The Anthropomorphic Robot Arm Joint Control Parameter Tuning Based on Ziegler Nichols PID Renli WANG 1, a, Yueming DAI 2, b
|
|
- Mae McKenzie
- 6 years ago
- Views:
Transcription
1 3rd Inernaional Conference on Mechanical Engineering and Inelligen Syses (ICMEIS 015) he Anhropoorphic Robo Ar Join Conrol Paraeer uning Based on Ziegler Nichols PID Renli WANG 1, a, Yueing DAI, b 1 Deparen of Inforaion and Elecric Engineering, Xuzhou Insiue of echnology, Xuzhou, 1111, China Deparen of Inforaion and Elecric Engineering, Xuzhou Insiue of echnology, Xuzhou, 1111, China a eail: renliwang@163.co, b eail: daiy63@163.co eywords: Anhropoorphic robo; Ziegler and Nichols paraeer uning; uli-join conrol; Criical sable Absrac. In order o ge he anhropoorphic robo accurae paraeers of he upper lib join conrol oor, a ehod based on Ziegler Nichols-frequency response of he adapive PID conroller is proposed. he conrol circui idenifies online iporan criical frequency response characerisics of process objec hrough inpu and oupu daa in he noral process operaion, and hen he syse online updae PID conroller paraeers based on Ziegler-Nichols seing rules or by he iproved ehod. he resuls show ha he ehod has sronger robusness and adapive abiliy. I can always guaranee conrol circui run in he bes condiion and alos copleely resisan o ouside inerference. he siulaion is no only an iporan guiding role o he design of anhropoorphic robo hand conrol node, bu also cerain reference significance for he dc oor closed-loop conrol. 1. Inroducion Anhropoorphic robo hand conrol node's ask [1][][3]is o receive robo "brain" (PC) insrucion and coplee he hand oor speed and posiion conrol. Personificaion robo hand oor osly adoped DC oor, ani-inerference abiliy of which is poor usually. o overcoe ouside inerference, decrease he speed flucuaion, obain high conrol accuracy and response speed, we pu forward he Ziegler Nichols [4][5]paraeer seing ehod: when he process variables and speed change, we esablish a se of epirical forula ha ransfor hese es resuls ino he righ perforance se paraeers. he Ziegler-Nichols frequency response ehod can online opiize ine hois speed regulaor paraeers in direc orque conrol syse, resrain he low speed orque ripple, and iprove he conrol precision of he syse. I can guaranee he conrol loop always run in he bes sae. By esablishing frequency converer speed odel, we consruced hois conrol syse siulaion diagra based on PID Ziegler-Nichols seing ehod. he siulaion resuls show ha he PID conroller based on Ziegler-Nichols PID seing ehod has good dynaic perforance on racking he se value response, less overshoo and good seady sae perforance. he syse has a srong abiliy o adap o he objec paraeers change.. he Maheaical Model of he DC Moor he acual easureen curve of he oor and heoreical forula are copared, open loop syse ie response funcion of anhropoorphic of robo hand oor [6] [7] is: d ω() dω() a + b + cω() = e() i (1) d d In he ype: a = 84.16; b = 18.97; c = d ω() dω() ω( ) = e( ) i () d d 015. he auhors - Published by Alanis Press 136
2 Join he inpu and oupu speed conversion link, o ee he syse requireens [8]: 1 Gs () = (3) S S he PID Conroller Paraeers Influence on Conrol Perforance [ ] [ ] D uk ( ) = uk ( ) uk ( 1) = ek ( ) ek ( 1) + ek ( ) + ek ( ) ek ( 1) + ek ( ) (4) P I D k uk ( ) = P ek ( ) + e( j) + ek ( ) ek ( 1) I j= 0 D [ ] (5) Forula (4) is called increenal PID conrol forula; Forula (5) is called posiion ype PID conrol equaion [8]. D In he ype: p is proporional coefficien, I = P is inegral coefficien and D = P is I differenial coefficien. 