpral.ac.u trbaston@pst.f.lmu.d 1 : Impral Collg London, London, Untd Kngdom 2 : Ludwg-Maxmlans-Unvrstät, Munch, Grmany

More information

Blind Estimation of Transmit Power in Wireless Networks

Blind Estimation of Transmit Power in Wireless Networks Bln Estmaton of Transmt Power n Wreless Networks Murtaza Zafer (IBM Research), Bongjun Ko (IBM Research), Chatschk Bskan (IBM Research) an Ivan Ho (Imperal College, UK) Transmt-power Estmaton: Problem

More information

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ). REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or

More information

VRT012 User s guide V0.1. Address: Žirmūnų g. 27, Vilnius LT-09105, Phone: (370-5) 2127472, Fax: (370-5) 276 1380, Email: info@teltonika.

VRT012 User s guide V0.1. Address: Žirmūnų g. 27, Vilnius LT-09105, Phone: (370-5) 2127472, Fax: (370-5) 276 1380, Email: info@teltonika. VRT012 User s gude V0.1 Thank you for purchasng our product. We hope ths user-frendly devce wll be helpful n realsng your deas and brngng comfort to your lfe. Please take few mnutes to read ths manual

More information

CHAPTER 4c. ROOTS OF EQUATIONS

CHAPTER 4c. ROOTS OF EQUATIONS CHAPTER c. ROOTS OF EQUATIONS A. J. Clark School o Enginring Dpartmnt o Civil and Environmntal Enginring by Dr. Ibrahim A. Aakka Spring 00 ENCE 03 - Computation Mthod in Civil Enginring II Dpartmnt o Civil

More information

Reputation Management for DHT-based Collaborative Environments *

Reputation Management for DHT-based Collaborative Environments * Rputaton Managmnt for DHT-basd Collaboratv Envronmnts * Natalya Fdotova, Luca Vltr Unvrsty of Parma, Italy Abstract Ths artcl addrsss a problm of ntgraton of rputaton managmnt mchansms and lookup procsss

More information

Σ I in = Σ I out E = IR 1 + IR 2 FXA 2008 KIRCHHOFF S LAWS 1. Candidates should be able to : LAW 1 (K1)

Σ I in = Σ I out E = IR 1 + IR 2 FXA 2008 KIRCHHOFF S LAWS 1. Candidates should be able to : LAW 1 (K1) UNT G482 Module 3 2.3.1 Series & Parallel Circuits Candidates should be able to : KRCHHOFF S LAWS 1 LAW 1 (K1) State Kirchhoff s second law and appreciate that it is a consequence of conservation of energy.

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12 14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed

More information

http://www.wwnorton.com/chemistry/tutorials/ch14.htm Repulsive Force

http://www.wwnorton.com/chemistry/tutorials/ch14.htm Repulsive Force ctivation nrgis http://www.wwnorton.com/chmistry/tutorials/ch14.htm (back to collision thory...) Potntial and Kintic nrgy during a collision + + ngativly chargd lctron cloud Rpulsiv Forc ngativly chargd

More information

An Electricity Trade Model for Microgrid Communities in Smart Grid

An Electricity Trade Model for Microgrid Communities in Smart Grid An Electrcty Trade Model for Mcrogrd Countes n Sart Grd Tansong Cu, Yanzh Wang, Shahn Nazaran and Massoud Pedra Unversty of Southern Calforna Departent of Electrcal Engneerng Los Angeles, CA, USA {tcu,

More information

CUTTING METHODS AND CARTESIAN ROBOTS KESME YÖNTEMLERİ VE KARTEZYEN ROBOTLAR

CUTTING METHODS AND CARTESIAN ROBOTS KESME YÖNTEMLERİ VE KARTEZYEN ROBOTLAR ournal of Naval Scinc and Enginring 2009, Vol. 5, No.2, pp. 35-42 CUTTING METHODS AND CARTESIAN ROBOTS Asst. Prof. Ugur SIMSIR, Lt.Cdr. Turkish Naval Acady Mchanical Enginring Dpartnt Tuzla, Istanbul,Turkiy

More information

Probabilistic maintenance and asset management on moveable storm surge barriers

Probabilistic maintenance and asset management on moveable storm surge barriers Probabilistic maintnanc an asst managmnt on movabl storm surg barrirs Patrick Wbbrs Ministry of Transport, Public Works an Watr Managmnt Civil Enginring Division A n a l y s O n r h o u F a a l k a n s

