Rational approximations to design controllers for unstable processes, including dead-time

Size: px
Start display at page:

Download "Rational approximations to design controllers for unstable processes, including dead-time"

Transcription

1 X Iteratioal Symoium o Idutrial Electroic INDEL 04 Baa Luka November Ratioal aroximatio to deig cotroller for utable rocee icludig dead-time arko Bošković tudet Faculty of Electrical Egieerig Uiverity of Eat Saraevo Eat Saraevo Boia ad Herzegovia bokovic.marko.etf@gmail.com Tomilav B. Šekara Faculty of Electrical Egieerig Uiverity of Belgrade Belgrade Serbia tomi@etf.r ila R. Raaić Bori Jakovlević Faculty of Techical Sciece Uiverity of Novi Sad Novi Sad Serbia raaa@u.ac.r bakov@u.ac.r Abtract Thi aer addree the roblem of deigig comlex cotroller for utable idutrial rocee with traort delay uder cotrait o robute ad erformace. The olutio to the cotrol deig roblem i obtaied i a o-ratioal form which i ratioalized by uig variou method. The aer alo reet a comarative aalyi of differet aroximatio techique. By mea of umerical imulatio it ha bee how that the rooed method lead to adequate erformace ad robute idice. Keyword Ratioal aroximatio Comlex cotroller Robute Frequecy domai. I. INTRODUCTION The aer coider the roblem of deigig comlex cotroller of utable idutrial rocee icludig traort delay obervig the retrictio o erformace ad robute. Whe deigig comlex cotroller for utable rocee with traort delay a time-delay may alo aear withi the trafer fuctio of the cotroller C(). Thu after the deig hae the cotroller trafer fuctio i ot ratioal ad oe ofte ecouter iteral itability. Thi iteral itability i the cotroller aear a oe or more utable diole i.e. air of ole ad zero at the ame oit at the right half-lae of the -lae. Elimiatio of the itral itability by mea of uitable ratioal aroximatio of the cotroller trafer fuctio i a itriic te i olvig the cotrol roblem uder coideratio ad thu rereet a key motivator for the reet aer. Several method of ratioal aroximatio of C() are coidered i the reet aer. It i well kow that early 94% of feedback i idutry i realized by PI/PID cotroller [] while thi ercetage i over 97% i etrochemical idutry [ 3]. Owig to thi high igificace of PI/PID the efficiet ad imle rocedure for tuig of arameter of idutrial cotroller have bee develoed [4 5] a well a the otimizatio rocedure [6-9] for deigig PI/PID with miimum IAE obervig the retrictio o robute which meet the criterio reeted i []. I additio to the reviouly metioed method there are method for deigig PID cotroller derived from IC cotroller [3-5]. For IC method of deigig cotroller there i oe adutable arameter λ which for a arrow cla of rocee directly ifluece the time cotat of the cloed loo ytem. Reoe to a Heaviide diturbace of the roce cotrolled by a cotroller obtaied by IC method i deedet o the domiat dyamic of the roce. E.g. if the roce ha domiat ocillatory dyamic reoce to ay diturbace will be ocillatory. The roblem of cotrol of comlex rocee (multile itabilitie multile atatim domiat time delay) ca ot be olved adequately by alyig PID cotroller the baic reao for develoig method of deigig comlex cotroller. For the uroe of accomlihig adequate idice of robute ad erformace for a wide cla of table ad utable rocee ew method [6-9] have bee develoed for determiatio of comlex cotroller baed o modified IC tructure. However the rule of deig of comlex cotroller by alyig thee method have ot bee defied for the geeral form of roce trafer fuctio () but they are defied for ecific clae of rocee () [6-9]. Cotroller C() ad it ratioal aroximatio defied i [3] i deiged for the geeral form of the roce trafer fuctio ()H()ex(-τ)/Q() uder retrictio o robute ad eitivity to meaurmet oie. Adutable arameter of a comlex cotroller C() are time cotat λ ad factor of relative damig ζ of domiat ole of the roce i cloed loo with cotroller C() a i [6]. Adutig of arameter ζ allow achievig comromie betwee idice of robute ad erformace which i ot oible for comlex cotroller deiged by IC [3-5] or by modified IC [6-9]. Through a erie of imulatio of a wide cla of idutrial rocee a comario of differet method of ratioal aroximatio of C() i order to achieve a adequate idex erformace/robute ad iteral tability of the cotroller ha bee obtaied. II. COPARATIVE ANALYSIS OF SEVERAL ETHODS OF RATIONAL APPROXIATION OF INTERNALLY UNSTABLE CONTROLLERS The cotrol tructure with C() cotroller i reeted i Fig.. ff () decribe the feed forward from the et oit y to cotrol igal u ad will ot be coidered here. For a wide cla of trafer fuctio of idutrial rocee i τ () H() e / Q() where Q() ad H() are olyomial 00

2 y ff () u d () C () Figure. Cotrol tructure with cotroller C() of the order deg Q ( ) deg H ( ) 0 ad H(0) 0. Comlemetary eitivity fuctio of the cotrolled roce () of Fig. i give by relatio T () L ()/( L ()) [3] the fuctio of feedback trafer beig of the form L () C () (). Let the deired comlemetary eitivity fuctio T() i give by where: N() τ N() e T T() () P () η P () ( λ ζλ ) ζ O() N ad adutable arameteri λ > 0 η R determied o the bai of deired eerformace of the cloed loo ytem. From relatio () cotroller C() for roce trafer fuctio () for maximum atteuatio of diturbace d or i defied a T( ) N( ) Q( ) C () () () T() H() F() τ where F() P() e N() [30]. I geeral arameter η η are determied to achieve cacellig of ole of roce () ad zero of fuctio F() [9] where for utable rocee a iteral itability arie i comlex cotroller (). Free arameter of comlex cotroller () are time cotat λ > 0 ad factor of relative damig ζ > 0 of the cloed loo ytem a i [630]. Damig factor itroduced i the comlex cotroller deig lay a igificat role i accomlihig a comromie betwee the erformace ad robute idece. It hould be metioed that arameter ζ affect eitivity to the meauremet oie at high frequecie lim C(i ω) (3) ω C (i ω ) (i ω ) I order to accomlih a comromie betwee the deired erformace IAE ad max /(L(iω)) time cotat λ ω hould fullfil coditio ωλ max /( C(i ω) (i ω)). (4) ive ζ ad (4) time cotat λ i determied by olvig two oliear algebraic equatio y Ci ( ω) ( iω) / 0 (5) ( C(i ω) (i ω) )/ ω 0 (6) a i [6 30]. The iitial choice of arameter ζ hould be ζ ad arameter λ from the viciity of the etimated traort delay. By determiig time cotat λ for differet value of arameter ζ oe achieve comromie betwee value IAE ad max ω L(iω)/(L(iω)) uder coditio that i the cae of a utable roce () the utable diole i cotroller C() i removed. I order to remove the utable diole if it exit i the cotroller everal method foud i the literature reduce to alicatio of Padé aroximatio. A. Padé aroximatio of cotroller C() Padé aroximatio i oe od the mot frequet ratioal aroximatio met i the cotrol ytem ad wider. It ca be calculated a follow [63] C () Cˆ () N d 0 N N i c i 0 i (7) where N i the uer-ecified cotroller order to achieve the deirable erformace ecificatio for the load diturbace reectio ad c i ad d are determied by the followig two liear matrix equatio. d b c d b b0 0 0 c (8) d b b b b c N N N N N b b b b c b N N N N bn bn bn b 3 c b N (9) b b b b c b N N3 N4 N N N where () i bi f (0)/ i! i N are the aclauri coefficiet if ci 0 of f() C() ad c0 hould be take a c 0. if ci < 0 I thi way uder certai coditio o arameter λ ζ ad N the iteral itability of cotroller C() ca be removed. However the obtaied cotroller Cˆ N() i ot alway a adequate aroximatio of C() thu idex robute/erformace could be imaired. For thi reao i [9 30] other method of ratioal aroximatio are met. The method of ratioal aroximatio of C() alied i [9] i eece alo make ue of Padé aroximatio i the 0