3.1 he coparison of wo kinds of PID conrol algorih Because posiion ype PID conroller adops oal oupu, is oupu is he acual posiion of he acuaor, and each oupu is associaed wih he pas sae and calculaion of deviaion accuulaion. So large aoun of calculaion work us run, once he daa processing copuing chips appear proble, he syse will ake he oupu volailiy and resul in high volailiy in he acuaor, which causes big accidens. he increenal PID algorih is beer. In increenal algorih, he proporional and inegral ie sybols have he following relaions: if he conrolled variables o coninue deviaes fro he given value, he wo sybols are he sae; and when he conrolled variables o he given value direcion changes, he wo sybols insead. his algorih can ake he dynaic process of conrol syse accelerae. 3. he PID conroller paraeers influence on conrol perforance (1) Proporional coefficien p: he role is o accelerae he response speed of syse and iprove he adjusen accuracy of syse. When he syse once appeared deviaion, proporional conrol will produce an iediae adjusen o reduce error. he greaer he p, he faser he syse response. Bu i will produce overshoo and oscillaion even lead o syse insabiliy, so he value canno selec oo uch; Bu if he value is oo sall, i will reduce regulaion accuracy and syse response speed, hen i prolong o adjus ie and ake he syse saic and dynaic characerisics worse. () he inegral coefficien i: is role is o eliinae he seady-sae error of he syse and iprove he degree of no error. he bigger he i, he faser he saic error is eliinaed. Bu if i is oo big, i can produce inegral sauraion phenoenon a he beginning of he response process, and cause a big overshoo o ake he dynaic perforance worse; Bu if he value is oo sall, i will ake inegral effec weakened, and he syse saic error is difficul o eliinae, so ransiion ie is longer. he syse can' reach a seady sae as soon as possible, hen affec he syse conrol precision and dynaic characerisic. (3)Differenial coefficien d: is role is o iprove he syse dynaic characerisics, reflec he deviaion signal change rae, and foresee he deviaion change rend. I can produce advanced conrol funcion, reduce he overshoo of syse, and increase he syse sabiliy. Bu i s no oo uch, Oherwise i no only ake he response process braking ahead of ie and prolong syse adjusen ie, bu also ake he ani-inerference of he syse worse. he purpose of paraeer seing is by adjusing he hree paraeers of PID p, i and d o ake he closed-loop characerisic roo of syse disribue a paricular doain in he lef half plane of s doain, o ensure ha he syse has enough sabiliy argin and saisfy he given perforance arge. 137
3 4. Ziegler Nichols Mehod o Realize he PID Paraeer Seing Ziegler and Nichols ehod has developed online paraeers seing beween experience and calculaion ehod. Ziegler Nichols ehod ay deerine very precise paraeers for conroller, i also can fine-une afer his Ziegler Nichols PID paraeer seing ehod: (1)Build a closed loop conrol circui, deerine he sabiliy lii. () According o he forula o calculae he conroller paraeers. he sabiliy lii is deerined by he P coponen. When here is a seady oscillaion o reach his lii, he criical coefficien pcri and criical oscillaion cycle cri are generaed. Afer deerining he criical coefficien pcri and criical oscillaion period cri, we calculae oher paraeers according o a forula in he able 1. According o he experience forula of following able and he corresponding conroller ype se corresponding PID paraeers, and hen conduc siulaion validaion and fine-uning: he conroller ype P able 1 PID paraeers calculaing forula I Characerisic daa D PID 0.6 Pcri 0.5 cri 0.1 cri i I P D P D For he ransfer funcion of a given conrolled objec, we selec he inersecion poin beween roo locus diagra of discree syse and z plane uni circle on he roo locus diagra, hen we gain and his poin ω value naelyω. Seing forula is as follows: p = 0.6, Pπ pω d =, i = (6) 4ω p In forula, is he p values of he syse iniiae oscillaion, ω for he oscillaion frequency. Oscillaion frequency ω can be deerined by he pole Angle θ locaed on he uni circle, ω =θ/ ( for he sapling period). 4. he Malab seing progra ake sapling period: =0.5s; he aplifier aplificaion coefficien: p=50. he operaion resul is shown in Figure
