Practical Pinch Torque Detection Algorithm for Anti-Pinch Window Control System Application

Size: px
Start display at page:

Download "Practical Pinch Torque Detection Algorithm for Anti-Pinch Window Control System Application"

Transcription

1 un -5, IEX, Gyonggi-Do, ora Praial Pinh orqu Dion Algorih for Ani-Pinh Windo Conrol Sys Aliaion Hy-in L*, Won-Sang Ra**, a-sung oon*** and in-a Park * * Darn of Elrial and Elronis Enginring, onsi Unirsiy, Soul, ora (l : ; E-ail: aslhj@onrol.yonsi.a.kr) **Guidan and Conrol Darn, Agny for Dfns Dlon, ajon, ora (l : ; E-ail: onsang@ail.o) ***Darn of Elrial Enginring, Changon aional Unirsiy, Changon, ora (l: ; E-ail: syoon@hangon.a.kr) Absra: A raial inh orqu siaor basd on h alan filr is roosd for lo-os ani-inh indo onrol syss. o obain h aura angular loiy fro Hall-ff snsor asurns, h angular loiy alulaion algorih is xud ih addiional rodurs for roing h asurn noiss. Aar fro h rious orks using h angular loiy sias and orqu sias for ding h inhd ondiion, h orqu ra is augnd o h sys odl and h roosd inh siaor is drid by alying h sady-sa alan filr rursion o h odl. h oiaion of his aroah os fro h ida ha h bias rrors in orqu sias du o h oor arar unrainis an b alos liinad by inroduing h orqu ra sa. For ding h inhd ondiion, a sysai ay o drin h hrshold ll of h orqu ra sias is also suggsd ia h drinisi siaion rror analysis. Siulaion rsuls ar gin o rify h inh dion rforan of h roosd algorih and is robusnss agains h oor arar unrainis. yords: orqu Esiaion, Pinh Dion, Ani-Pinh Windo Conrol Sys, alan Filr. IRODUCIO An ani-inh indo onrol sys assoiad ih a oor hil is inndd for rning injuris hn an obsal is arlssly inhd bn h losing indo and h sash of a oor hil. Ding a inhd obsal, h indo is onrolld o h rdrind osiion. hrfor, h sys rforan dnds on h rliabiliy of h inh dision algorih. h blok diagra of h ani-inh indo onrol sys is did in h Fig.. h sys undr onsidraion has a DC oor for indo lif hanis and on Hall-ff snsor ound a h nd of h oor shaf. h angular loiy of h oor shaf is alulad using h uls rain asurd by h Hall-snsor and fd bak ino h onrollr []. h onnional hods o d h inhd ondiion ar gnrally lassifid ino o agoris: h diffrnial y inh siaor is basd on h assuions ha h indo os ih onsan loiy undr h unobsrud oraing ondiion and h abru dro of loiy is ourrd in h inhd ondiion []. Hor, his algorih ould b inadqua in ral siuaions baus h friional orqu of indo fra has h norally arying hararisis hrough h full rang of hil losur anl [3]. his inh siaor rquirs sall aoun of ouaion bu is rforan ould b dgradd in h rsn of asurn noiss []. On h ohr hand, h absolu y inh siaor aks adanag of h fas rsons i by using h hangs of oor onrol urrn o onsa h V θ + Fig.. lok diagra of ani-inh indo onrol sys inh orqu as ll as h angular loiy [4-5]. I rognizs h inhd ondiion hn h urrn xds a rsribd hrshold. Hor, i anno guaran h robusnss agains h abnoral ibraions undr h ral driing ondiions. Moror, his hod rquirs an addiional urrn snsor o aoid fals alar [-5], and ould no b a gnral soluion baus h dion of inh ondiion oally dnds on h urrn lii drind by nginr s hurisi [-3]. In his ar, h lo-os ani-inh indo onrol sys, hih roids only h oor angular loiy asurns fro Hall-snsor, is undr onsidraion. Firs, o iro h qualiy of asurns, a n angular loiy alulaion algorih is roosd. h iulsi nois rjion algorih is dlod o ak u h ak oins in h onnional loiy alulaion hod. hn, using h angular loiy asurn, a n inh dion algorih basd on h sady-sa alan filr is roosd o oro h liiaions of h onnional inh orqu

2 siaors. h ibraion orqu aording o road ondiions, h ibraions of rfrn olag and h asurn noiss ar rgardd as disurbans and odld by hi noiss. Esially, o rfl h i-arying naur of h friional orqu hih is roorional o indo rals, an augnd oor odl ih h orqu ra sa is suggsd. Sin h orqu ra sia is lss snsii o h oor arar unrainis, h inh dion algorih using h orqu ra an aooda h high fidliy. In addiion, by analyzing h influn of h oor arar unrainis on h siaion rrors, a sysai ay o drin h hrshold ll of orqu ra a inhd ondiion is inrodud. Siulaion rsuls sho h inh dion rforan and robusnss of h roosd hod. un -5, IEX, Gyonggi-Do, ora Fig.. Hall-ff snsor asurns. AGULAR VELOCI CALCULAIO ALGORIHM FROM HALL-SESOR OUPUS h angular loiy of h DC oor an b alulad fro ouu of Hall-snsor, hih rodus h uls rain ih so noiss. h ouu of Hall-snsor is did in Fig.. On uls ans ha on of h agns insalld a h oor shaf ih onsan dislan is assd. In ordr o obain h angular loiy auraly, h loiy alulaion algorih is abl o surss so noiss if ossibl. h nir flo har of h angular loiy alulaion algorih is suarizd in Fig. 3. h daild dsriion of ah s is gin blo; h ouu olag of Hall-snsor and h aquisiion i a h asurd insan ar obaind and all arars ar iniializd. aus h angular loiy o b oud is an inu of inh orqu siaor, i is yildd a ry saling i of h siaor. Wihin h riod of siaor, h urrn angular loiy is alulad by using h auulad nubr of dgs during h filr saling riod as = π dg is a urrn angular loiy and () is h i inral bn h firs and final dgs. and ar h nubr of agns a h oor shaf and dgs of Hall-snsor ouu, rsily. h dg nubr an b obaind by ouning h rossing rfrn ouu olag of Hall-snsor,. V rf ( Vk Vrf ) ( Vk Vrf ) dg dg < 0 () A his oin, h rliabiliy of dg ouning is insigad. If only h urrn i inral bn h os rn o dgs is or han h /3 is of h rious inral, an dg ourrn is onfird and h nubr of dg is inrasd. Gnrally, h rang of angular loiy is boundd. Hn, by onsidring h oraion rang of h oor, on should Fig. 3. Flo har of angular loiy alulaion algorih hk hhr or no h insananous loiy and is ariaion saisfy h oraion rangs. ax &. (3) is h diffrn bn h rious and urrn loiy. ax, ax ar h rdrind axiu lii of loiy diffrn and axiu lii of loiy, rsily. If h alulad angular loiy is byond h noinal rang, i is disardd and h ouu loiy is ainaind as h rious alu. h aragd angular loiy is obaind using h 3-oin oing arag filr [6]. And hn, o liina h iulsi noiss, h 7-oin dian filr is alid. h rsul assd hrough h o filrs bos h final ouu of h angular loiy alulaion algorih. 3. ALMA FILER ASED PICH ORQUE ESIMAIO 3. Sa-sa odl for inh orqu siaor As shon in h Fig. 4, h DC oor sys o dri indo an b linarizd by ngling h nonlinar hararisis suh as baklash, sl-ra, oulob friion, ax