3 followig way. The obtaied cotroller C() from () i firt decomoed i the form NQ () () Q() C () H() P() N() e P () τ (0) where: Q () ad Q () are olyomial whoe root rereet ole of roce () i the right ad left half lae of the - lae reectively. The Padé aroximatio i alied oly to a art of the receedig exreio τ Ne () D () Q()/ takig care that the obtaied P () cotroller i caual ie. N() Q () () () H() P() C Dˆ N b 0 i a i 0 i Dˆ (). () Similarly i [30] i order to avoid calculatio of Padé aroximatio of comlex fuctio the ue i made of the kow Padé aroximatio of fuctio e τ i cotroller C() followed by factorizatio ad elimiatio of utable diole to remove iteral itability of the cotroller. Sice Padé aroximatio of fuctio e τ i the viciity of 0 i give i the form Proce. ( N k)!! ( ) k 0 B () τ τ ( N)! k!( k)! e A () N ( N k)! N! N k ( τ ) k 0 ( N)! k!( N k)! ad o the bai of relatio () it follow factorizatio ad elimiatio of utable diole k () ˆ AN () N() Q() CL/ L() (3) H ()( P() AN() N() B()) therefore i the obtaied cotroller Cˆ L/ L() there are o utabile diole. B. Simulatio aalyi Comario of the rooed method for removal of iteral itability i cotroller C() () will be aalyzed through four rereetative tyical dyamic characteritic of utable idutrial rocee icludig traort delay: 3. 4e 4 e ( )(0.5 ) 0. e ( ) The obtaied cotroller are: e. (3)( ).0488( )(.3)( 0.07) ( )( 8.777) (.7760)( 0.07)( ) ( 0.99)( ) L 9.609(.68)( 0.388)( 0.385)( )( 0.07) 6/6 Proce. ( 0.387) ( 68.06)( ) ( 0.054)( )( ) ( )( 7.776) 9.837(.9890)( 0.055)( ) ( 79.8)( ) L ( )( )( )( )( 0.055) 3 Proce ( 0)( ) 3/3 Proce 4. ( 0.588) ( )( ) ( ) ( )( ) ( )( ) ˆ ( ) C/ () ( ) ˆ () oe L CN / N ˆ ( )(.8684) C3/3 () ( ) L 49.86( )( )( )( ) 4 (.0408) ( ) O the bai of Table ad trafer fuctio of the obtaied cotroller it ca be cocluded that cotroller C () are of higher order comared to thoe obtaied by other method all havig the ame. I additio i the third examle by alyig L method it wa ot oible to determie the cotroller for the give. Cotroller of tye C () ad obtaied for the ecod roce cotai double utable ole but i cotrol ytem it i ot recommedable that the cotroller itelf i utable ice thi imair robute of the cotrol loo. Cotroller of tye 0

4 ˆ () C give better reult for rocee havig domiat traort delay comared to other two cotroller tye. I deig of the cotroller it i oible to iclude arameter ζ a i [30] i order to achieve better idice of eformace ad robute. TABLE I. THE RESULTS OBTAINED BY THE PROPOSED ETHODS OF RATIONAL APPROXIATION OF CONTROLLER C(S) FOR THE SAE VALUE OF S AND ζ. Proce ethod λ IAE () () () L Cˆ 6/6() () () () L Cˆ () Cˆ 3/3 () () Cˆ / () C () () () Cˆ 3/3 () C () III. CONCLUSIONS Deig of cotroller of utable idutrial rocee icludig traort delay with retrictio o erformace ad robute i of excetioal igificace from the oit of view of idutry. The roblem of cotrol of comlex rocee (multile itabiltie multile atatim domiat time delay) ca ot be adequatly olved by uig PID cotroller which i the baic reao for develomet of the method for deig of comlex cotroller. The coditio for a comlex cotroller are that it i table of relativly lower order ad of adequate tructure for ractical realizatio. I thi work three method of ratioal aroximatio i the deig of comlex cotroller have be aalyzed. The reeted comarative aalyi ad imulatio gave the exected reult. ACKNOWLEDENT The author would like to ackowledge fiacial uort of the Serbia iitry of Sciece ad Educatio uder grat TR3300 (T.B.Š) TR308 ad TR3303 (.R.R). REFERENCES [] S. Yamamoto ad I. Hahimoto "Preet tatu ad future eed: the view from Jaaee idutry" I Arku ad Ray Ed. Chemical Proce Cotrol-CPCIV. Proc. 4 th Iter. Cof. o Chemical Proce Cotrol TX 99. [] L. Debourough R. iller "Icreaig cutomer value of idutrial cotrol erformace moitorig Hoeywell exeriece" i: Sixth Iteratioal Coferece o Chemical Proce Cotrol AIChE Symoium Serie Number 36 Vol [3] K.J. Ǻtröm T. Hägglud Reviitig the Ziegler-Nichol te reoe method for PID cotrol Joural of Proce Cotrol vol Setember 004. [4] S. Skogetad "Simle aalytic rule for model reductio ad PID cotroller tuig" Joural of Proce Cotrol Vol [5]. Shamuzzoha. Lee IC-PID cotroller deig for imroved diturbace reectio of time-delayed rocee Idutrial & Egieerig Chemitry Reearch vol. 46 o [6].R. ataušek T.B. Šekara PID cotroller frequecy-domai tuig for table itegratig ad utable rocee icludig deadtime J. Proce Cotrol vol [7] T.B. Šekara.R. ataušek Claificatio of dyamic rocee ad PID cotroller tuig i a arameter lae J. Proce Cotrol vol. Iue [8] H. Paagooulo K.J. Ǻtröm ad T. Hägglud Deig of PID cotroller baed o cotraied otimizatio IEE Proceedig- Cotrol Theory ad Alicatio vol Jauary 00. [9] A. Wallé K.J. Ǻtröm ad T. Hägglud Loo-haig deig of PID cotroller with cotat T i/t d ratio Aia Joural of Cotrol vol December 00. [0] C. Hwag ad C-Y. Hiao Solutio of o-covex otimizatio ariig i PI/PID cotrol deig Automatica vol November 00. [] B. Kritiao ad B. Learto Evaluatio ad imle tuig of PID cotroller with high-frequecy robute Joural of Proce Cotrol vol February 006. [] B. Kritiao ad B. Learto Robut tuig of PI ad PID cotroller: uig derivative actio deite eor oie IEEE Cotrol Sytem agazie February 006. [3] A.J. Iako ad S.F. raebe Derivative filter i a itegral art of PID deig IEE Proceedig-Cotrol Theory ad Alicatio vol Jauary 00. [4] A. Karimi. Kuze ad R. Logcham Robut cotroller deig by liear rogrammig with alicatio to a double-axi oitioig ytem Cotrol Egieerig Practice vol February 007. [5] T. B. Šekara. R. ataušek "A imle effective method to obtai a well-tued PID cotroller" Proceedig of the 5t Coferece o. ETRAN AU (i Serbia). [6] T.B. Šekara.R. ataušek Otimal tuig of a PI/PID cotroller for rocee defied by a ratioal trafer fuctio INFOTEH Vol. 6 Paer A Jahoria arch 007 (i Serbia). [7] T.B. Šekara ad.r. ataušek Otimizatio of PID cotroller baed o maximizatio of the roortioal gai uder cotrait o robute ad eitivity to meauremet oie IEEE Tra. Automatic Cotrol vol. 54 o Ja [8] T.B. Šekara ad.r. ataušek Reviitig the Ziegler-Nichol roce dyamic characterizatio J. Proce Cotrol vol [9] T. B. Šekara. R. ataušek "A four-arameter otimizatio of a PID cotroller" Proceedig of 5. Cof. ETRAN Vol. Palic Jue 008 (i Serbia). [0] T.B. Šekara.R. ataušek Otimal tuig of a PID cotroller i frequecy domai INFOTEH Paer A Boia ad Herzegovia Jahoria arch 009 (i Serbia). [] T.B. Šekara.B. Trifuovic Otimal tuig of a PID cotroller havig a differetial comeator coected i erie i frequecy domaie Proceedig of INDEL Baa Luka 4-6 November 00 (i Serbia). [] F.. Shikey How good are our cotroller i abolute erformace ad robute? eauremet ad Cotrol vol ay 990. [3] Chie I. L. IC-PID cotroller deig-a exteio IFAC Proceedig Serie vol. 6 (. 47-5) 988. [4] Fruehauf P. S. Chie I. L. & Laurite. D. Simlified IC- PID tuig rule. ISA Traactio 33()