4 Selec a poin in he graphics window. k =5.7977e+07 pole = i i kp =3.4786e+07 kd =3.5469e+06 ki =8.59e he Siulink Siulaion 5.1 o consruc a syse of Siulink odel Fig.1. Roo locus diagra of progra Based on he analysis of he echanical heory as he foundaion, designed he soccer robo pick he ball insiuions opial design process[9] [10], found ai funcion, selec design variables and he corresponding opiizaion algorih o opiize a coplee se of insiuions. A las hrough he es he final perforance paraeers of he insiuion are obained. Experiens show ha he syse has higher accuracy and sabiliy, he new opiize pick he ball have design basic requireens, and achieved good ideal conrol effec. Fig. Syse siulaion odel 139
5 5. he resuls of Siulaion he experienal resuls show ha he syse has a good response speed, sabiliy and accuracy, and srong robusness. 6. Conclusion Fig.3 Adapive PID dynaic response based on Ziegler Nichols - frequency ehod In a closed loop conrol syse, he inegral conrol link iproves he seady-sae error accuracy of he syse. Due o he consanly accuulaed error, i can eliinae he error quickly, bu i ake he syse produces overshoo; And differenial conrol can increase he daping of he syse and iprove he dynaic response speed. Because he PID conroller can copensae he vas ajoriy of he conrol syse, he seing ehod is siple and good robusness; herefore i is currenly he os widely used conroller. Ziegler-Nichols ehods are ehod of PID seing based on syse sabiliy analysis. Ziegler-Nichols ehod can quickly and accuraely calculae he corresponding paraeer nuerical, hen only need o fine-une he ideal conrol effec can be go. By Ziegler Nichols - frequency ehod, we ge a se of paraeers for he p = e+07; d =3.5469e+06; i =8.59e+07. According o he above paraeers, he syse has finally a high conrol precision, faser response speed, ore ousanding conrol sabiliy, alos copleely resisan o ouside inerference. his ehod can realize he PID conroller adapive and ensure he conrol loop always work in he bes condiion even under he operaing condiions change. I is of grea significance for indusrial enerprises he energy-saving eission reducion and iproving he operaion efficiency of process equipen. Reference [1]Ming-Hsun Chiang, Fan-Ren Chang, Anhropoorphic Design of he Huan-Like Walking Robo[J], Journal of Bionic Engineering,013:10(), []Chung Yik Lau, Alon Chai, he Developen of a Low Cos Pneuaic Air Muscle Acuaed Anhropoorphic Roboic Hand[J], Procedia Engineering,01(41), [3]F.J. Brosed, J. Sanolaria, J.J. Aguilar, D. Guilloía, Laser riangulaion sensor and six axes anhropoorphic robo anipulaor odelling for he easureen of coplex geoery producs[j], Roboics and Copuer-Inegraed Manufacuring, 01:8(6),
6 [4]MirSaleh Bahavarnia, Mohaad Saleh avazoei, A new view o Ziegler Nichols sep response uning ehod: Analyic non-fragiliy jusificaion[j], Journal of Process Conrol, 013:3(1), [5]oislav B. Šekara, Miroslav R. Maaušek, Revisiing he Ziegler Nichols process dynaics characerizaion, [J] Journal of Process Conrol, 010:0(3), [6] ang Jie, Moor and Drag (second ediion) [M], higher educaion press, 007. [7]Gu Deying, Copuer Conrol echnology (3rd ediion) [M], Beijing universiy of poss and elecounicaions, 01. [8]Chen Boshi, Elecric Drive Auoaic Conrol Syse [M], echanical indusry publishing house,011. [9]Zhao Jingbo, MALAB Siulaion and Conrol Syse Design[M], echanical indusry publishing house, 010. [10]Liu Jinkun, Advanced PID Conrol MALAB Siulaion[M], he elecronic indusry press,
Chapter 5 Digital PID control algorithm. Hesheng Wang Department of Automation,SJTU 2016,03
Chaper 5 Digial PID conrol algorihm Hesheng Wang Deparmen of Auomaion,SJTU 216,3 Ouline Absrac Quasi-coninuous PID conrol algorihm Improvemen of sandard PID algorihm Choosing parameer of PID regulaor Brief
More informationIntroduction to Numerical Analysis. In this lesson you will be taken through a pair of techniques that will be used to solve the equations of.