3 un -5, IEX, Gyonggi-Do, ora V + Ls + R I + d s+ s θ Fig. 4. Linarizd oor odl. h nonlaur lis of h linarizd oor odl is gin blo: θ V I L d R angular loiy (sd) angular osiion driing olag (onrolld olag) araur urrn roaional orqu disurban orqu araur induan araur rsisan on inria isous friion offiin bak looi for (f) offiin orqu offiin h ransfr funion fro h roaional orqu of DC oor o h angular loiy in Fig. 4 is gin by () s () = s s+ h roaional orqu is lassifid ino h onrol orqu, h ibraion orqu orqu (4) du o h road ondiion, h inh by h obsal and h load orqu indo igh. by h = d = (5) Sin h ibraion orqu aris along h road ondiion, h loiy ariaion du o h ibraion orqu is assud as zro an hi nois squn ihou loss of gnraliy. Fro (4) and (5), h oor sd an b rrin as = + ( + ) + u (6) h arian of is dfind by. u Using h fa ha h lrial dynais of h oor is gnrally fasr han h hanial on, h oor onrol orqu an b aroxiad as follo: Subsiuing (7) for (6) yilds u q Fig. 5. Pinh orqu and indo load orqu aars abruly a h inhd on and h inh orqu rofil an b hangd by h y of inhd obsals. h yial indo load and inh orqu ar shon in Fig. 5. Unforunaly, sin h agniud of h inh orqu is sallr han h indo load orqu a h nd of indo arur, i is ry diffiul o harariz h naur of h xognous orqu using h angular loiy asurn only. hrfor, i is or ffi o odl hs orqus as a singl sa ariabl for h inh siaor dsign. = + (9) h xognous orqu (9) hih is losly rlad o h inhd ondiion is onsidrd as a drinisi inu o b siad. As shon in Fig. 5, boh of xognous orqus and, ould b aroxiad as ra funions ih ror slos. In his as, on of sils ays o d h inh ondiion is o onior h slo of xognous orqu. Sin h oor arari unrainy auss h bias rror in h filrd orqu sia [4], h rious rsuls using h orqu sia only is no suiabl o h raial aliaions. o sol h robl, h orqu ra is augnd as an addiional sa and odld as h rando alk. = u d (0) is zro an hi nois ih h arian. u d o, fro (8), (9) and (0), on an ha h sa-sa odl for h dsign of inh siaor. x = Fx + GV + Gu () y = Hx+ ( V ) (7) R x =, u = u ud ( ) = u + V R R (8) + 0 R R 0 F = 0 0, G = 0, G = 0 0 h agniud of indo load orqu is roorional o 0 0 h indo osiion. On h onrary, h inh orqu and q d

4 h oarian aris of h ross and asurn noiss u and ar gin by q 0 o u, u = Q =, o, R = 0 qd 3. Pinh siaor using h alan filr Alying h sa ransiion quaion o h oninuous sys odl (), on gs h disr-i sa-sa quaion of h for. xk+ =Φ xk +Γ V + u k y = Hx + k k k () h aris ar dfind by using h saling i of h filr s. In h roding filr odl (), h fluuaion of driing olag is ngld and h olag inu is assud as onsan ihou loss of gnraliy. hn h inh siaor an b dsignd by alying h disr alan filr rursion o h sys quaion (). ( ) xk =Φ xk +Γ V + f, k yk HΦxk = PH R, R = HPH + R (3) f, k k k k, k, k P =ΦPΦ ΦPH R HPΦ + Q k+ k k, k k f, k is h alan filr gain and P k is a riori siaion rror oarian arix. aking ino aoun h ral-i ilnaion issu, h sady-sa alan filr gain is usd. PH HPH R f = ( + ) h rror oarian arix d (4) a sady-sa holds h folloing disr-i algbrai Riai quaion. 0 =Φ Φ Φ ( + ) Φ+Γ Γ P P P H HP H R HP Q 4. DECISIO OF PICH CODIIO 4. Sady-sa siaion rror analysis In his sion, h siaion rror du o h arar unrainis in h oor odl is analyzd. h rsuls gi us n insigh ino h alidiy of h orqu ra sias for inh dion. h unrainis of oor arars ar abl o gnra h biasd orqu sias. o failia h rror analysis, h nois sours ar ngld and h sady-sa alan filr for h oninuous i oor sys () is onsidrd. x = ( F H) x+ + GV (5) P f f 0 R R F = 0 0, G = 0, f = In h abo quaion, X ans h unrain arix un -5, IEX, Gyonggi-Do, ora orrsonding o h noinal arix X. Fro (8) and (5), h siaion rror sys an b obaind as h augnd sa quaions, z = Az+ u = = Cz R A = 0, R R 0 V 0 = 0, z =, u, C R = = (6) h driing olag is assud as s inu. h indo load orqu and inh orqu ar rgardd as h ra inus for alulaing h orqu ra siaion rror, sin h s inus rsul in h zro sady-sa siaion rror. On h ohr hand, hy ar onsidrd as h s inus o obain h sady-sa orqu siaion rror baus h ra inus ak h rror dirg. hn, aording o h final alu hor, h sady-sa siaion rrors an b radily drid. R( + R) r r ( ) ( ) = a + R( + R) a (7) R( + R) ( ) = + R( + R) s s ( a a ) ( + R) + R R( + R) is h agniud of oor driing olag, and is h inhd on. inus and r a, a r (8) ar h slos of h ra s s a, a ar h agniud of h s inus for h indo and inh orqu, rsily. 4. Dision of h hrshold ll Fro (7) and (8), i is obious ha arari unrainis dirly aff o h orqu and orqu ra sias. Hor, i auss largr bias rrors o h orqu sias han h orqu ra sias as shon in Fig. 9. hus, i is br hoi o us h orqu ra sia in h inh dion algorih. o, h raining robl in h dlon of inh dion algorih is o sablish h sysai annr for drining h rsribd hrshold ll of h orqu ra sias. for h filr onrgs,

5 < s, h iniial hrshold ll is drind as h axiu slo of dabl disurban orqu sifid in h indusrial sandards. Afr h filr onrgs, >, h hrshold ll is rdfind fro h rsul of sady-sa siaion rror analysis using h urrn orqu ra sia. In gnral, h DC oor anufaurr ainains h arar ariaions ihin ±0% of h noinal alus. Fro his fa, h boundary of orqu ra sia an b obaind fro (7), , 0 (9) Roughly saking, (9) ans ha h rasonabl hrshold alu o d h inhd ondiion is drind as 74% of h arag slo of dabl disurban orqu. ha is, h rsulan hrshold ll is s by ( s) ( ) + in 0.74 (0) s un -5, IEX, Gyonggi-Do, ora abl. oinal alus of h oor arars oor arar araur induan araur rsisan orqu onsan bak EMF onsan isous friion of. oor inria driing olag 3 L alu 3. 0 [H] R 3.53 [ Ω] V 60 [ /A] 0.09 [V/(rad/s)].46 [kg / s] [kg ] [V] 5. SIMULAIO RESULS h rforan of h sady-sa alan filr basd inh dion algorih has bn sd by siulaion on a DC oor hih has h arars in abl. In h siulaion, i is assud ha h asurn uda i is 0.05 sond and an obsal is aard a.5 sond afr indo lifing. h xognous orqu rofils did in Fig. 5 ar also alid. Fig. 6 shos h siaion rsuls of h roosd inh siaor for a s inh orqu undr h noinal ondiion. h siad sd, orqu and orqu ra abruly hang a h inhd on. h roosd siaor rfors ry ll n in h rsn of ra y inh orqu as in h Fig. 7. In noinal ass, h onnional disurban orqu siaor using h angular osiion and loiy asurns also roids good siaion rforans siilar o h roosd sh [], [5], [8]. Fig. 8 (a) indias h siulaion rsuls for h rious orqu siaor [] using angular osiion in h noinal as. h rforan oarison bn h rious hod [] and h roosd sh is don for h unrain as. o obsr h influn for h unrain as, h unrainy in h orqu onsan is assud as 0% of is noinal alu. As shon in Fig. 8 (b) and Fig. 9 (a), h orqu sias of boh filrs onain bias rrors as xd in his as. hs rsuls rrsn ha h inh dion hod basd on h orqu sias only is no rliabl and i ay roid inorr inh alar. A his oin, i is orh noing ha h orqu ra sias of h roosd filr ar fr fro bias rror and alays xd h rdrind hrshold ll for diding h inhd ondiion in Fig. 9 (b). Consqunly, n in h unrain ass, h roosd algorih shos rlaily robus inh dion rforan. Fig. 6. Esiaion rsul for a s inh orqu Fig. 7. Esiaion rsul for a ra inh orqu Fig. 8. Esiaion rsul for h rious orqu siaor []