5 [5] Lee Y. Lee. Park S. & Broilow C. PID cotroller tuig for deired cloed-loo reoe for SI/SO ytem. A.I.Ch.E. Joural 44() [6] Liu T Zhag W u D. Aalytical deig of two-degree-of-freedom cotrol cheme for oe-loo utable roce with time delay. J Proce Cotrol 005; 5: [7]. Shamuzzoha. Lee Aalytical deig of PID cotroller cacaded with a lead-lag filter for time-delay rocee Korea J. Chem. Eg. vol [8]. Shamuzzoha. Lee Ehaced diturbace reectio for oeloo utable roce with time delay ISA Traactio vol [9]. Liu F. ao Ehaced IC deig of load diturbace reectio for itegratig ad utable rocee with low dyamic ISA Traactio vol [30] T.B. Šekara. B. Trifuović V. ovedarica Frequecy Domai Deig of a Comlex Cotroller uder Cotrait o Robute ad Seitivity to eauremet Noie Electroic vol [3] A. eorge J. Baker.. Peter Padé Aroximat: Part I.Baic Theory Addio Weley New York 98. [3] K.J. Ǻtröm T. Hägglud Advaced PID cotrol ISA-The itrumetatio Sytem ad Automatio Society

The Performance of Feedback Control Systems

The Performance of Feedback Control Systems The Performace of Feedbac Cotrol Sytem Objective:. Secify the meaure of erformace time-domai the firt te i the deig roce Percet overhoot / Settlig time T / Time to rie / Steady-tate error e. ut igal uch

More information

Frequency Domain Design of a Complex Controller under Constraints on Robustness and Sensitivity to Measurement Noise

Frequency Domain Design of a Complex Controller under Constraints on Robustness and Sensitivity to Measurement Noise 40 ELECTRONICS VOL 5 NO JUNE 0 Frqucy Domai Dig of a Comlx Cotrollr udr Cotrait o Robut ad Sitivity to Maurmt Noi Tomilav B Šara Miloš B Trifuović ad Vida ovdarica Abtract Nw gral rul hav b dvlod for digig

More information

State space systems analysis

State space systems analysis State pace ytem aalyi Repreetatio of a ytem i tate-pace (tate-pace model of a ytem To itroduce the tate pace formalim let u tart with a eample i which the ytem i dicuio i a imple electrical circuit with

More information

Introduction to Control Systems

Introduction to Control Systems Itroductio to Cotrol Sytem CLASSIFICATION OF MATHEMATICAL MODELS Icreaig Eae of Aalyi Static Icreaig Realim Dyamic Determiitic Stochatic Lumped Parameter Ditributed Parameter Liear Noliear Cotat Coefficiet

More information

ELEC 372 LECTURE NOTES, WEEK 4 Dr. Amir G. Aghdam Concordia University

ELEC 372 LECTURE NOTES, WEEK 4 Dr. Amir G. Aghdam Concordia University ELEC 37 LECTURE NOTES, WEE 4 Dr Amir G Aghdam Cocordia Uiverity Part of thee ote are adapted from the material i the followig referece: Moder Cotrol Sytem by Richard C Dorf ad Robert H Bihop, Pretice Hall

More information

ON THE SCALE PARAMETER OF EXPONENTIAL DISTRIBUTION

ON THE SCALE PARAMETER OF EXPONENTIAL DISTRIBUTION Review of the Air Force Academy No. (34)/7 ON THE SCALE PARAMETER OF EXPONENTIAL DISTRIBUTION Aca Ileaa LUPAŞ Military Techical Academy, Bucharet, Romaia (lua_a@yahoo.com) DOI:.96/84-938.7.5..6 Abtract:

More information

Aalborg Universitet. Published in: Proceedings of the 19th IFAC World Congress, 2014

Aalborg Universitet. Published in: Proceedings of the 19th IFAC World Congress, 2014 Aalborg Uiveritet A Idutrial Model Baed Diturbace Feedback Cotrol Scheme Kawai, Fukiko; Nakazawa, Chikahi; Vither, Kaer; Ramue, Herik; Adere, Palle; Stoutru, Jakob Publihed i: Proceedig of the 9th IFAC

More information

Precise Position Control of Pneumatic Servo System Considered Dynamic Characteristics of Servo Valve

Precise Position Control of Pneumatic Servo System Considered Dynamic Characteristics of Servo Valve Precie Poitio Corol of Peumatic Servo Sytem Coidered Dyamic Characteritic of Takahi MIYAJIMA*, Hidekui IIDA*, Tohiori FUJITA**, eji AWASHIMA*** ad Tohiharu AGAWA*** * Graduated School Stude, Tokyo Iitute

More information

Last time: Ground rules for filtering and control system design

Last time: Ground rules for filtering and control system design 6.3 Stochatic Etimatio ad Cotrol, Fall 004 Lecture 7 Lat time: Groud rule for filterig ad cotrol ytem deig Gral ytem Sytem parameter are cotaied i w( t ad w ( t. Deired output i grated by takig the igal

More information

Last time: Completed solution to the optimum linear filter in real-time operation

Last time: Completed solution to the optimum linear filter in real-time operation 6.3 tochatic Etimatio ad Cotrol, Fall 4 ecture at time: Completed olutio to the oimum liear filter i real-time operatio emi-free cofiguratio: t D( p) F( p) i( p) dte dp e π F( ) F( ) ( ) F( p) ( p) 4444443

More information

EECE 301 Signals & Systems Prof. Mark Fowler

EECE 301 Signals & Systems Prof. Mark Fowler EECE 30 Sigal & Sytem Prof. Mark Fowler Note Set #8 C-T Sytem: Laplace Traform Solvig Differetial Equatio Readig Aigmet: Sectio 6.4 of Kame ad Heck / Coure Flow Diagram The arrow here how coceptual flow

More information

REVIEW OF SIMPLE LINEAR REGRESSION SIMPLE LINEAR REGRESSION

REVIEW OF SIMPLE LINEAR REGRESSION SIMPLE LINEAR REGRESSION REVIEW OF SIMPLE LINEAR REGRESSION SIMPLE LINEAR REGRESSION I liear regreio, we coider the frequecy ditributio of oe variable (Y) at each of everal level of a ecod variable (X). Y i kow a the depedet variable.