Inroducion o Nuerical Analysis oion In his lesson you will be aen hrough a pair of echniques ha will be used o solve he equaions of and v dx d a F d for siuaions in which F is well nown, and he iniial
More informationTIME DELAY BASEDUNKNOWN INPUT OBSERVER DESIGN FOR NETWORK CONTROL SYSTEM
TIME DELAY ASEDUNKNOWN INPUT OSERVER DESIGN FOR NETWORK CONTROL SYSTEM Siddhan Chopra J.S. Laher Elecrical Engineering Deparen NIT Kurukshera (India Elecrical Engineering Deparen NIT Kurukshera (India
More informationEmbedded Systems and Software. A Simple Introduction to Embedded Control Systems (PID Control)
Embedded Sysems and Sofware A Simple Inroducion o Embedded Conrol Sysems (PID Conrol) Embedded Sysems and Sofware, ECE:3360. The Universiy of Iowa, 2016 Slide 1 Acknowledgemens The maerial in his lecure
More informationModule 4: Time Response of discrete time systems Lecture Note 2
Module 4: Time Response of discree ime sysems Lecure Noe 2 1 Prooype second order sysem The sudy of a second order sysem is imporan because many higher order sysem can be approimaed by a second order model
More informationTP 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 informationLAPLACE TRANSFORM AND TRANSFER FUNCTION
CHBE320 LECTURE V LAPLACE TRANSFORM AND TRANSFER FUNCTION Professor Dae Ryook Yang Spring 2018 Dep. of Chemical and Biological Engineering 5-1 Road Map of he Lecure V Laplace Transform and Transfer funcions
More informationApplication of Homotopy Analysis Method for Solving various types of Problems of Partial Differential Equations
Applicaion of Hooopy Analysis Mehod for olving various ypes of Probles of Parial Differenial Equaions V.P.Gohil, Dr. G. A. anabha,assisan Professor, Deparen of Maheaics, Governen Engineering College, Bhavnagar,
More informationLectures 29 and 30 BIQUADRATICS AND STATE SPACE OP AMP REALIZATIONS. I. Introduction
EE-202/445, 3/18/18 9-1 R. A. DeCarlo Lecures 29 and 30 BIQUADRATICS AND STATE SPACE OP AMP REALIZATIONS I. Inroducion 1. The biquadraic ransfer funcion has boh a 2nd order numeraor and a 2nd order denominaor:
More informationROBOTICA. Basilio Bona DAUIN Politecnico di Torino. Basilio Bona ROBOTICA 03CFIOR 1
ROBOTICA 03CFIOR Basilio Bona DAUIN Poliecnico di Torino 1 Conrol Par 1 Inroducion o robo conrol The oion conrol proble consiss in he design of conrol algorihs for he robo acuaors In paricular i consiss
More informationDynamic Effects of Feedback Control!