6 un -5, IEX, Gyonggi-Do, ora 996. [] Robr P. Grbz, Mhod of Consaing for Abru Load Changs in an Ani-Pinh Windo Conrol Sys, US Pan, US00/ A, 00. [3] X. d Fruos, Ani-Pinh Windo Dri Cirui, US Pan, US003/03765 A, 003. [4] G. S. uja, R. Mnis and M. I. Valla, Disurban orqu Esiaion in a Snsorlss DC Dri, IEEE rans. Ind. Elron., Vol. 4, o. 4, , 995. [5]. Syd-Ahad and F. M. Wlls, orqu Esiaion and Consaion for Sd Conrol of A DC Moor Using an Adai Aroah, Pro. of h 36 h MWSCAS, Vol.,. 68-7, 993. [6] V. Lyandrs and S. riskin, On So Effiin Algorih for Moing-Arag Filring, Pro. of h 35 h MWSCAS, Vol., , 99. [7] M. uhola,. aajainn and. Raia, Coarison of Algorihs for Sandard Mdian Filring, IEEE rans. Signal Pro., Vol. 39, o., , 99. [8] L. Salaor and S. Sasi, LF asd Robus Conrol of Elrial Srodris, IEE Pro.-Elr. Por Al., Vol. 4, o. 3,. 6-68, 995. Fig. 9. Esiaion rsul and rror analysis in unrain as 6. COCLUSIO In his ar, h inh orqu dion algorih basd on h alan filr has bn roosd. h angular loiy as ouu of Hall-snsor and asurn for h filr ould b auraly alulad by inoling h n hods for h nois liinaion. Moror, by onsidring h orqu ra as an addiional sa ariabl, h roosd algorih ould iro h rliabiliy for h inh dion n in h rsn of h arar unrainis. Our aroah as oiad fro h obsraion ha h rious hods using h angular loiy or orqu sia ofn roids fals inh alar. In addiion, h rsuls of siaion rror analysis r gin o dri h hrshold ll of orqu ra sias a inhd ondiion. hrfor, i an b said ha h roosd sh gis h sysai ay o sol h inh dion robl. h roosd algorih is rfrrd for ral-i ilnaion by using h sady-sa alan filr gain. Siulaion rsuls ha shon ha h roosd algorih guarans h robus inh dion rforans. hus, i ill b a raial soluion for h dsign of lo-os ani-inh indo onrol sys. REFERECES [] H. W. i and S.. Sul, A Moor Sd Esiaor Using alan Filr in Lo-Sd Rang, IEEE rans. Ind. Elron., Vol. 43, o. 4, ,

Decline Curves. Exponential decline (constant fractional decline) Harmonic decline, and Hyperbolic decline.

Decline Curves. Exponential decline (constant fractional decline) Harmonic decline, and Hyperbolic decline. Dlin Curvs Dlin Curvs ha lo flow ra vs. im ar h mos ommon ools for forasing roduion and monioring wll rforman in h fild. Ths urvs uikly show by grahi mans whih wlls or filds ar roduing as xd or undr roduing.

More information

( ) ( ) + = ( ) + ( )

( ) ( ) + = ( ) + ( ) Mah 0 Homwork S 6 Soluions 0 oins. ( ps I ll lav i o you vrify ha h omplimnary soluion is : y ( os( sin ( Th guss for h pariular soluion and is drivaivs ar, +. ( os( sin ( ( os( ( sin ( Y ( D 6B os( +

More information

Lecture 4: Laplace Transforms

Lecture 4: Laplace Transforms Lur 4: Lapla Transforms Lapla and rlad ransformaions an b usd o solv diffrnial quaion and o rdu priodi nois in signals and imags. Basially, hy onvr h drivaiv opraions ino mulipliaion, diffrnial quaions

More information

Robust Control of the Aircraft Attitude

Robust Control of the Aircraft Attitude Robus Conrol of h Airraf Aiu F X Wu 1, an W J Zhang Darmn of Mhanial Enginring Univrsiy of Sasahan, Sasaoon, SK S7N 5A9, Canaa Chris_Zhang@EngrUsasCa 1 On h sial laving from Norhsrn Ployhnial Univrsiy,

More information

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues Boy/DiPrima 9 h d Ch 7.8: Rpad Eignvalus Elmnary Diffrnial Equaions and Boundary Valu Problms 9 h diion by William E. Boy and Rihard C. DiPrima 9 by John Wily & Sons In. W onsidr again a homognous sysm

More information

Math 3301 Homework Set 6 Solutions 10 Points. = +. The guess for the particular P ( ) ( ) ( ) ( ) ( ) ( ) ( ) cos 2 t : 4D= 2

Math 3301 Homework Set 6 Solutions 10 Points. = +. The guess for the particular P ( ) ( ) ( ) ( ) ( ) ( ) ( ) cos 2 t : 4D= 2 Mah 0 Homwork S 6 Soluions 0 oins. ( ps) I ll lav i o you o vrify ha y os sin = +. Th guss for h pariular soluion and is drivaivs is blow. Noi ha w ndd o add s ono h las wo rms sin hos ar xaly h omplimnary

More information

MEM 355 Performance Enhancement of Dynamical Systems A First Control Problem - Cruise Control

MEM 355 Performance Enhancement of Dynamical Systems A First Control Problem - Cruise Control MEM 355 Prformanc Enhancmn of Dynamical Sysms A Firs Conrol Problm - Cruis Conrol Harry G. Kwany Darmn of Mchanical Enginring & Mchanics Drxl Univrsiy Cruis Conrol ( ) mv = F mg sinθ cv v +.2v= u 9.8θ

More information

A Study of the Solutions of the Lotka Volterra. Prey Predator System Using Perturbation. Technique

A Study of the Solutions of the Lotka Volterra. Prey Predator System Using Perturbation. Technique Inrnionl hmil orum no. 667-67 Sud of h Soluions of h o Volrr r rdor Ssm Using rurion Thniqu D.Vnu ol Ro * D. of lid hmis IT Collg of Sin IT Univrsi Vishnm.. Indi Y... Thorni D. of lid hmis IT Collg of

More information

Sensorless position control of Permanent Magnet Synchronous Machines without Limitation at Zero Speed

Sensorless position control of Permanent Magnet Synchronous Machines without Limitation at Zero Speed Snsorlss posiion onrol of Prmann Magn Synhronous Mahins wihou Limiaion a Zro Spd Maro Link, Sudn Mmbr, Ralph Knnl, Snior Mmbr, Joahim Holz, Fllow Univrsiy of Wuppral Elrial mahins and drivs hp://www.ma.uni-wuppral.d

More information

Reliability Analysis of a Bridge and Parallel Series Networks with Critical and Non- Critical Human Errors: A Block Diagram Approach.