More information

We will look for series solutions to (1) around (at most) regular singular points, which without

We will look for series solutions to (1) around (at most) regular singular points, which without ENM 511 J. L. Baai April, 1 Frobeiu Solutio to a d order ODE ear a regular igular poit Coider the ODE y 16 + P16 y 16 + Q1616 y (1) We will look for erie olutio to (1) aroud (at mot) regular igular poit,

More information

u t u 0 ( 7) Intuitively, the maximum principles can be explained by the following observation. Recall

u t u 0 ( 7) Intuitively, the maximum principles can be explained by the following observation. Recall Oct. Heat Equatio M aximum priciple I thi lecture we will dicu the maximum priciple ad uiquee of olutio for the heat equatio.. Maximum priciple. The heat equatio alo ejoy maximum priciple a the Laplace

More information

Statistics and Chemical Measurements: Quantifying Uncertainty. Normal or Gaussian Distribution The Bell Curve

Statistics and Chemical Measurements: Quantifying Uncertainty. Normal or Gaussian Distribution The Bell Curve Statitic ad Chemical Meauremet: Quatifyig Ucertaity The bottom lie: Do we trut our reult? Should we (or ayoe ele)? Why? What i Quality Aurace? What i Quality Cotrol? Normal or Gauia Ditributio The Bell

More information

Adaptive control design for a Mimo chemical reactor

Adaptive control design for a Mimo chemical reactor Automatio, Cotrol ad Itelliget Sytem 013; 1(3): 64-70 Publihed olie July 10, 013 (http://www.ciecepublihiggroup.com/j/aci) doi: 10.11648/j.aci.0130103.15 Adaptive cotrol deig for a Mimo chemical reactor

More information

Applied Mathematical Sciences, Vol. 9, 2015, no. 3, HIKARI Ltd,

Applied Mathematical Sciences, Vol. 9, 2015, no. 3, HIKARI Ltd, Applied Mathematical Sciece Vol 9 5 o 3 7 - HIKARI Ltd wwwm-hiaricom http://dxdoiorg/988/am54884 O Poitive Defiite Solutio of the Noliear Matrix Equatio * A A I Saa'a A Zarea* Mathematical Sciece Departmet

More information

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter Time Respose & Frequecy Respose d -Order Dyamic System -Pole, Low-Pass, Active Filter R 4 R 7 C 5 e i R 1 C R 3 - + R 6 - + e out Assigmet: Perform a Complete Dyamic System Ivestigatio of the Two-Pole,

More information

ANDRONOV-HOPF S BIFURCATION IN A DYNAMIC MODEL OF CELL POPULATION

ANDRONOV-HOPF S BIFURCATION IN A DYNAMIC MODEL OF CELL POPULATION Mathematical Moelig ANDRONOV-HOPF S BIFURCATION IN A DYNAMIC MODEL OF CELL POPULATION JuG Nekhozhia VA Sobolev Samara Natioal Reearch Uiverity Samara Ruia Abtract The mathematical moel of the ifferetial

More information

ELEC 372 LECTURE NOTES, WEEK 1 Dr. Amir G. Aghdam Concordia University

ELEC 372 LECTURE NOTES, WEEK 1 Dr. Amir G. Aghdam Concordia University EEC 37 ECTURE NOTES, WEEK Dr Amir G Aghdam Cocordia Uiverity Part of thee ote are adapted from the material i the followig referece: Moder Cotrol Sytem by Richard C Dorf ad Robert H Bihop, Pretice Hall

More information

Reliable Decentralized PID Stabilization of MIMO Systems

Reliable Decentralized PID Stabilization of MIMO Systems Proceedig of the 6 America Cotrol Coferece Mieapoli, Mieota, USA, Jue 4-6, 6 FrB.5 Reliable Decetralized PID Stabilizatio of MIMO Sytem A. N. Mete, A. N. Güdeş, ad A. N. Palazoğlu Abtract Sytematic method

More information

Lecture 6. Material from Various Sources, Mainly Nise Chapters 5.8 and 12. Similarity Transformations and Introduction to State-Space Control

Lecture 6. Material from Various Sources, Mainly Nise Chapters 5.8 and 12. Similarity Transformations and Introduction to State-Space Control ETR Advaced Cotrol Lectre 6 aterial from Vario Sorce, ail Nie Chater.8 ad ETR ADVANCED CONTROL SEESTER, Similarit Traformatio ad Itrodctio to State-Sace Cotrol G. Hovlad Z. Dog State-Sace Deig v Freqec

More information

Hidden Markov Model Parameters

Hidden Markov Model Parameters .PPT 5/04/00 Lecture 6 HMM Traiig Traiig Hidde Markov Model Iitial model etimate Viterbi traiig Baum-Welch traiig 8.7.PPT 5/04/00 8.8 Hidde Markov Model Parameter c c c 3 a a a 3 t t t 3 c a t A Hidde

More information

Heat Equation: Maximum Principles

Heat Equation: Maximum Principles Heat Equatio: Maximum Priciple Nov. 9, 0 I thi lecture we will dicu the maximum priciple ad uiquee of olutio for the heat equatio.. Maximum priciple. The heat equatio alo ejoy maximum priciple a the Laplace

More information

Analysis of Analytical and Numerical Methods of Epidemic Models

Analysis of Analytical and Numerical Methods of Epidemic Models Iteratioal Joural of Egieerig Reearc ad Geeral Sciece Volue, Iue, Noveber-Deceber, 05 ISSN 09-70 Aalyi of Aalytical ad Nuerical Metod of Epideic Model Pooa Kuari Aitat Profeor, Departet of Mateatic Magad

More information

Erick L. Oberstar Fall 2001 Project: Sidelobe Canceller & GSC 1. Advanced Digital Signal Processing Sidelobe Canceller (Beam Former)

Erick L. Oberstar Fall 2001 Project: Sidelobe Canceller & GSC 1. Advanced Digital Signal Processing Sidelobe Canceller (Beam Former) Erick L. Obertar Fall 001 Project: Sidelobe Caceller & GSC 1 Advaced Digital Sigal Proceig Sidelobe Caceller (Beam Former) Erick L. Obertar 001 Erick L. Obertar Fall 001 Project: Sidelobe Caceller & GSC

More information

ECEN620: Network Theory Broadband Circuit Design Fall 2014

ECEN620: Network Theory Broadband Circuit Design Fall 2014 ECE60: etwork Theory Broadbad Circuit Deig Fall 04 Lecture 3: PLL Aalyi Sam Palermo Aalog & Mixed-Sigal Ceter Texa A&M Uiverity Ageda & Readig PLL Overview & Applicatio PLL Liear Model Phae & Frequecy

More information

Brief Review of Linear System Theory

Brief Review of Linear System Theory Brief Review of Liear Sytem heory he followig iformatio i typically covered i a coure o liear ytem theory. At ISU, EE 577 i oe uch coure ad i highly recommeded for power ytem egieerig tudet. We have developed

More information

CONTROL ENGINEERING LABORATORY

CONTROL ENGINEERING LABORATORY Uiverity of Techology Departmet of Electrical Egieerig Cotrol Egieerig Lab. CONTROL ENGINEERING LABORATORY By Dr. Abdul. Rh. Humed M.Sc. Quay Salim Tawfeeq M.Sc. Nihad Mohammed Amee M.Sc. Waleed H. Habeeb

More information

Explicit scheme. Fully implicit scheme Notes. Fully implicit scheme Notes. Fully implicit scheme Notes. Notes

Explicit scheme. Fully implicit scheme Notes. Fully implicit scheme Notes. Fully implicit scheme Notes. Notes Explicit cheme So far coidered a fully explicit cheme to umerically olve the diffuio equatio: T + = ( )T + (T+ + T ) () with = κ ( x) Oly table for < / Thi cheme i ometime referred to a FTCS (forward time

More information

Reasons for Sampling. Forest Sampling. Scales of Measurement. Scales of Measurement. Sampling Error. Sampling - General Approach

Reasons for Sampling. Forest Sampling. Scales of Measurement. Scales of Measurement. Sampling Error. Sampling - General Approach Foret amplig Aver & Burkhart, Chpt. & Reao for amplig Do NOT have the time or moe to do a complete eumeratio Remember that the etimate of the populatio parameter baed o a ample are ot accurate, therefore

More information

Assignment 1 - Solutions. ECSE 420 Parallel Computing Fall November 2, 2014

Assignment 1 - Solutions. ECSE 420 Parallel Computing Fall November 2, 2014 Aigmet - Solutio ECSE 420 Parallel Computig Fall 204 ovember 2, 204. (%) Decribe briefly the followig term, expoe their caue, ad work-aroud the idutry ha udertake to overcome their coequece: (i) Memory