Dynamic Effecs of Feedback Conrol! Rober Sengel! Roboics and Inelligen Sysems MAE 345, Princeon Universiy, 2017 Inner, Middle, and Ouer Feedback Conrol Loops Sep Response of Linear, Time- Invarian (LTI)
More informationd 1 = c 1 b 2 - b 1 c 2 d 2 = c 1 b 3 - b 1 c 3
and d = c b - b c c d = c b - b c c This process is coninued unil he nh row has been compleed. The complee array of coefficiens is riangular. Noe ha in developing he array an enire row may be divided or
More informationConnectionist Classifier System Based on Accuracy in Autonomous Agent Control
Connecionis Classifier Syse Based on Accuracy in Auonoous Agen Conrol A S Vasilyev Decision Suppor Syses Group Riga Technical Universiy /4 Meza sree Riga LV-48 Lavia E-ail: serven@apollolv Absrac In his
More informationChapter 9 Sinusoidal Steady State Analysis
Chaper 9 Sinusoidal Seady Sae Analysis 9.-9. The Sinusoidal Source and Response 9.3 The Phasor 9.4 pedances of Passive Eleens 9.5-9.9 Circui Analysis Techniques in he Frequency Doain 9.0-9. The Transforer
More informationDetermination of the Sampling Period Required for a Fast Dynamic Response of DC-Motors
Deerminaion of he Sampling Period Required for a Fas Dynamic Response of DC-Moors J. A. GA'EB, Deparmen of Elecrical and Compuer Eng, The Hashemie Universiy, P.O.Box 15459, Posal code 13115, Zerka, JORDAN
More informationMapping in Dynamic Environments
Mapping in Dynaic Environens Wolfra Burgard Universiy of Freiburg, Gerany Mapping is a Key Technology for Mobile Robos Robos can robusly navigae when hey have a ap. Robos have been shown o being able o
More informationSpeed and Direction Angle Control of Four Wheel Drive Skid-Steered Mobile Robot by Using Fractional Order PI Controller
hp://dxdoiorg/5755/jeie56337 ELETONIA I ELETOTECHNIA ISSN 39-5 VOL NO 5 6 Speed and Direcion Angle Conrol of Four Wheel Drive Skid-Seered Mobile obo by Using Fracional Order Conroller ail Oran Abdullah
More informationSIGNALS AND SYSTEMS LABORATORY 8: State Variable Feedback Control Systems
SIGNALS AND SYSTEMS LABORATORY 8: Sae Variable Feedback Conrol Syses INTRODUCTION Sae variable descripions for dynaical syses describe he evoluion of he sae vecor, as a funcion of he sae and he inpu. There
More informationOn the approximation of particular solution of nonhomogeneous linear differential equation with Legendre series
The Journal of Applied Science Vol. 5 No. : -9 [6] วารสารว ทยาศาสตร ประย กต doi:.446/j.appsci.6.8. ISSN 53-785 Prined in Thailand Research Aricle On he approxiaion of paricular soluion of nonhoogeneous
More informationSliding Mode Controller for Unstable Systems
S. SIVARAMAKRISHNAN e al., Sliding Mode Conroller for Unsable Sysems, Chem. Biochem. Eng. Q. 22 (1) 41 47 (28) 41 Sliding Mode Conroller for Unsable Sysems S. Sivaramakrishnan, A. K. Tangirala, and M.
More informationElectroelastic Actuators for Nano- and Microdisplacement
SCIRA Journal of Physics hp://www.scirea.org/journal/physics Augus 3, 08 Volue 3, Issue, April 08 lecroelasic Acuaors for Nano- and Microdisplaceen Sergey M. Afonin Deparen of Inellecual echnical Syses,
More informationRC, RL and RLC circuits
Name Dae Time o Complee h m Parner Course/ Secion / Grade RC, RL and RLC circuis Inroducion In his experimen we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors.
More informationTime Domain Transfer Function of the Induction Motor
Sudies in Engineering and Technology Vol., No. ; Augus 0 ISSN 008 EISSN 006 Published by Redfame Publishing URL: hp://se.redfame.com Time Domain Transfer Funcion of he Inducion Moor N N arsoum Correspondence:
More informationA Study of Design Method of Process and Layout of Parts and Facilities for Cell Production
A Sudy of Design Mehod of Process and Layou of Pars and Faciliies for Cell Producion Mizuki Ohashi Graduae School of Engineering, Maser Degree Progra Nagoya Insiue of Technology, Nagoya, Japan Tel: (+81)52-7355-7408,
More informationSilicon Controlled Rectifiers UNIT-1