Reliability Analysis of a Bridge and Parallel Series Networks with Critical and Non- Critical Human Errors: A Block Diagram Approach. Inrnaional Journal of Compuaional Sin and Mahmais. ISSN 97-3189 Volum 3, Numr 3 11, pp. 351-3 Inrnaional Rsarh Puliaion Hous hp://www.irphous.om Rliailiy Analysis of a Bridg and Paralll Sris Nworks wih

More information

CHAPTER 9 Compressible Flow

CHAPTER 9 Compressible Flow CHPTER 9 Corssibl Flow Inrouion 9. v R. kv. R or R k k Rk k Char 9 / Corssibl Flow S of Soun 9.4 Subsiu Eq. 4.5.8 ino Eq. 4.5.7 an ngl onial nrgy hang: Q WS u~ u~. Enhaly is fin in Throynais as h u~ v

More information

Finite element formulae for internal forces of Bernoulli-Euler beams under moving vehicles

Finite element formulae for internal forces of Bernoulli-Euler beams under moving vehicles i Fini n forua for inrna fors of Brnoui-Eur as undr oing his uhor(s Lou, P; u, F iaion Journa of Sound and Viraion,,. n. 6,. 5-55 Issud a URL h://hd.hand.n/7/8895 Righs rai oons: riuion. Hong ong Lins

More information

a dt a dt a dt dt If 1, then the poles in the transfer function are complex conjugates. Let s look at f t H t f s / s. So, for a 2 nd order system:

a dt a dt a dt dt If 1, then the poles in the transfer function are complex conjugates. Let s look at f t H t f s / s. So, for a 2 nd order system: Undrdamd Sysms Undrdamd Sysms nd Ordr Sysms Ouu modld wih a nd ordr ODE: d y dy a a1 a0 y b f If a 0 0, hn: whr: a d y a1 dy b d y dy y f y f a a a 0 0 0 is h naural riod of oscillaion. is h daming facor.

More information

A Single-vendor Single-buyer Integrated Model for Deteriorating Items with Partial Backlogging and Price-dependent Market Demand

A Single-vendor Single-buyer Integrated Model for Deteriorating Items with Partial Backlogging and Price-dependent Market Demand A Singl-ndor Singl-uyr ngrad Modl for rioraing s wi arial aklogging and ri-dndn Mark and Srlka iswas arn of Maais nsiu of nginring and Managn Kolkaa 79 ndia. ias C. Giri arn of Maais Jadaur Unirsiy Kolkaa

More information

Estimation of Metal Recovery Using Exponential Distribution

Estimation of Metal Recovery Using Exponential Distribution Inrnaional rd Journal o Sinii sarh in Enginring (IJSE).irjsr.om Volum 1 Issu 1 ǁ D. 216 ǁ PP. 7-11 Esimaion o Mal ovry Using Exponnial Disribuion Hüsyin Ankara Dparmn o Mining Enginring, Eskishir Osmangazi

More information

Amit Mehra. Indian School of Business, Hyderabad, INDIA Vijay Mookerjee

Amit Mehra. Indian School of Business, Hyderabad, INDIA Vijay Mookerjee RESEARCH ARTICLE HUMAN CAPITAL DEVELOPMENT FOR PROGRAMMERS USING OPEN SOURCE SOFTWARE Ami Mehra Indian Shool of Business, Hyderabad, INDIA {Ami_Mehra@isb.edu} Vijay Mookerjee Shool of Managemen, Uniersiy

More information

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule Lcur : Numrical ngraion Th Trapzoidal and Simpson s Rul A problm Th probabiliy of a normally disribud (man µ and sandard dviaion σ ) vn occurring bwn h valus a and b is B A P( a x b) d () π whr a µ b -

More information

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument Inrnaional Rsarch Journal of Applid Basic Scincs 03 Aailabl onlin a wwwirjabscom ISSN 5-838X / Vol 4 (): 47-433 Scinc Eplorr Publicaions On h Driais of Bssl Modifid Bssl Funcions wih Rspc o h Ordr h Argumn

More information

Phys463.nb Conductivity. Another equivalent definition of the Fermi velocity is

Phys463.nb Conductivity. Another equivalent definition of the Fermi velocity is 39 Anohr quival dfiniion of h Fri vlociy is pf vf (6.4) If h rgy is a quadraic funcion of k H k L, hs wo dfiniions ar idical. If is NOT a quadraic funcion of k (which could happ as will b discussd in h

More information

Control System Engineering (EE301T) Assignment: 2

Control System Engineering (EE301T) Assignment: 2 Conrol Sysm Enginring (EE0T) Assignmn: PART-A (Tim Domain Analysis: Transin Rspons Analysis). Oain h rspons of a uniy fdack sysm whos opn-loop ransfr funcion is (s) s ( s 4) for a uni sp inpu and also

More information

Chapter 8 The Complete Response of RL and RC Circuits

Chapter 8 The Complete Response of RL and RC Circuits Chaper 8 he Complee Response of R and RC Ciruis Exerises Ex 8.3-1 Before he swih loses: Afer he swih loses: 2 = = 8 Ω so = 8 0.05 = 0.4 s. 0.25 herefore R ( ) Finally, 2.5 ( ) = o + ( (0) o ) = 2 + V for

More information

Non-linear mathematical models for the jets penetrating liquid pool of different density under diverse physical conditions and their simulation

Non-linear mathematical models for the jets penetrating liquid pool of different density under diverse physical conditions and their simulation Ian V Kazahko Olxandr V Konoal Non-linar mahmaial modls for h js pnraing liquid pool of diffrn dnsiy undr dirs physial ondiions and hir simulaion IVAN V KAZACHKOV ( ( and OLEXANDER V KONOVAL ( ( Dparmn

More information

Transfer function and the Laplace transformation

Transfer function and the Laplace transformation Lab No PH-35 Porland Sa Univriy A. La Roa Tranfr funcion and h Laplac ranformaion. INTRODUTION. THE LAPLAE TRANSFORMATION L 3. TRANSFER FUNTIONS 4. ELETRIAL SYSTEMS Analyi of h hr baic paiv lmn R, and

More information

Charging of capacitor through inductor and resistor

Charging of capacitor through inductor and resistor cur 4&: R circui harging of capacior hrough inducor and rsisor us considr a capacior of capacianc is conncd o a D sourc of.m.f. E hrough a rsisr of rsisanc R, an inducor of inducanc and a y K in sris.

More information

The Full Controller for On Board Directly Platform

The Full Controller for On Board Directly Platform h Full Conrollr for On Board Dirly Plafor OCVIN GRIGORE Dparn of ropa Enginring Univriy Polihnia of Buhar Splaiul Indpndni 313, RO-7726, Buhar ROMNI OVIDIU GRIGORE INESC Poro Pr, da Rpublia, 45-497, Poro

More information

2. Transfer function. Kanazawa University Microelectronics Research Lab. Akio Kitagawa

2. Transfer function. Kanazawa University Microelectronics Research Lab. Akio Kitagawa . ransfr funion Kanazawa Univrsiy Mirolronis Rsarh Lab. Akio Kiagawa . Wavforms in mix-signal iruis Configuraion of mix-signal sysm x Digial o Analog Analog o Digial Anialiasing Digial moohing Filr Prossor

More information

ELECTRIC VELOCITY SERVO REGULATION

ELECTRIC VELOCITY SERVO REGULATION ELECIC VELOCIY SEVO EGULAION Gorg W. Younkin, P.E. Lif FELLOW IEEE Indusril Conrols Consuling, Di. Bulls Ey Mrking, Inc. Fond du Lc, Wisconsin h prformnc of n lcricl lociy sro is msur of how wll h sro

More information

ROBOTIC BACKHOE WITH HAPTIC DISPLAY

ROBOTIC BACKHOE WITH HAPTIC DISPLAY Dni Modling nd Conrol Dsign of ROBOTIC BACOE WIT APTIC DISPLAY Jo Frnl orgi Insiu of Thnolog Aril 4, 3 I. Inroduion A. Bground Th rdiionl hod o onrol hdruli quin hs n olishd wih h us of nul roorionl vlvs.