More information

Lecture 30: Frequency Response of Second-Order Systems

Lecture 30: Frequency Response of Second-Order Systems Lecture 3: Frequecy Repoe of Secod-Order Sytem UHTXHQF\ 5HVSRQVH RI 6HFRQGUGHU 6\VWHPV A geeral ecod-order ytem ha a trafer fuctio of the form b + b + b H (. (9.4 a + a + a It ca be table, utable, caual

More information

System Control. Lesson #19a. BME 333 Biomedical Signals and Systems - J.Schesser

System Control. Lesson #19a. BME 333 Biomedical Signals and Systems - J.Schesser Sytem Cotrol Leo #9a 76 Sytem Cotrol Baic roblem Say you have a ytem which you ca ot alter but it repoe i ot optimal Example Motor cotrol for exokeleto Robotic cotrol roblem that ca occur Utable Traiet

More information

Chapter #3 EEE Subsea Control and Communication Systems

Chapter #3 EEE Subsea Control and Communication Systems EEE 87 Chter #3 EEE 87 Sube Cotrol d Commuictio Sytem Cloed loo ytem Stedy tte error PID cotrol Other cotroller Chter 3 /3 EEE 87 Itroductio The geerl form for CL ytem: C R ', where ' c ' H or Oe Loo (OL)

More information

FAST CALIBRATION TECHNIQUE FOR A GIMBALLED INERTIAL NAVIGATION SYSTEM

FAST CALIBRATION TECHNIQUE FOR A GIMBALLED INERTIAL NAVIGATION SYSTEM ICAS00 CONGRESS FAST CALIBRATION TECHNIQUE FOR A GIMBALLED INERTIAL NAVIGATION SYSTEM Yo-Ji Shi, Jeo-Hwa Park Aecy for Defee Develomet, Yueo P.O.Box 35-5 305 600 Daejeo, Korea Cheo-Joo Kim Korea Aeroace

More information

Gain-scheduling of Acceleration Estimator for Low-velocity Measurement with Encoders

Gain-scheduling of Acceleration Estimator for Low-velocity Measurement with Encoders Jue -5, INTEX, Gyeoggi-Do, orea Gai-chedulig of Acceleratio Etimator for Low-velocity Meauremet with Ecoder Seug-Woo So, Sag-Hu Lee ad Jog-Sug Hur Electro-Mechaical Reearch Ititute, Hyudai Heavy Idutrie

More information

8.6 Order-Recursive LS s[n]

8.6 Order-Recursive LS s[n] 8.6 Order-Recurive LS [] Motivate ti idea wit Curve Fittig Give data: 0,,,..., - [0], [],..., [-] Wat to fit a polyomial to data.., but wic oe i te rigt model?! Cotat! Quadratic! Liear! Cubic, Etc. ry

More information

Numerical Solution of Coupled System of Nonlinear Partial Differential Equations Using Laplace-Adomian Decomposition Method

Numerical Solution of Coupled System of Nonlinear Partial Differential Equations Using Laplace-Adomian Decomposition Method I S S N 3 4 7-9 V o l u m e N u m b e r 0 8 J o u r a l o f A d v a c e i M a t h e m a t i c Numerical Solutio of Coupled Sytem of Noliear Partial Differetial Equatio Uig Laplace-Adomia Decompoitio Method

More information

TESTS OF SIGNIFICANCE

TESTS OF SIGNIFICANCE TESTS OF SIGNIFICANCE Seema Jaggi I.A.S.R.I., Library Aveue, New Delhi eema@iari.re.i I applied ivetigatio, oe i ofte itereted i comparig ome characteritic (uch a the mea, the variace or a meaure of aociatio

More information

a 1 = 1 a a a a n n s f() s = Σ log a 1 + a a n log n sup log a n+1 + a n+2 + a n+3 log n sup () s = an /n s s = + t i

a 1 = 1 a a a a n n s f() s = Σ log a 1 + a a n log n sup log a n+1 + a n+2 + a n+3 log n sup () s = an /n s s = + t i 0 Dirichlet Serie & Logarithmic Power Serie. Defiitio & Theorem Defiitio.. (Ordiary Dirichlet Serie) Whe,a,,3, are complex umber, we call the followig Ordiary Dirichlet Serie. f() a a a a 3 3 a 4 4 Note

More information

Optical Disk Drive Servo System Using Dual Disturbance Observer

Optical Disk Drive Servo System Using Dual Disturbance Observer ICCA5 Jue -5, KINTEX, Gyeoggi-Do, Korea Optical Dik Drive ervo ytem Uig Dual Diturbace Oberver ag Ha Lee*, Dog eul Jeog ** ad Chug Choo Chug *** * Departmet of Electroic ad Computer Egieerig, Hayag Uiverity,

More information

ANALYTICAL SOLUTIONS FOR WELL DRAWDOWN WITH WELL LOSSES 2. REAL WELL NEAR BOUNDARY - SOLUTION BY IMAGE WELL

ANALYTICAL SOLUTIONS FOR WELL DRAWDOWN WITH WELL LOSSES 2. REAL WELL NEAR BOUNDARY - SOLUTION BY IMAGE WELL JOURNAL OF ENVIRONMENTAL HYROLOGY The Electroic Joural of the Iteratioal Aociatio for Evirometal Hydrology O the World Wide Web at http://www.hydroweb.com VOLUME 3 5 ANALYTICAL SOLUTIONS FOR WELL RAWOWN

More information

10-716: Advanced Machine Learning Spring Lecture 13: March 5

10-716: Advanced Machine Learning Spring Lecture 13: March 5 10-716: Advaced Machie Learig Sprig 019 Lecture 13: March 5 Lecturer: Pradeep Ravikumar Scribe: Charvi Ratogi, Hele Zhou, Nicholay opi Note: Lae template courtey of UC Berkeley EECS dept. Diclaimer: hee

More information

On the Tang and Wang Decomposition of Labour Productivity Growth into Sectoral Effects

On the Tang and Wang Decomposition of Labour Productivity Growth into Sectoral Effects O the Tag ad Wag Decomoitio of Labour Productivity Growth ito Sectoral Effect W. Erwi Diewert, Aril 5, 8 Dicuio Paer 8-6, Deartmet of Ecoomic, Uiverity of Britih Columbia, Vacouver, B.C., Caada, V6T Z.

More information

AN APPLICATION OF HYPERHARMONIC NUMBERS IN MATRICES

AN APPLICATION OF HYPERHARMONIC NUMBERS IN MATRICES Hacettepe Joural of Mathematic ad Statitic Volume 4 4 03, 387 393 AN APPLICATION OF HYPERHARMONIC NUMBERS IN MATRICES Mutafa Bahşi ad Süleyma Solak Received 9 : 06 : 0 : Accepted 8 : 0 : 03 Abtract I thi

More information

Generalized Fibonacci Like Sequence Associated with Fibonacci and Lucas Sequences

Generalized Fibonacci Like Sequence Associated with Fibonacci and Lucas Sequences Turkih Joural of Aalyi ad Number Theory, 4, Vol., No. 6, 33-38 Available olie at http://pub.ciepub.com/tjat//6/9 Sciece ad Educatio Publihig DOI:.69/tjat--6-9 Geeralized Fiboacci Like Sequece Aociated

More information

CONTROL SYSTEMS. Chapter 7 : Bode Plot. 40dB/dec 1.0. db/dec so resultant slope will be 20 db/dec and this is due to the factor s

CONTROL SYSTEMS. Chapter 7 : Bode Plot. 40dB/dec 1.0. db/dec so resultant slope will be 20 db/dec and this is due to the factor s CONTROL SYSTEMS Chapter 7 : Bode Plot GATE Objective & Numerical Type Solutio Quetio 6 [Practice Book] [GATE EE 999 IIT-Bombay : 5 Mark] The aymptotic Bode plot of the miimum phae ope-loop trafer fuctio

More information

CONTROL OF HINDMARSH-ROSE MODEL BY NONLINEAR-OPEN-PLUS-CLOSED-LOOP (NOPCL)

CONTROL OF HINDMARSH-ROSE MODEL BY NONLINEAR-OPEN-PLUS-CLOSED-LOOP (NOPCL) Euroea Scietific Joural December 013 /SPECIAL/ editio vol.3 ISSN: 1857 7881 (Pri e - ISSN 1857-7431 CONTROL OF HINDMARSH-ROSE MODEL BY NONLINEAR-OPEN-PLUS-CLOSED-LOOP (NOPCL) Touia Bezekri, PhD Uiverity

More information

Generalized Likelihood Functions and Random Measures

Generalized Likelihood Functions and Random Measures Pure Mathematical Sciece, Vol. 3, 2014, o. 2, 87-95 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.12988/pm.2014.437 Geeralized Likelihood Fuctio ad Radom Meaure Chrito E. Koutzaki Departmet of Mathematic

More information

You may work in pairs or purely individually for this assignment.