Silicon Conrolled Recifiers UNIT-1 Silicon Conrolled Recifier A Silicon Conrolled Recifier (or Semiconducor Conrolled Recifier) is a four layer solid sae device ha conrols curren flow The name silicon
More informationLecture 28: Single Stage Frequency response. Context
Lecure 28: Single Sage Frequency response Prof J. S. Sih Conex In oday s lecure, we will coninue o look a he frequency response of single sage aplifiers, saring wih a ore coplee discussion of he CS aplifier,
More informationUnderwater Target Tracking Based on Gaussian Particle Filter in Looking Forward Sonar Images
Journal of Copuaional Inforaion Syses 6:4 (00) 480-4809 Available a hp://www.jofcis.co Underwaer Targe Tracing Based on Gaussian Paricle Filer in Looing Forward Sonar Iages Tiedong ZHANG, Wenjing ZENG,
More informationA Simple Control Method for Opening a Door with Mobile Manipulator
ICCAS Ocober -5, Gyeongu EMF Hoel, Gyeongu, Korea A Siple Conrol Mehod for Opening a Door wih Manipulaor u-hyun Kang *,**, Chang-Soon Hwang **, and Gwi ae Park * * Deparen of Elecrical Engineering, Korea
More informationDirect teaching on industrial robot without force sensor Wei Gu1,a, Lei Shi1,b and Xincheng Tian1,c
Inernaional Conference on Manufacuring Science and Engineering (ICMSE 0 Direc eaching on indusrial robo wihou force sensor Wei u,a, Lei Shi,b and Xincheng ian,c School of Conrol Science and Engineering,
More informationINVERSE RESPONSE COMPENSATION BY ESTIMATING PARAMETERS OF A PROCESS COMPRISING OF TWO FIRST ORDER SYSTEMS
Inernaional Journal of Informaion Technology and nowledge Managemen July-December 0, Volume 5, No., pp. 433-438 INVERSE RESPONSE COMPENSATION BY ESTIMATING PARAMETERS OF A PROCESS COMPRISING OF TWO FIRST
More informationLab 10: RC, RL, and RLC Circuits
Lab 10: RC, RL, and RLC Circuis In his experimen, we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors. We will sudy he way volages and currens change in
More informationc Dr. Md. Zahurul Haq (BUET) System Dynamics ME 361 (2018) 6 / 36
Basic Syse Models Response of Measuring Syses, Syse Dynaics Dr. Md. Zahurul Haq Professor Deparen of Mechanical Engineering Bangladesh Universiy of Engineering & Technology (BUET) Dhaa-1, Bangladesh zahurul@e.bue.ac.bd
More information1 Widrow-Hoff Algorithm
COS 511: heoreical Machine Learning Lecurer: Rob Schapire Lecure # 18 Scribe: Shaoqing Yang April 10, 014 1 Widrow-Hoff Algorih Firs le s review he Widrow-Hoff algorih ha was covered fro las lecure: Algorih
More informationHomework 2 Solutions
Mah 308 Differenial Equaions Fall 2002 & 2. See he las page. Hoework 2 Soluions 3a). Newon s secon law of oion says ha a = F, an we know a =, so we have = F. One par of he force is graviy, g. However,
More informationTHE FINITE HAUSDORFF AND FRACTAL DIMENSIONS OF THE GLOBAL ATTRACTOR FOR A CLASS KIRCHHOFF-TYPE EQUATIONS
European Journal of Maheaics and Copuer Science Vol 4 No 7 ISSN 59-995 HE FINIE HAUSDORFF AND FRACAL DIMENSIONS OF HE GLOBAL ARACOR FOR A CLASS KIRCHHOFF-YPE EQUAIONS Guoguang Lin & Xiangshuang Xia Deparen
More informationMODELING AND CONTROL OF THE ACTIVE SUSPENSION SYSTEM USING PROPORTIONAL INTEGRAL SLIDING MODE APPROACH
Asian Journal of Conrol Vol. 7 No. pp. 91-98 June 5 91 MODELING AND CONROL OF HE ACIVE SUSPENSION SYSEM USING PROPORIONAL INEGRAL SLIDING MODE APPROACH Yahaya Md. Sa and Johari Hali Shah Bin Osan ABSRAC
More informationLecture -14: Chopper fed DC Drives
Lecure -14: Chopper fed DC Drives Chopper fed DC drives o A chopper is a saic device ha convers fixed DC inpu volage o a variable dc oupu volage direcly o A chopper is a high speed on/off semiconducor
More informationStability and Bifurcation in a Neural Network Model with Two Delays
Inernaional Mahemaical Forum, Vol. 6, 11, no. 35, 175-1731 Sabiliy and Bifurcaion in a Neural Nework Model wih Two Delays GuangPing Hu and XiaoLing Li School of Mahemaics and Physics, Nanjing Universiy
More information( ) ( ) if t = t. It must satisfy the identity. So, bulkiness of the unit impulse (hyper)function is equal to 1. The defining characteristic is