More information

Lecture 2: Current in RC circuit D.K.Pandey

Lecture 2: Current in RC circuit D.K.Pandey Lcur 2: urrn in circui harging of apacior hrough Rsisr L us considr a capacior of capacianc is conncd o a D sourc of.m.f. E hrough a rsisr of rsisanc R and a ky K in sris. Whn h ky K is swichd on, h charging

More information

Investigation of P and PD Controllers Performance in Control Systems with Steady-State Error Compensation

Investigation of P and PD Controllers Performance in Control Systems with Steady-State Error Compensation ELECRONICS AND ELECRICAL ENGINEERING ISSN 392 25 22. No. 5(2) ELEKRONIKA IR ELEKROECHNIKA 25 AUOMAION ROBOICS AUOMAIZAVIMAS ROBOECHNIKA Invsigaion of P and PD Conrollrs Prforman in Conrol Sysms wih Sady-Sa

More information

Chapter 6. PID Control

Chapter 6. PID Control Char 6 PID Conrol PID Conrol Mo ommon onrollr in h CPI. Cam ino u in 930 wih h inroduion of numai onrollr. Exrmly flxibl and owrful onrol algorihm whn alid rorly. Gnral Fdbak Conrol Loo D G d Y E C U +

More information

Section 4.3 Logarithmic Functions

Section 4.3 Logarithmic Functions 48 Chapr 4 Sion 4.3 Logarihmi Funions populaion of 50 flis is pd o doul vry wk, lading o a funion of h form f ( ) 50(), whr rprsns h numr of wks ha hav passd. Whn will his populaion rah 500? Trying o solv

More information

S.Y. B.Sc. (IT) : Sem. III. Applied Mathematics. Q.1 Attempt the following (any THREE) [15]

S.Y. B.Sc. (IT) : Sem. III. Applied Mathematics. Q.1 Attempt the following (any THREE) [15] S.Y. B.Sc. (IT) : Sm. III Applid Mahmaics Tim : ½ Hrs.] Prlim Qusion Papr Soluion [Marks : 75 Q. Amp h following (an THREE) 3 6 Q.(a) Rduc h mari o normal form and find is rank whr A 3 3 5 3 3 3 6 Ans.:

More information

A THREE COMPARTMENT MATHEMATICAL MODEL OF LIVER

A THREE COMPARTMENT MATHEMATICAL MODEL OF LIVER A THREE COPARTENT ATHEATICAL ODEL OF LIVER V. An N. Ch. Paabhi Ramacharyulu Faculy of ahmaics, R D collgs, Hanamonda, Warangal, India Dparmn of ahmaics, Naional Insiu of Tchnology, Warangal, India E-ail:

More information

Chapter 9 Cross-checks on design of tail surfaces ( Lectures 34 to 37)

Chapter 9 Cross-checks on design of tail surfaces ( Lectures 34 to 37) hapr-9 hapr 9 ross-hks on dsign of ail surfas ( Lurs 34 o 37 Kywords : ross-hks for dsign of ail surfas; loaion of sik-fr nural poin ; lvaor rquird for rim a Lma nar ground and nos whl lif-off ; dsirabl

More information

mywbut.com Lesson 11 Study of DC transients in R-L-C Circuits

mywbut.com Lesson 11 Study of DC transients in R-L-C Circuits mywbu.om esson Sudy of DC ransiens in R--C Ciruis mywbu.om Objeives Be able o wrie differenial equaion for a d iruis onaining wo sorage elemens in presene of a resisane. To develop a horough undersanding

More information

Linear Quadratic Regulator (LQR) - State Feedback Design

Linear Quadratic Regulator (LQR) - State Feedback Design Linear Quadrai Regulaor (LQR) - Sae Feedbak Design A sysem is expressed in sae variable form as x = Ax + Bu n m wih x( ) R, u( ) R and he iniial ondiion x() = x A he sabilizaion problem using sae variable

More information

Part 3 System Identification

Part 3 System Identification 2.6 Sy Idnificaion, Eiaion, and Larning Lcur o o. 5 Apri 2, 26 Par 3 Sy Idnificaion Prpci of Sy Idnificaion Tory u Tru Proc S y Exprin Dign Daa S Z { u, y } Conincy Mod S arg inv θ θ ˆ M θ ~ θ? Ky Quion:

More information

t=0 t>0: + vr - i dvc Continuation

t=0 t>0: + vr - i dvc Continuation hapr Ga Dlay and rcus onnuaon s rcu Equaon >: S S Ths dffrnal quaon, oghr wh h nal condon, fully spcfs bhaor of crcu afr swch closs Our n challng: larn how o sol such quaons TUE/EE 57 nwrk analys 4/5 NdM

More information

Chapter 9 Transient Response

Chapter 9 Transient Response har 9 Transn sons har 9: Ouln N F n F Frs-Ordr Transns Frs-Ordr rcus Frs ordr crcus: rcus conan onl on nducor or on caacor gornd b frs-ordr dffrnal quaons. Zro-nu rsons: h crcu has no ald sourc afr a cran

More information

TP A.14 The effects of cut angle, speed, and spin on object ball throw

TP A.14 The effects of cut angle, speed, and spin on object ball throw echnical proof echnical proof TP A.14 The effecs of cu angle, speed, and spin on objec ball hrow supporing: The Illusraed Principles of Pool and illiards hp://billiards.colosae.edu by Daid G. Alciaore,

More information

CONTROL SYSTEM FOR REDUCING ELECTRICITY CONSUMPTION AND IMPROVEMENT OF THE OPERATING PARAMETERS OF COOLING TOWERS

CONTROL SYSTEM FOR REDUCING ELECTRICITY CONSUMPTION AND IMPROVEMENT OF THE OPERATING PARAMETERS OF COOLING TOWERS ABCM Symosium Sris in Mharonis - Vol 5 Coyrigh 2012 by ABCM Sion II Conrol Sysms Pag 370 CONTROL SYSTEM FOR REDUCING ELECTRICITY CONSUMPTION AND IMPROVEMENT OF THE OPERATING PARAMETERS OF COOLING TOWERS

More information

Application of the Affine Transform Invariant Model to Cell Tracking

Application of the Affine Transform Invariant Model to Cell Tracking liaion of he ffine ransfor nvarian odel o Cell raking Jing Cui Nilanjan Ra So. on ongli Lin Charles. L. Brown Dearen of lerial and Couer ngineering Universi of irginia Charloesville 904-4743 U.S. bsra

More information

Final Exam : Solutions

Final Exam : Solutions Comp : Algorihm and Daa Srucur Final Exam : Soluion. Rcuriv Algorihm. (a) To bgin ind h mdian o {x, x,... x n }. Sinc vry numbr xcp on in h inrval [0, n] appar xacly onc in h li, w hav ha h mdian mu b

More information

Second-Order Boundary Value Problems of Singular Type

Second-Order Boundary Value Problems of Singular Type JOURNAL OF MATEMATICAL ANALYSIS AND APPLICATIONS 226, 4443 998 ARTICLE NO. AY98688 Seond-Order Boundary Value Probles of Singular Type Ravi P. Agarwal Deparen of Maheais, Naional Uniersiy of Singapore,