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

Protecting E-Commerce Systems From Online Fraud

Protecting E-Commerce Systems From Online Fraud Protctng E-Commrc Systms From Onln Fraud Frst Author P.PhanAlkhya Studnt, Dpartmnt of Computr Scnc and Engnrng, QIS Collg of Engnrng & Tchnology, ongol, Andhra Pradsh, Inda. Scond Author Sk.Mahaboob Basha

More information

Mininum Vertex Cover in Generalized Random Graphs with Power Law Degree Distribution

Mininum Vertex Cover in Generalized Random Graphs with Power Law Degree Distribution Mnnum Vrtx Covr n Gnralzd Random Graphs wth Powr Law Dgr Dstrbuton André L Vgnatt a, Murlo V G da Slva b a DINF Fdral Unvrsty of Paraná Curtba, Brazl b DAINF Fdral Unvrsty of Tchnology - Paraná Curtba,

More information

Game of Platforms: Strategic Expansion into Rival (Online) Territory

Game of Platforms: Strategic Expansion into Rival (Online) Territory Gam of Platforms: Stratgc Expanson nto Rval (Onln) Trrtory Sagt Bar-Gll Ϯ Abstract Onln platforms, such as Googl, Facbook, or Amazon, ar constantly xpandng thr actvts, whl ncrasng th ovrlap n thr srvc

More information

EXAMPLE PROBLEMS SOLVED USING THE SHARP EL-733A CALCULATOR

EXAMPLE PROBLEMS SOLVED USING THE SHARP EL-733A CALCULATOR EXAMPLE PROBLEMS SOLVED USING THE SHARP EL-733A CALCULATOR 8S CHAPTER 8 EXAMPLES EXAMPLE 8.4A THE INVESTMENT NEEDED TO REACH A PARTICULAR FUTURE VALUE What amount must you nvest now at 4% compoune monthly

More information

Sharp bounds for Sándor mean in terms of arithmetic, geometric and harmonic means

Sharp bounds for Sándor mean in terms of arithmetic, geometric and harmonic means Qian t al. Journal of Inqualitis and Applications (015) 015:1 DOI 10.1186/s1660-015-0741-1 R E S E A R C H Opn Accss Sharp bounds for Sándor man in trms of arithmtic, gomtric and harmonic mans Wi-Mao Qian

More information

Faraday's Law of Induction

Faraday's Law of Induction Introducton Faraday's Law o Inducton In ths lab, you wll study Faraday's Law o nducton usng a wand wth col whch swngs through a magnetc eld. You wll also examne converson o mechanc energy nto electrc energy

More information

HALL EFFECT SENSORS AND COMMUTATION

HALL EFFECT SENSORS AND COMMUTATION OEM770 5 Hall Effect ensors H P T E R 5 Hall Effect ensors The OEM770 works wth three-phase brushless motors equpped wth Hall effect sensors or equvalent feedback sgnals. In ths chapter we wll explan how

More information

SPECIAL VOWEL SOUNDS

SPECIAL VOWEL SOUNDS SPECIAL VOWEL SOUNDS Plas consult th appropriat supplmnt for th corrsponding computr softwar lsson. Rfr to th 42 Sounds Postr for ach of th Spcial Vowl Sounds. TEACHER INFORMATION: Spcial Vowl Sounds (SVS)

More information

Fitting Experimental Data to Straight Lines (Including Error Analysis)

Fitting Experimental Data to Straight Lines (Including Error Analysis) prpard by Anntt D. Shn, August 006 Fttng Eprmntal Data to Straght Lns Includng Error Analyss Th purpos of ths documnt s to assst studnts wth statstcal analyss of prmntal data by lstng som quatons for straght

More information

NOTE: The Flatpak version has the same pinouts (Connection Diagram) as the Dual In-Line Package. *MR for LS160A and LS161A *SR for LS162A and LS163A

NOTE: The Flatpak version has the same pinouts (Connection Diagram) as the Dual In-Line Package. *MR for LS160A and LS161A *SR for LS162A and LS163A BCD DECADE COUNTERS/ 4-BIT BINARY COUNTERS The LS160A/ 161A/ 162A/ 163A are hgh-speed 4-bt synchronous counters. They are edge-trggered, synchronously presettable, and cascadable MSI buldng blocks for