You may work in pairs or purely individually for this assignment. CS 04 Problem Solvig i Computer Sciece OOC Assigmet 6: Recurreces You may work i pairs or purely idividually for this assigmet. Prepare your aswers to the followig questios i a plai ASCII text file or

More information

EULER-MACLAURIN SUM FORMULA AND ITS GENERALIZATIONS AND APPLICATIONS

EULER-MACLAURIN SUM FORMULA AND ITS GENERALIZATIONS AND APPLICATIONS EULER-MACLAURI SUM FORMULA AD ITS GEERALIZATIOS AD APPLICATIOS Joe Javier Garcia Moreta Graduate tudet of Phyic at the UPV/EHU (Uiverity of Baque coutry) I Solid State Phyic Addre: Practicate Ada y Grijalba

More information

On Cesáro means for Fox-Wright functions

On Cesáro means for Fox-Wright functions Joural of Mathematics ad Statistics: 4(3: 56-6, 8 ISSN: 549-3644 8 Sciece Publicatios O Cesáro meas for Fox-Wright fuctios Maslia Darus ad Rabha W. Ibrahim School of Mathematical Scieces, Faculty of Sciece

More information

IJEMR November Vol 5 Issue 11 - Online - ISSN Print - ISSN

IJEMR November Vol 5 Issue 11 - Online - ISSN Print - ISSN Performace of a Normal Proce Ditributio *MahedraSaha *Aitat Profeor Deartmet of tatitic Cetral Uiverity of rajatha Baridri Ajmer 305 87 Rajatha Abtract Geeralized roce caability idex defied a the ratio

More information

The Sumudu transform and its application to fractional differential equations

The Sumudu transform and its application to fractional differential equations ISSN : 30-97 (Olie) Iteratioal e-joural for Educatio ad Mathematics www.iejem.org vol. 0, No. 05, (Oct. 03), 9-40 The Sumudu trasform ad its alicatio to fractioal differetial equatios I.A. Salehbhai, M.G.

More information

MTH 212 Formulas page 1 out of 7. Sample variance: s = Sample standard deviation: s = s

MTH 212 Formulas page 1 out of 7. Sample variance: s = Sample standard deviation: s = s MTH Formula age out of 7 DESCRIPTIVE TOOLS Poulatio ize = N Samle ize = x x+ x +... + x x Poulatio mea: µ = Samle mea: x = = N ( µ ) ( x x) Poulatio variace: = Samle variace: = N Poulatio tadard deviatio:

More information

STRONG DEVIATION THEOREMS FOR THE SEQUENCE OF CONTINUOUS RANDOM VARIABLES AND THE APPROACH OF LAPLACE TRANSFORM

STRONG DEVIATION THEOREMS FOR THE SEQUENCE OF CONTINUOUS RANDOM VARIABLES AND THE APPROACH OF LAPLACE TRANSFORM Joural of Statitic: Advace i Theory ad Applicatio Volume, Number, 9, Page 35-47 STRONG DEVIATION THEORES FOR THE SEQUENCE OF CONTINUOUS RANDO VARIABLES AND THE APPROACH OF LAPLACE TRANSFOR School of athematic

More information

Robust Resonance Suppression Control based on Self Resonance Cancellation Disturbance Observer and Application to Humanoid Robot

Robust Resonance Suppression Control based on Self Resonance Cancellation Disturbance Observer and Application to Humanoid Robot Robut Reoace Suppreio Cotrol baed o Self Reoace Cacellatio Diturbace Oberver ad Applicatio to Humaoid Robot Motoobu Aoki ad Hirohi Fujimoto ad Yoichi Hori The Uiverity of Tokyo Tokyo, Japa Email: http://hflab.k.u-tokyo.ac.jp

More information

Evaluating the Partial Derivatives of Four Types of Two- Variables Functions. Chii-Huei Yu *

Evaluating the Partial Derivatives of Four Types of Two- Variables Functions. Chii-Huei Yu * Automatic Cotrol ad Iformatio Scieces, 204, Vol. 2, No., -6 Available olie at htt://ubs.scieub.com/acis/2// Sciece ad Educatio Publishig DOI:.269/acis-2-- Evaluatig the Partial Derivatives of Four Tyes

More information

Comments on Discussion Sheet 18 and Worksheet 18 ( ) An Introduction to Hypothesis Testing

Comments on Discussion Sheet 18 and Worksheet 18 ( ) An Introduction to Hypothesis Testing Commet o Dicuio Sheet 18 ad Workheet 18 ( 9.5-9.7) A Itroductio to Hypothei Tetig Dicuio Sheet 18 A Itroductio to Hypothei Tetig We have tudied cofidece iterval for a while ow. Thee are method that allow

More information

LECTURE 13 SIMULTANEOUS EQUATIONS

LECTURE 13 SIMULTANEOUS EQUATIONS NOVEMBER 5, 26 Demad-upply ytem LETURE 3 SIMULTNEOUS EQUTIONS I thi lecture, we dicu edogeeity problem that arie due to imultaeity, i.e. the left-had ide variable ad ome of the right-had ide variable are

More information

High-Speed Serial Interface Circuits and Systems. Lect. 4 Phase-Locked Loop (PLL) Type 1 (Chap. 8 in Razavi)

High-Speed Serial Interface Circuits and Systems. Lect. 4 Phase-Locked Loop (PLL) Type 1 (Chap. 8 in Razavi) High-Speed Serial Iterface Circuit ad Sytem Lect. 4 Phae-Locked Loop (PLL) Type 1 (Chap. 8 i Razavi) PLL Phae lockig loop A (egative-feedback) cotrol ytem that geerate a output igal whoe phae (ad frequecy)

More information

Analytic Models of Near-Field RF Sheaths

Analytic Models of Near-Field RF Sheaths Aalytic Model of Near-Field RF Sheath D. A. D Ippolito ad J. R. Myra Lodetar Reearch Corporatio Preeted at the 18th Topical Coferece o Radio Frequecy Power i Plama, Ghet, Belgium, Jue 4 6, 9 Backgroud

More information

Performance-Based Plastic Design (PBPD) Procedure

Performance-Based Plastic Design (PBPD) Procedure Performace-Baed Platic Deig (PBPD) Procedure 3. Geeral A outlie of the tep-by-tep, Performace-Baed Platic Deig (PBPD) procedure follow, with detail to be dicued i ubequet ectio i thi chapter ad theoretical

More information

Analog Filter Design. Part. 3: Time Continuous Filter Implementation. P. Bruschi - Analog Filter Design 1

Analog Filter Design. Part. 3: Time Continuous Filter Implementation. P. Bruschi - Analog Filter Design 1 Aalog Filter Deig Part. 3: Time otiuou Filter Implemetatio P. ruchi - Aalog Filter Deig Deig approache Paive (R) ladder filter acade of iquadratic (iquad) ad iliear cell State Variable Filter Simulatio