More information

Boyce/DiPrima 9 th ed, Ch 2.1: Linear Equations; Method of Integrating Factors

Boyce/DiPrima 9 th ed, Ch 2.1: Linear Equations; Method of Integrating Factors Boc/DiPrima 9 h d, Ch.: Linar Equaions; Mhod of Ingraing Facors Elmnar Diffrnial Equaions and Boundar Valu Problms, 9 h diion, b William E. Boc and Richard C. DiPrima, 009 b John Wil & Sons, Inc. A linar

More information

Advanced Queueing Theory. M/G/1 Queueing Systems

Advanced Queueing Theory. M/G/1 Queueing Systems Advand Quung Thory Ths slds ar rad by Dr. Yh Huang of Gorg Mason Unvrsy. Sudns rgsrd n Dr. Huang's ourss a GMU an ma a sngl mahn-radabl opy and prn a sngl opy of ah sld for hr own rfrn, so long as ah sld

More information

UNSTEADY HEAT TRANSFER

UNSTEADY HEAT TRANSFER UNSADY HA RANSFR Mny h rnsfr problms rquir h undrsnding of h ompl im hisory of h mprur vriion. For mpl, in mllurgy, h h ring pross n b onrolld o dirly ff h hrrisis of h prossd mrils. Annling (slo ool)

More information

Single Correct Type. cos z + k, then the value of k equals. dx = 2 dz. (a) 1 (b) 0 (c)1 (d) 2 (code-v2t3paq10) l (c) ( l ) x.

Single Correct Type. cos z + k, then the value of k equals. dx = 2 dz. (a) 1 (b) 0 (c)1 (d) 2 (code-v2t3paq10) l (c) ( l ) x. IIT JEE/AIEEE MATHS y SUHAAG SIR Bhopl, Ph. (755)3 www.kolsss.om Qusion. & Soluion. In. Cl. Pg: of 6 TOPIC = INTEGRAL CALCULUS Singl Corr Typ 3 3 3 Qu.. L f () = sin + sin + + sin + hn h primiiv of f()

More information

Is Red Shift-An Index of Galactic Atomic Light Emission Mechanism?

Is Red Shift-An Index of Galactic Atomic Light Emission Mechanism? Inrnaional Journal of Physis,, Vol., No., 9-6 Availabl onlin a h://ubs.siub.o/ij/// Sin and Eduaion Publishing DOI:.69/ij--- Is Rd Shif-An Indx of alai Aoi Ligh Eission hanis? U. V. S. Sshavahara,*, S.

More information

Optimal Transform: The Karhunen-Loeve Transform (KLT)

Optimal Transform: The Karhunen-Loeve Transform (KLT) Opimal ransform: he Karhunen-Loeve ransform (KL) Reall: We are ineresed in uniary ransforms beause of heir nie properies: energy onservaion, energy ompaion, deorrelaion oivaion: τ (D ransform; assume separable)

More information

Research on Active Suspension Control Strategy Based on The Model With Parameters of Hydraulic System

Research on Active Suspension Control Strategy Based on The Model With Parameters of Hydraulic System 3 Fourh Global Congrss on Inllign Sysms Rsarh on iv Suspnsion Conrol Sragy Basd on h Modl Wih Paramrs of Hydrauli Sysm Zhou Chnyu, Zhang Shuo, Shi Pilong, Zhang Pipi uomobil Shool Chang an Univrsiy Xi

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

ME451. Prelab Material. Lab 9. Control of a Mobile Robot by NI MyRio and LabVIEW

ME451. Prelab Material. Lab 9. Control of a Mobile Robot by NI MyRio and LabVIEW ME451 Prelab Maerial ab 9 Conrol of a Mobile obo by NI Myio an abview 1. Inrouion The objeie of his lab is o onrol a o-heel ar hih is rien by o moors ia NI myio by boh open loop an lose loop onrol sraegies.

More information

Elementary Differential Equations and Boundary Value Problems

Elementary Differential Equations and Boundary Value Problems Elmnar Diffrnial Equaions and Boundar Valu Problms Boc. & DiPrima 9 h Ediion Chapr : Firs Ordr Diffrnial Equaions 00600 คณ ตศาสตร ว ศวกรรม สาขาว ชาว ศวกรรมคอมพ วเตอร ป การศ กษา /55 ผศ.ดร.อร ญญา ผศ.ดร.สมศ

More information

Quality Improvement of Unbalanced Three-phase Voltages Rectification

Quality Improvement of Unbalanced Three-phase Voltages Rectification SEI 9 5 h Inrnionl Confrn: Ss of Elroni, hnologis of Inforion nd louniions Mrh -6, 9 UNISIA Quliy Ipron of Unlnd hr-phs ols Rifiion Fi Zhr AMAOUL *, Musph.RAOUFI * nd Mouly hr LAMCHICH * * Dprn of physis,

More information

H is equal to the surface current J S

H is equal to the surface current J S Chapr 6 Rflcion and Transmission of Wavs 6.1 Boundary Condiions A h boundary of wo diffrn mdium, lcromagnic fild hav o saisfy physical condiion, which is drmind by Maxwll s quaion. This is h boundary condiion

More information

5. The Lucas Critique and Monetary Policy

5. The Lucas Critique and Monetary Policy 5. The Luas Criique and Monear Poli John B. Talor, Ma 6, 013 Eonomeri Poli Evaluaion: A Criique Highl influenial (Nobel Prize Adds o he ase for oli rules Shows diffiulies of eonomeri oli evaluaion when

More information

Mass Transfer Coefficients (MTC) and Correlations I

Mass Transfer Coefficients (MTC) and Correlations I Mass Transfer Mass Transfer Coeffiiens (MTC) and Correlaions I 7- Mass Transfer Coeffiiens and Correlaions I Diffusion an be desribed in wo ways:. Deailed physial desripion based on Fik s laws and he diffusion

More information

Review Lecture 5. The source-free R-C/R-L circuit Step response of an RC/RL circuit. The time constant = RC The final capacitor voltage v( )

Review Lecture 5. The source-free R-C/R-L circuit Step response of an RC/RL circuit. The time constant = RC The final capacitor voltage v( ) Rviw Lcur 5 Firs-ordr circui Th sourc-fr R-C/R-L circui Sp rspons of an RC/RL circui v( ) v( ) [ v( 0) v( )] 0 Th i consan = RC Th final capacior volag v() Th iniial capacior volag v( 0 ) Volag/currn-division

More information

Derivation of longitudinal Doppler shift equation between two moving bodies in reference frame at rest

Derivation of longitudinal Doppler shift equation between two moving bodies in reference frame at rest Deriaion o longiudinal Doppler shi equaion beween wo moing bodies in reerene rame a res Masanori Sao Honda Eleronis Co., d., Oyamazuka, Oiwa-ho, Toyohashi, ihi 44-393, Japan E-mail: msao@honda-el.o.jp

More information

( ) ( ) ( ) 0. dt dt dt ME203 PROBLEM SET #6. 1. Text Section 4.5

( ) ( ) ( ) 0. dt dt dt ME203 PROBLEM SET #6. 1. Text Section 4.5 ME PROBLEM SET #6 T Sion 45 d w 6 dw 4 5 w d d Solion: Fis mlil his qaion b (whih w an do sin > o ansfom i ino h Cah- El qaion givn b w ( 6w ( 4 Thn b making h sbsiion (and sing qaion (7 on ag 88 of h,

More information

C From Faraday's Law, the induced voltage is, C The effect of electromagnetic induction in the coil itself is called selfinduction.