UNIT IMPULSE RESPONSE, UNIT STEP RESPONSE, STABILITY. Uni impulse funcion (Dirac dela funcion, dela funcion) rigorously defined is no sricly a funcion, bu disribuion (or measure), precise reamen requires
More informationOptimal Control of Dc Motor Using Performance Index of Energy
American Journal of Engineering esearch AJE 06 American Journal of Engineering esearch AJE e-issn: 30-0847 p-issn : 30-0936 Volume-5, Issue-, pp-57-6 www.ajer.org esearch Paper Open Access Opimal Conrol
More informationThe motions of the celt on a horizontal plane with viscous friction
The h Join Inernaional Conference on Mulibody Sysem Dynamics June 8, 18, Lisboa, Porugal The moions of he cel on a horizonal plane wih viscous fricion Maria A. Munisyna 1 1 Moscow Insiue of Physics and
More informationProblem Set on Differential Equations
Problem Se on Differenial Equaions 1. Solve he following differenial equaions (a) x () = e x (), x () = 3/ 4. (b) x () = e x (), x (1) =. (c) xe () = + (1 x ()) e, x () =.. (An asse marke model). Le p()
More informationIntroduction to AC Power, RMS RMS. ECE 2210 AC Power p1. Use RMS in power calculations. AC Power P =? DC Power P =. V I = R =. I 2 R. V p.
ECE MS I DC Power P I = Inroducion o AC Power, MS I AC Power P =? A Solp //9, // // correced p4 '4 v( ) = p cos( ω ) v( ) p( ) Couldn' we define an "effecive" volage ha would allow us o use he same relaionships
More informationLecture 23 Damped Motion
Differenial Equaions (MTH40) Lecure Daped Moion In he previous lecure, we discussed he free haronic oion ha assues no rearding forces acing on he oving ass. However No rearding forces acing on he oving
More informationReading. Lecture 28: Single Stage Frequency response. Lecture Outline. Context
Reading Lecure 28: Single Sage Frequency response Prof J. S. Sih Reading: We are discussing he frequency response of single sage aplifiers, which isn reaed in he ex unil afer uli-sae aplifiers (beginning
More informationCHAPTER 10 VALIDATION OF TEST WITH ARTIFICAL NEURAL NETWORK
175 CHAPTER 10 VALIDATION OF TEST WITH ARTIFICAL NEURAL NETWORK 10.1 INTRODUCTION Amongs he research work performed, he bes resuls of experimenal work are validaed wih Arificial Neural Nework. From he
More informationRepetitive Control based on Integral Sliding Mode Control of Matched Uncertain Systems
(IJACA) Inernaional Journal of Advanced Copuer cience and Applicaions, Vol. 9, No., 08 Repeiive Conrol based on Inegral liding Mode Conrol of Mached Uncerain yses Nizar OUJENI, Chaoui MNARI, Moncef GAMI
More informationPhasor Estimation Algorithm Based on the Least Square Technique during CT Saturation
Journal of Elecrical Engineering & Technology Vol. 6, No. 4, pp. 459~465, 11 459 DOI: 1.537/JEET.11.6.4. 459 Phasor Esiaion Algorih Based on he Leas Square Technique during CT Sauraion Dong-Gyu Lee*, Sang-Hee
More informationA Dynamic Model of Economic Fluctuations
CHAPTER 15 A Dynamic Model of Economic Flucuaions Modified for ECON 2204 by Bob Murphy 2016 Worh Publishers, all righs reserved IN THIS CHAPTER, OU WILL LEARN: how o incorporae dynamics ino he AD-AS model
More informationReasonable compensation coefficient of maximum gradient in long railway tunnels
Journal of Modern Transporaion Volume 9 Number March 0 Page -8 Journal homepage: jm.swju.edu.cn DOI: 0.007/BF0335735 Reasonable compensaion coefficien of maximum gradien in long railway unnels Sirong YI
More information1. 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 informationR.#W.#Erickson# Department#of#Electrical,#Computer,#and#Energy#Engineering# University#of#Colorado,#Boulder#
.#W.#Erickson# Deparmen#of#Elecrical,#Compuer,#and#Energy#Engineering# Universiy#of#Colorado,#Boulder# Chaper 2 Principles of Seady-Sae Converer Analysis 2.1. Inroducion 2.2. Inducor vol-second balance,
More informationV L. DT s D T s t. Figure 1: Buck-boost converter: inductor current i(t) in the continuous conduction mode.