More information

SYMMETRIC POSITIVE SEMI-DEFINITE SOLUTIONS OF AX = B AND XC = D

SYMMETRIC POSITIVE SEMI-DEFINITE SOLUTIONS OF AX = B AND XC = D Joural of Pure ad Alied Mathematics: Advaces ad Alicatios olume, Number, 009, Pages 99-07 SYMMERIC POSIIE SEMI-DEFINIE SOLUIONS OF AX B AND XC D School of Mathematics ad Physics Jiagsu Uiversity of Sciece

More information

The Higher Derivatives Of The Inverse Tangent Function Revisited

The Higher Derivatives Of The Inverse Tangent Function Revisited Alied Mathematics E-Notes, 0), 4 3 c ISSN 607-50 Available free at mirror sites of htt://www.math.thu.edu.tw/ame/ The Higher Derivatives Of The Iverse Taget Fuctio Revisited Vito Lamret y Received 0 October

More information

Fractional parts and their relations to the values of the Riemann zeta function

Fractional parts and their relations to the values of the Riemann zeta function Arab. J. Math. (08) 7: 8 http://doi.org/0.007/40065-07-084- Arabia Joural of Mathematic Ibrahim M. Alabdulmohi Fractioal part ad their relatio to the value of the Riema zeta fuctio Received: 4 Jauary 07

More information

THE CONCEPT OF THE ROOT LOCUS. H(s) THE CONCEPT OF THE ROOT LOCUS

THE CONCEPT OF THE ROOT LOCUS. H(s) THE CONCEPT OF THE ROOT LOCUS So far i the tudie of cotrol yte the role of the characteritic equatio polyoial i deteriig the behavior of the yte ha bee highlighted. The root of that polyoial are the pole of the cotrol yte, ad their

More information

Chapter 9. Key Ideas Hypothesis Test (Two Populations)

Chapter 9. Key Ideas Hypothesis Test (Two Populations) Chapter 9 Key Idea Hypothei Tet (Two Populatio) Sectio 9-: Overview I Chapter 8, dicuio cetered aroud hypothei tet for the proportio, mea, ad tadard deviatio/variace of a igle populatio. However, ofte

More information

ECE 442. Spring, Lecture - 4

ECE 442. Spring, Lecture - 4 ECE 44 Power Semicoductor Devices ad Itegrated circuits Srig, 6 Uiversity of Illiois at Chicago Lecture - 4 ecombiatio, geeratio, ad cotiuity equatio 1. Geeratio thermal, electrical, otical. ecombiatio

More information

On Elementary Methods to Evaluate Values of the Riemann Zeta Function and another Closely Related Infinite Series at Natural Numbers

On Elementary Methods to Evaluate Values of the Riemann Zeta Function and another Closely Related Infinite Series at Natural Numbers Global oural of Mathematical Sciece: Theory a Practical. SSN 97- Volume 5, Number, pp. 5-59 teratioal Reearch Publicatio Houe http://www.irphoue.com O Elemetary Metho to Evaluate Value of the Riema Zeta

More information

Comparison of some Classical PID and Fuzzy Logic Controllers

Comparison of some Classical PID and Fuzzy Logic Controllers Iteratioal Joural of Scietific & Egieerig Research, Volume 3, Issue 9, Setember-2012 1 Comariso of some Classical PID ad Fuzzy Logic Cotrollers Eisa Bashier M. Tayeb ad A. Taifour Ali Abstract The roortioal-itegral-derivative

More information

Weighted BMO Estimates for Commutators of Riesz Transforms Associated with Schrödinger Operator Wenhua GAO

Weighted BMO Estimates for Commutators of Riesz Transforms Associated with Schrödinger Operator Wenhua GAO Alied Mechaic ad Material Olie: -- ISSN: 66-748, Vol -6, 6-67 doi:48/wwwcietificet/amm-66 Tra Tech Publicatio, Switzerlad Weighted MO Etimate for ommutator of Riez Traform Aociated with Schrödiger Oerator

More information

Lecture Notes #9: Class #11

Lecture Notes #9: Class #11 Chem 40a Lecture Note #9: Cla # ecombiatio uder differet light iteity - Low level ijectio v High level ijectio We looed at recombiatio/geeratio : We uually wor away from the equilibrium. o we wat

More information

ME 410 MECHANICAL ENGINEERING SYSTEMS LABORATORY REGRESSION ANALYSIS

ME 410 MECHANICAL ENGINEERING SYSTEMS LABORATORY REGRESSION ANALYSIS ME 40 MECHANICAL ENGINEERING REGRESSION ANALYSIS Regreio problem deal with the relatiohip betwee the frequec ditributio of oe (depedet) variable ad aother (idepedet) variable() which i (are) held fied

More information

EE 508 Lecture 6. Dead Networks Scaling, Normalization and Transformations

EE 508 Lecture 6. Dead Networks Scaling, Normalization and Transformations EE 508 Lecture 6 Dead Network Scalig, Normalizatio ad Traformatio Filter Cocept ad Termiology 2-d order polyomial characterizatio Biquadratic Factorizatio Op Amp Modelig Stability ad Itability Roll-off

More information

DETERMINATION OF MECHANICAL PROPERTIES OF A NON- UNIFORM BEAM USING THE MEASUREMENT OF THE EXCITED LONGITUDINAL ELASTIC VIBRATIONS.

DETERMINATION OF MECHANICAL PROPERTIES OF A NON- UNIFORM BEAM USING THE MEASUREMENT OF THE EXCITED LONGITUDINAL ELASTIC VIBRATIONS. ICSV4 Cairs Australia 9- July 7 DTRMINATION OF MCHANICAL PROPRTIS OF A NON- UNIFORM BAM USING TH MASURMNT OF TH XCITD LONGITUDINAL LASTIC VIBRATIONS Pavel Aokhi ad Vladimir Gordo Departmet of the mathematics

More information

Zeta-reciprocal Extended reciprocal zeta function and an alternate formulation of the Riemann hypothesis By M. Aslam Chaudhry

Zeta-reciprocal Extended reciprocal zeta function and an alternate formulation of the Riemann hypothesis By M. Aslam Chaudhry Zeta-reciprocal Eteded reciprocal zeta fuctio ad a alterate formulatio of the Riema hypothei By. Alam Chaudhry Departmet of athematical Sciece, Kig Fahd Uiverity of Petroleum ad ieral Dhahra 36, Saudi

More information

ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS

ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS KEENAN MONKS Abstract The Legedre Family of ellitic curves has the remarkable roerty that both its eriods ad its suersigular locus have descritios

More information

UNIVERSITY OF CALIFORNIA College of Engineering Department of Electrical Engineering and Computer Sciences

UNIVERSITY OF CALIFORNIA College of Engineering Department of Electrical Engineering and Computer Sciences Name [ oit]: AMIN SID: UNIESITY OF CAIFONIA College of Egieerig Deartmet of Electrical Egieerig ad Comuter Sciece Midterm EECS 05 B E BOSE Setember 8 00 FA 00 Show derivatio ad mark reult with box aroud

More information

COMPARISONS INVOLVING TWO SAMPLE MEANS. Two-tail tests have these types of hypotheses: H A : 1 2

COMPARISONS INVOLVING TWO SAMPLE MEANS. Two-tail tests have these types of hypotheses: H A : 1 2 Tetig Hypothee COMPARISONS INVOLVING TWO SAMPLE MEANS Two type of hypothee:. H o : Null Hypothei - hypothei of o differece. or 0. H A : Alterate Hypothei hypothei of differece. or 0 Two-tail v. Oe-tail

More information

On the Signed Domination Number of the Cartesian Product of Two Directed Cycles

On the Signed Domination Number of the Cartesian Product of Two Directed Cycles Ope Joural of Dicrete Mathematic, 205, 5, 54-64 Publihed Olie July 205 i SciRe http://wwwcirporg/oural/odm http://dxdoiorg/0426/odm2055005 O the Siged Domiatio Number of the Carteia Product of Two Directed

More information

Assignment 2 Solutions SOLUTION. ϕ 1 Â = 3 ϕ 1 4i ϕ 2. The other case can be dealt with in a similar way. { ϕ 2 Â} χ = { 4i ϕ 1 3 ϕ 2 } χ.