C From Faraday's Law, the induced voltage is, C The effect of electromagnetic induction in the coil itself is called selfinduction. Inducors and Inducanc C For inducors, v() is proporional o h ra of chang of i(). Inducanc (con d) C Th proporionaliy consan is h inducanc, L, wih unis of Hnris. 1 Hnry = 1 Wb / A or 1 V sc / A. C L dpnds

More information

x y θ = 31.8 = 48.0 N. a 3.00 m/s

x y θ = 31.8 = 48.0 N. a 3.00 m/s 4.5.IDENTIY: Vecor addiion. SET UP: Use a coordinae sse where he dog A. The forces are skeched in igure 4.5. EXECUTE: + -ais is in he direcion of, A he force applied b =+ 70 N, = 0 A B B A = cos60.0 =

More information

Oscillatory Motion Application of Tubular Linear Permanent Magnet Machine

Oscillatory Motion Application of Tubular Linear Permanent Magnet Machine Osillaory Moion Aliaion of Tubular Linear Permanen Magne Mahine Absra-Tubular linear ermanen magne mahine wih gas srings using for drilling aliaions is resened. This mahine has he advanage of direly ransmiing

More information

Variability Modeling at the Device Level for Circuit Simulation. First International Variability Characterization Workshop April 30, 2010

Variability Modeling at the Device Level for Circuit Simulation. First International Variability Characterization Workshop April 30, 2010 ariabiliy Modling a h Dvic Lvl for Circui Siulaion Colin McAndrw Frscal Siconducor Firs Inrnaional ariabiliy Characrizaion Worksho Aril 3, 1 Ovrviw Inroducion saisical siulaion odling basis corrlaion odling

More information

On the Speed of Heat Wave. Mihály Makai

On the Speed of Heat Wave. Mihály Makai On h Spd of Ha Wa Mihály Maai maai@ra.bm.hu Conns Formulaion of h problm: infini spd? Local hrmal qulibrium (LTE hypohsis Balanc quaion Phnomnological balanc Spd of ha wa Applicaion in plasma ranspor 1.

More information

UNIT #5 EXPONENTIAL AND LOGARITHMIC FUNCTIONS

UNIT #5 EXPONENTIAL AND LOGARITHMIC FUNCTIONS Answr Ky Nam: Da: UNIT # EXPONENTIAL AND LOGARITHMIC FUNCTIONS Par I Qusions. Th prssion is quivaln o () () 6 6 6. Th ponnial funcion y 6 could rwrin as y () y y 6 () y y (). Th prssion a is quivaln o

More information

(heat loss divided by total enthalpy flux) is of the order of 8-16 times

(heat loss divided by total enthalpy flux) is of the order of 8-16 times 16.51, Rok Prolson Prof. Manl Marnz-Sanhz r 8: Convv Ha ransfr: Ohr Effs Ovrall Ha oss and Prforman Effs of Ha oss (1) Ovrall Ha oss h loal ha loss r n ara s q = ρ ( ) ngrad ha loss s a S, and sng m =

More information

Strategic Interactions, Risks and Coordination Costs in Food Marketing Channels: The Mediating Role of Futures Markets

Strategic Interactions, Risks and Coordination Costs in Food Marketing Channels: The Mediating Role of Futures Markets ragi Inraions, Risks and Coordinaion Coss in ood Marking Channls: Th Mdiaing Rol of uurs Marks John K.M. Kuornu 1,. Erno Kuir 1, Joos M.E. Pnnings 1, Mah T.G. Mulnbrg 1 1 Marking and Consumr Bhaviour Grou;

More information

Notes on the AISC Provisions for Slender Compression Elements in Compression Members

Notes on the AISC Provisions for Slender Compression Elements in Compression Members Nos on h AISC 36-16 Provisions for Slndr Comprssion lmns in Comprssion Mmrs LOUIS. GSCHWINDNR and MATTHW TROMNR ABSTRACT Comprssion mmr srngh is onrolld h limi sas of flxural ukling, orsional ukling, and

More information

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 )

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 ) AR() Procss Th firs-ordr auorgrssiv procss, AR() is whr is WN(0, σ ) Condiional Man and Varianc of AR() Condiional man: Condiional varianc: ) ( ) ( Ω Ω E E ) var( ) ) ( var( ) var( σ Ω Ω Ω Ω E Auocovarianc

More information

American International Journal of Research in Science, Technology, Engineering & Mathematics

American International Journal of Research in Science, Technology, Engineering & Mathematics Ara raoal oral of ar S oloy r & aa Avalabl ol a //wwwar SSN Pr 38-349 SSN Ol 38-358 SSN D-O 38-369 AS a rfr r-rvw llary a o a joral bl by raoal Aoao of Sf ovao a ar AS SA A Aoao fy S r a Al ar oy rao ra

More information

Boyce/DiPrima 9 th ed, Ch 6.1: Definition of. Laplace Transform. In this chapter we use the Laplace transform to convert a

Boyce/DiPrima 9 th ed, Ch 6.1: Definition of. Laplace Transform. In this chapter we use the Laplace transform to convert a Boye/DiPrima 9 h ed, Ch 6.: Definiion of Laplae Transform Elemenary Differenial Equaions and Boundary Value Problems, 9 h ediion, by William E. Boye and Rihard C. DiPrima, 2009 by John Wiley & Sons, In.

More information

8.1. a) For step response, M input is u ( t) Taking inverse Laplace transform. as α 0. Ideal response, K c. = Kc Mτ D + For ramp response, 8-1

8.1. a) For step response, M input is u ( t) Taking inverse Laplace transform. as α 0. Ideal response, K c. = Kc Mτ D + For ramp response, 8-1 8. a For ep repone, inpu i u, U Y a U α α Y a α α Taking invere Laplae ranform a α e e / α / α A α 0 a δ 0 e / α a δ deal repone, α d Y i Gi U i δ Hene a α 0 a i For ramp repone, inpu i u, U Soluion anual

More information

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT [Typ x] [Typ x] [Typ x] ISSN : 974-7435 Volum 1 Issu 24 BioTchnology 214 An Indian Journal FULL PAPE BTAIJ, 1(24), 214 [15197-1521] A sag-srucurd modl of a singl-spcis wih dnsiy-dpndn and birh pulss LI

More information

Probabilistic Graphical Models

Probabilistic Graphical Models School o Cour Scinc robabilisic Grahical Mols Aroia Inrnc: Mon Carlo hos Eric ing Lcur 6 March 7 204 Raing: S class wbsi Eric ing @ CMU 2005-204 Aroachs o inrnc Eac inrnc algorihs Th liinaion algorih Mssag-assing

More information

Double Slits in Space and Time

Double Slits in Space and Time Doubl Slis in Sac an Tim Gorg Jons As has bn ror rcnly in h mia, a am l by Grhar Paulus has monsra an inrsing chniqu for ionizing argon aoms by using ulra-shor lasr ulss. Each lasr uls is ffcivly on an

More information

Physics 240: Worksheet 16 Name

Physics 240: Worksheet 16 Name Phyic 4: Workhee 16 Nae Non-unifor circular oion Each of hee proble involve non-unifor circular oion wih a conan α. (1) Obain each of he equaion of oion for non-unifor circular oion under a conan acceleraion,

More information

/01/$ IEEE

/01/$ IEEE Proeedings of he IEEE Inernaional Conferene on Robois & Auoaion Seoul, Korea May -6, Conrol of Robo Manipulaors wih Consideraion of Auaor Perforane egradaion and Failures G. Liu eparen of Mehanial, Aerospae

More information

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018 DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS Aoc. Prof. Dr. Burak Kllci Spring 08 OUTLINE Th Laplac Tranform Rgion of convrgnc for Laplac ranform Invr Laplac ranform Gomric valuaion