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

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives Unit Stats Gnral Accounting Offic Washington, DC 20548 Halth, Eucation, an Human Srvics Division B-285141 April 21, 2000 Th Honorabl Charls B. Rangl Ranking Minority Mmbr Committ on Ways an Mans Hous of

More information

Foreign Exchange Markets and Exchange Rates

Foreign Exchange Markets and Exchange Rates Microconomics Topic 1: Explain why xchang rats indicat th pric of intrnational currncis and how xchang rats ar dtrmind by supply and dmand for currncis in intrnational markts. Rfrnc: Grgory Mankiw s Principls

More information

Managing the Outsourcing of Two-Level Service Processes: Literature Review and Integration

Managing the Outsourcing of Two-Level Service Processes: Literature Review and Integration Procdns of th 43rd Hawa Intrnatonal Confrnc on Systm Scncs - 2010 Manan th Outsourcn of Two-Lvl Srvc Procsss: Ltratur Rvw and Intraton Edal Pnkr Unvrsty of Rochstr pnkr@smon.rochstr.du Robrt Shumsky Dartmouth

More information

New Basis Functions. Section 8. Complex Fourier Series

New Basis Functions. Section 8. Complex Fourier Series Nw Basis Functions Sction 8 Complx Fourir Sris Th complx Fourir sris is prsntd first with priod 2, thn with gnral priod. Th connction with th ral-valud Fourir sris is xplaind and formula ar givn for convrting

More information

How To Write A Recipe Card

How To Write A Recipe Card Employng Rlvanc Fdback to mbd Contnt and Srvc Importanc nto th Slcton Procss of Compost Cloud Srvcs Dmosthns Kyrazs, Nkolaos Doulams, Gorg Kousours, Andras nychtas, arnos Thmstoclous, Vasslos C. Vscouks

More information

A Novel Dynamic Role-Based Access Control Scheme in User Hierarchy

A Novel Dynamic Role-Based Access Control Scheme in User Hierarchy Journal of Coputatonal Inforaton Systes 6:7(200) 2423-2430 Avalable at http://www.jofcs.co A Novel Dynac Role-Based Access Control Schee n User Herarchy Xuxa TIAN, Zhongqn BI, Janpng XU, Dang LIU School

More information

Advantageous Selection versus Adverse Selection in Life Insurance Market

Advantageous Selection versus Adverse Selection in Life Insurance Market Covr Pag Advantagous Slcton vrsus Advrs Slcton n f Insuranc Markt Ghadr Mahdav mahdav@conomcs.mbo.mda.kyoto-u.ac.j Post Doctoral Rsarch Assocat: Jaan Socty for th Promoton of Scnc JSPS, Graduat School

More information

Buffer Management Method for Multiple Projects in the CCPM-MPL Representation

Buffer Management Method for Multiple Projects in the CCPM-MPL Representation Industra ngnrng & Managmnt Systms Vo No 4 Dcmbr 22 pp.397-45 ISSN 598-7248 ISSN 2234-6473 http://dx.do.org/.7232/ms.22..4.397 22 KII Buffr Managmnt Mthod for Mutp Projcts n th CCPM-MP Rprsntaton Nguyn

More information

where the coordinates are related to those in the old frame as follows.

where the coordinates are related to those in the old frame as follows. Chapter 2 - Cartesan Vectors and Tensors: Ther Algebra Defnton of a vector Examples of vectors Scalar multplcaton Addton of vectors coplanar vectors Unt vectors A bass of non-coplanar vectors Scalar product

More information

Lagrangian Dynamics: Virtual Work and Generalized Forces

Lagrangian Dynamics: Virtual Work and Generalized Forces Admssble Varatons/Vrtual Dsplacements 1 2.003J/1.053J Dynamcs and Control I, Sprng 2007 Paula Echeverr, Professor Thomas Peacock 4/4/2007 Lecture 14 Lagrangan Dynamcs: Vrtual Work and Generalzed Forces

More information

The circuit shown on Figure 1 is called the common emitter amplifier circuit. The important subsystems of this circuit are:

The circuit shown on Figure 1 is called the common emitter amplifier circuit. The important subsystems of this circuit are: polar Juncton Transstor rcuts Voltage and Power Amplfer rcuts ommon mtter Amplfer The crcut shown on Fgure 1 s called the common emtter amplfer crcut. The mportant subsystems of ths crcut are: 1. The basng

More information

Quality of Service Analysis and Control for Wireless Sensor Networks

Quality of Service Analysis and Control for Wireless Sensor Networks Qualty of ervce Analyss and Control for Wreless ensor Networs Jaes Kay and Jeff Frol Unversty of Veront ay@uv.edu, frol@eba.uv.edu Abstract hs paper nvestgates wreless sensor networ spatal resoluton as

More information

is knowing the car market inside out.

is knowing the car market inside out. Exprts s knowng th car markt nsd out. Vokswagn Group Lasng s both a ft managmnt company and a dvson of Vokswagn Fnanca Srvcs (UK) Lmtd. Ths aows us to offr a comprhnsv rang of srvcs wth packags to sut

More information

Stress and Strain Tensors Deformation and Strain

Stress and Strain Tensors Deformation and Strain MCEN 503/ASEN 50 Chaptr 4 Strss and Stran Tnsors Dformaton and Stran Fall, 006 Dformaton and Stran Dsplacmnt & Dformaton Dsplacmnt: A vctor or th magntd of a vctor from th ntal poston to a sbsqnt poston

More information

Lecture 2: Single Layer Perceptrons Kevin Swingler

Lecture 2: Single Layer Perceptrons Kevin Swingler Lecture 2: Sngle Layer Perceptrons Kevn Sngler kms@cs.str.ac.uk Recap: McCulloch-Ptts Neuron Ths vastly smplfed model of real neurons s also knon as a Threshold Logc Unt: W 2 A Y 3 n W n. A set of synapses

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

Bank Incentives, Economic Specialization, and Financial Crises in Emerging Economies

Bank Incentives, Economic Specialization, and Financial Crises in Emerging Economies Bank Incntvs, Economc Spcalzaton, and nancal Crss n Emrgng Economs Amar Gand a,*, Kos John b, and mma W. Snbt c a Cox School of Busnss, Southrn Mthodst Unvrsty, 6 Bshop Blvd., Dallas, TX 7575 USA b Strn

More information

How Much to Bet on Video Poker

How Much to Bet on Video Poker How Much to Bet on Vdeo Poker Trstan Barnett A queston that arses whenever a gae s favorable to the player s how uch to wager on each event? Whle conservatve play (or nu bet nzes large fluctuatons, t lacks

More information

Outside Cut 1 of fabric Cut 1 of interfacing

Outside Cut 1 of fabric Cut 1 of interfacing a a Outsi Cut o abric Cut o intracing a a b b Outsi Cut o abric Cut o intracing Placmnt lin or Mony Pockts Dix Not: F. Cut Fol b. Pin t /8 in 5. Nx bottom pics sw th 6. For t Prss, 7. Lay togth on th 8.

More information

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years Claim#:021914-174 Initials: J.T. Last4SSN: 6996 DOB: 5/3/1970 Crime Date: 4/30/2013 Status: Claim is currently under review. Decision expected within 7 days Claim#:041715-334 Initials: M.S. Last4SSN: 2957

More information

Calculating the high frequency transmission line parameters of power cables

Calculating the high frequency transmission line parameters of power cables < ' Calculatng the hgh frequency transmsson lne parameters of power cables Authors: Dr. John Dcknson, Laboratory Servces Manager, N 0 RW E B Communcatons Mr. Peter J. Ncholson, Project Assgnment Manager,

More information

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange

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

Stochastic Models of Load Balancing and Scheduling in Cloud Computing Clusters

Stochastic Models of Load Balancing and Scheduling in Cloud Computing Clusters 01 Proceedngs IEEE INFOCOM Stochastc Models of Load Balancng and Schedulng n Cloud Coputng Clusters Sva heja Magulur and R. Srkant Departent of ECE and CSL Unversty of Illnos at Urbana-Chapagn sva.theja@gal.co;

More information

21 Vectors: The Cross Product & Torque

21 Vectors: The Cross Product & Torque 21 Vectors: The Cross Product & Torque Do not use our left hand when applng ether the rght-hand rule for the cross product of two vectors dscussed n ths chapter or the rght-hand rule for somethng curl

More information