Assignment 2 Solutions SOLUTION. ϕ 1  = 3 ϕ 1 4i ϕ 2. The other case can be dealt with in a similar way. { ϕ 2 Â} χ = { 4i ϕ 1 3 ϕ 2 } χ. PHYSICS 34 QUANTUM PHYSICS II (25) Assigmet 2 Solutios 1. With respect to a pair of orthoormal vectors ϕ 1 ad ϕ 2 that spa the Hilbert space H of a certai system, the operator  is defied by its actio

More information

Special Modeling Techniques

Special Modeling Techniques Colorado School of Mies CHEN43 Secial Modelig Techiques Secial Modelig Techiques Summary of Toics Deviatio Variables No-Liear Differetial Equatios 3 Liearizatio of ODEs for Aroximate Solutios 4 Coversio

More information

Société de Calcul Mathématique, S. A. Algorithmes et Optimisation

Société de Calcul Mathématique, S. A. Algorithmes et Optimisation Société de Calcul Mathématique S A Algorithme et Optimiatio Radom amplig of proportio Berard Beauzamy Jue 2008 From time to time we fid a problem i which we do ot deal with value but with proportio For

More information

ECM Control Engineering Dr Mustafa M Aziz (2013) SYSTEM RESPONSE

ECM Control Engineering Dr Mustafa M Aziz (2013) SYSTEM RESPONSE ECM5 - Cotrol Egieerig Dr Mutafa M Aziz (3) SYSTEM RESPONSE. Itroductio. Repoe Aalyi of Firt-Order Sytem 3. Secod-Order Sytem 4. Siuoidal Repoe of the Sytem 5. Bode Diagram 6. Baic Fact About Egieerig

More information

Capacitors and PN Junctions. Lecture 8: Prof. Niknejad. Department of EECS University of California, Berkeley. EECS 105 Fall 2003, Lecture 8

Capacitors and PN Junctions. Lecture 8: Prof. Niknejad. Department of EECS University of California, Berkeley. EECS 105 Fall 2003, Lecture 8 CS 15 Fall 23, Lecture 8 Lecture 8: Capacitor ad PN Juctio Prof. Nikejad Lecture Outlie Review of lectrotatic IC MIM Capacitor No-Liear Capacitor PN Juctio Thermal quilibrium lectrotatic Review 1 lectric

More information

Another Look at Estimation for MA(1) Processes With a Unit Root

Another Look at Estimation for MA(1) Processes With a Unit Root Aother Look at Etimatio for MA Procee With a Uit Root F. Jay Breidt Richard A. Davi Na-Jug Hu Murray Roeblatt Colorado State Uiverity Natioal Tig-Hua Uiverity U. of Califoria, Sa Diego http://www.tat.colotate.edu/~rdavi/lecture

More information

ON THE NUMERICAL COMPUTATION OF CYLINDRICAL CONDUCTOR INTERNAL IMPEDANCE FOR COMPLEX ARGUMENTS OF LARGE MAGNITUDE * Slavko Vujević, Dino Lovrić

ON THE NUMERICAL COMPUTATION OF CYLINDRICAL CONDUCTOR INTERNAL IMPEDANCE FOR COMPLEX ARGUMENTS OF LARGE MAGNITUDE * Slavko Vujević, Dino Lovrić FACTA UNIVERSITATIS Serie: Electroic ad Eergetic Vol. 3, N o 1, March 17, pp. 81-91 DOI: 1.98/FUEE17181V ON THE NUMERICAL COMPUTATION OF CYLINDRICAL CONDUCTOR INTERNAL IMPEDANCE FOR COMPLEX ARGUMENTS OF

More information

Parameter Estimation for Discretely Observed Vasicek Model Driven by Small Lévy Noises

Parameter Estimation for Discretely Observed Vasicek Model Driven by Small Lévy Noises arameter Etimatio for Dicretely Oberved Vaicek Model Drive by Small Lévy Noie Chao Wei Abtract Thi paper i cocered with the parameter etimatio problem for Vaicek model drive by mall Lévy oie from dicrete

More information

Improved Adaptive Time Delay Estimation Algorithm Based on Fourth-order Cumulants

Improved Adaptive Time Delay Estimation Algorithm Based on Fourth-order Cumulants Available online www.jocr.com Journal of hemical and Pharmaceutical Reearch, 016, 8(5):889-894 Reearch Article ISSN : 0975-784 ODEN(USA) : JPR5 Imroved Adative Time Delay Etimation Algorithm Baed on Fourth-order

More information

He-Laplace Method for the Solution of Two-point Boundary Value Problems

He-Laplace Method for the Solution of Two-point Boundary Value Problems America Joural of Mathematical Aalysis, 14, Vol., No., 4-49 Available olie at htt://ubs.scieub.com/ajma/// Sciece ad Educatio Publishig DOI:1.1691/ajma--- He-Lalace Method for the Solutio of Two-oit Boudary

More information

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series

More information

1it is said to be overdamped. When 1, the roots of

1it is said to be overdamped. When 1, the roots of Homework 3 AERE573 Fall 8 Due /8(M) SOLUTIO PROBLEM (4pt) Coider a D order uderdamped tem trafer fuctio H( ) ratio The deomiator i the tem characteritic polomial P( ) (a)(5pt) Ue the quadratic formula,

More information

Teaching Mathematics Concepts via Computer Algebra Systems

Teaching Mathematics Concepts via Computer Algebra Systems Iteratioal Joural of Mathematics ad Statistics Ivetio (IJMSI) E-ISSN: 4767 P-ISSN: - 4759 Volume 4 Issue 7 September. 6 PP-- Teachig Mathematics Cocepts via Computer Algebra Systems Osama Ajami Rashaw,

More information

What is Uniform flow (normal flow)? Uniform flow means that depth (and velocity) remain constant over a certain reach of the channel.

What is Uniform flow (normal flow)? Uniform flow means that depth (and velocity) remain constant over a certain reach of the channel. Hydraulic Lecture # CWR 4 age () Lecture # Outlie: Uiform flow i rectagular cael (age 7-7) Review for tet Aoucemet: Wat i Uiform flow (ormal flow)? Uiform flow mea tat det (ad velocity) remai cotat over

More information

EXPERIMENTAL DETERMINATION OF THE TENSILE FORCE IN EMBROIDERY THREADS KNITTING

EXPERIMENTAL DETERMINATION OF THE TENSILE FORCE IN EMBROIDERY THREADS KNITTING EXPERIMENTAL DETERMINATION OF THE TENSILE FORCE IN EMBROIDERY THREADS KNITTING Peter Hadzhidobrev, Adrea Charalambu College i Slive Bourgako hauee 59, 8800 Slive, Bulgaria Email: PeterHD@mail.bg Charalambu@mail.bg

More information

A MODELLING METHODOLOGY FOR DISTILLATION COLUMNS USING DYMOLA AND SIMULINK

A MODELLING METHODOLOGY FOR DISTILLATION COLUMNS USING DYMOLA AND SIMULINK A MOEIG METHOOOGY FOR ISTIATIO COUMS USIG YMOA A SIMUIK. uro Tf: 34-9-398769, Fax:34-9-3986697, E-mail: duro@dia.ued.e F. Morilla Tf: 34-9-398756, Fax: 34-9-3986697, E-mail: fmorilla@dia.ued.e pto de Iformática

More information

732 Appendix E: Previous EEE480 Exams. Rules: One sheet permitted, calculators permitted. GWC 352,

732 Appendix E: Previous EEE480 Exams. Rules: One sheet permitted, calculators permitted. GWC 352, 732 Aedix E: Previous EEE0 Exams EEE0 Exam 2, Srig 2008 A.A. Rodriguez Rules: Oe 8. sheet ermitted, calculators ermitted. GWC 32, 9-372 Problem Aalysis of a Feedback System Cosider the feedback system

More information