More information

SIMULATION STUDY OF STOCHASTIC CHANNEL REDISTRIBUTION

SIMULATION STUDY OF STOCHASTIC CHANNEL REDISTRIBUTION Developmens in Business Simulaion and Experienial Learning, Volume 3, 3 SIMULATIO STUDY OF STOCHASTIC CHAEL REDISTRIBUTIO Yao Dong-Qing Towson Universiy dyao@owson.edu ABSTRACT In his paper, we invesigae

More information

ES 330 Electronics II Homework # 9 (Fall 2017 Due Monday, December 4, 2017)

ES 330 Electronics II Homework # 9 (Fall 2017 Due Monday, December 4, 2017) Pag1 Na OLUTON E 330 Elctronics Howork # 9 (Fall 017 Du Monday, Dcbr 4, 017) Probl 1 (14 points) Dsign a MO diffrntial aplifir illsuratd in th schatic blow to oprat at O = 0.5 olt with a transconductanc

More information

Option Pricing When Changes of the Underlying Asset Prices Are Restricted

Option Pricing When Changes of the Underlying Asset Prices Are Restricted Journal of Mahmaial Finan 8-33 doi:.436/jmf..4 Publishd Onlin Augus (hp://www.sirp.org/journal/jmf) Opion Priing Whn Changs of h Undrling Ass Pris Ar Rsrid Absra Gorg J. Jiang Guanzhong Pan Li Shi 3 Univrsi

More information

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 3/28/2012. UW Madison

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 3/28/2012. UW Madison Economics 302 (Sc. 001) Inrmdia Macroconomic Thory and Policy (Spring 2011) 3/28/2012 Insrucor: Prof. Mnzi Chinn Insrucor: Prof. Mnzi Chinn UW Madison 16 1 Consumpion Th Vry Forsighd dconsumr A vry forsighd

More information

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016 Applid Saisics and robabiliy for Enginrs, 6 h diion Ocobr 7, 6 CHATER Scion - -. a d. 679.. b. d. 88 c d d d. 987 d. 98 f d.. Thn, = ln. =. g d.. Thn, = ln.9 =.. -7. a., by symmry. b.. d...6. 7.. c...

More information

CATAVASII LA NAȘTEREA DOMNULUI DUMNEZEU ȘI MÂNTUITORULUI NOSTRU, IISUS HRISTOS. CÂNTAREA I-A. Ήχος Πα. to os se e e na aș te e e slă ă ă vi i i i i

CATAVASII LA NAȘTEREA DOMNULUI DUMNEZEU ȘI MÂNTUITORULUI NOSTRU, IISUS HRISTOS. CÂNTAREA I-A. Ήχος Πα. to os se e e na aș te e e slă ă ă vi i i i i CATAVASII LA NAȘTEREA DOMNULUI DUMNEZEU ȘI MÂNTUITORULUI NOSTRU, IISUS HRISTOS. CÂNTAREA I-A Ήχος α H ris to os s n ș t slă ă ă vi i i i i ți'l Hris to o os di in c ru u uri, în tâm pi i n ți i'l Hris

More information

EXERCISE - 01 CHECK YOUR GRASP

EXERCISE - 01 CHECK YOUR GRASP DIFFERENTIAL EQUATION EXERCISE - CHECK YOUR GRASP 7. m hn D() m m, D () m m. hn givn D () m m D D D + m m m m m m + m m m m + ( m ) (m ) (m ) (m + ) m,, Hnc numbr of valus of mn will b. n ( ) + c sinc

More information

The Particle Swarm: Explosion, Stability, and Convergence in a Multi-Dimensional Complex Space

The Particle Swarm: Explosion, Stability, and Convergence in a Multi-Dimensional Complex Space Th Paril Swarm: Explosion Sabiliy and Conrgn in a Muli-Dimnsional Complx Spa Mauri Clr Fran Téléom Fran Mauri.Clr@WriM.om Jams Knndy Burau of Labor Saisis Washingon D.C. Knndy_Jim@bls.go Absra Th paril

More information

Lecture 1: Growth and decay of current in RL circuit. Growth of current in LR Circuit. D.K.Pandey

Lecture 1: Growth and decay of current in RL circuit. Growth of current in LR Circuit. D.K.Pandey cur : Growh and dcay of currn in circui Growh of currn in Circui us considr an inducor of slf inducanc is conncd o a DC sourc of.m.f. E hrough a rsisr of rsisanc and a ky K in sris. Whn h ky K is swichd

More information

Conservation of Momentum. The purpose of this experiment is to verify the conservation of momentum in two dimensions.

Conservation of Momentum. The purpose of this experiment is to verify the conservation of momentum in two dimensions. Conseraion of Moenu Purose The urose of his exerien is o erify he conseraion of oenu in wo diensions. Inroducion and Theory The oenu of a body ( ) is defined as he roduc of is ass () and elociy ( ): When

More information

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to:

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to: Rfrncs Brnank, B. and I. Mihov (1998). Masuring monary policy, Quarrly Journal of Economics CXIII, 315-34. Blanchard, O. R. Proi (00). An mpirical characrizaion of h dynamic ffcs of changs in govrnmn spnding

More information

Nonlinear model-based

Nonlinear model-based oughborough Univrsiy nsiuional osiory Nonlinar odl-basd conrol o a soluion coolyrizaion coninuous sirrd an racor This i was subid o oughborough Univrsiy's nsiuional osiory by h/an auhor. Ciaion: BENYAHA,

More information

Paper Code:MICW-004 I. INTRODUCTION

Paper Code:MICW-004 I. INTRODUCTION Par Cod:ICW-4 Oral ANALYSIS OF A LONGITUDINAL RCTANGULAR WAVGUID POWR COBINR FOR TWO DINSIONAL PASD ARRAY APPLICATIONS USING ULTIPL CAVITY ODLING TCNIQU Dbndra Kumar Panda 1 and Aa Chakrabor Darmn of lronis

More information

Rebar bond slip in diagonal tension failure of reinforced concrete beams

Rebar bond slip in diagonal tension failure of reinforced concrete beams Rbar bond lip in diagonal nion failur of rinford onr bam T. Hagaa Iniu of Tnology Simizu Corporaion Tokyo apan Rbar bond lip in diagonal nion failur of rinford onr bam T. Hagaa Iniu of Tnology Simizu Corporaion

More information

2 tel

2   tel Us. Timeless, sophisticated wall decor that is classic yet modern. Our style has no limitations; from traditional to contemporar y, with global design inspiration. The attention to detail and hand- craf

More information

Performance Analysis of a Symbol Synchronizer for MC-SS Packet Communication Systems under Multi-path Environment

Performance Analysis of a Symbol Synchronizer for MC-SS Packet Communication Systems under Multi-path Environment 6 IEEE inth Intrnational Syosiu on Srad Stru Thniqus and Aliations rforan Analysis of a Sybol Synhronizr for MC-SS akt Couniation Systs undr Multi-ath Environnt Takafui Oya, Knsaku Asahi, and Akira Ogawa

More information

Idealize Bioreactor CSTR vs. PFR... 3 Analysis of a simple continuous stirred tank bioreactor... 4 Residence time distribution... 4 F curve:...

Idealize Bioreactor CSTR vs. PFR... 3 Analysis of a simple continuous stirred tank bioreactor... 4 Residence time distribution... 4 F curve:... Idealize Bioreaor CSTR vs. PFR... 3 Analysis of a simple oninuous sirred ank bioreaor... 4 Residene ime disribuion... 4 F urve:... 4 C urve:... 4 Residene ime disribuion or age disribuion... 4 Residene

More information

1. Calibration factor

1. Calibration factor Annex_C_MUBDandP_eng_.doc, p. of pages Annex C: Measureen uncerainy of he oal heigh of profile of a deph-seing sandard ih he sandard deviaion of he groove deph as opography er In his exaple, he uncerainy

More information