ECE 445 Analysis and Design of Power Elecronic Circuis Problem Se 7 Soluions Problem PS7.1 Erickson, Problem 5.1 Soluion (a) Firs, recall he operaion of he buck-boos converer in he coninuous conducion
More informationConservation 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 informationSome Basic Information about M-S-D Systems
Some Basic Informaion abou M-S-D Sysems 1 Inroducion We wan o give some summary of he facs concerning unforced (homogeneous) and forced (non-homogeneous) models for linear oscillaors governed by second-order,
More informationProblemas das Aulas Práticas
Mesrado Inegrado em Engenharia Elecroécnica e de Compuadores Conrolo em Espaço de Esados Problemas das Aulas Práicas J. Miranda Lemos Fevereiro de 3 Translaed o English by José Gaspar, 6 J. M. Lemos, IST
More informationCalculation of the Two High Voltage Transmission Line Conductors Minimum Distance
World Journal of Engineering and Technology, 15, 3, 89-96 Published Online Ocober 15 in SciRes. hp://www.scirp.org/journal/wje hp://dx.doi.org/1.436/wje.15.33c14 Calculaion of he Two High Volage Transmission
More informationDecision Tree Learning. Decision Tree Learning. Decision Trees. Decision Trees: Operation. Blue slides: Mitchell. Orange slides: Alpaydin Humidity
Decision Tree Learning Decision Tree Learning Blue slides: Michell Oulook Orange slides: Alpaydin Huidiy Sunny Overcas Rain ral Srong Learn o approxiae discree-valued arge funcions. Sep-by-sep decision
More information10. State Space Methods
. Sae Space Mehods. Inroducion Sae space modelling was briefly inroduced in chaper. Here more coverage is provided of sae space mehods before some of heir uses in conrol sysem design are covered in he
More informationFinite Difference Time Domain
7/1/17 Insrucor r. Raond Rupf (915) 747 6958 rcrupf@uep.edu 5337 Copuaional lecroagneics (CM) Lecure #16 Finie ifference ie oain Lecure 16 hese noes a conain coprighed aerial obained under fair use rules.
More informationUnderwater vehicles: The minimum time problem
Underwaer vehicles: The iniu ie proble M. Chyba Deparen of Maheaics 565 McCarhy Mall Universiy of Hawaii, Honolulu, HI 968 Eail: chyba@ah.hawaii.edu H. Sussann Deparen of Maheaics Rugers Universiy, Piscaaway,
More informationI-Optimal designs for third degree kronecker model mixture experiments
Inernaional Journal of Saisics and Applied Maheaics 207 2(2): 5-40 ISSN: 2456-452 Mahs 207 2(2): 5-40 207 Sas & Mahs www.ahsjournal.co Received: 9-0-207 Acceped: 20-02-207 Cheruiyo Kipkoech Deparen of
More informationAn approximate solution for a generalized Hirota-Satsom coupled (Kdv) equation
Aricle An approxiae soluion for a generalized Hiroa-Saso coupled (Kdv) equaion H.A. Wahab Rafi Ullah Saira Bhai M. Shahzad M. Naee Fawad Hussain 4 Sarfraz Ahad 4 Deparen of Maheaics Hazara Universiy Manshera
More informationHigher Order Difference Schemes for Heat Equation
Available a p://pvau.edu/aa Appl. Appl. Ma. ISSN: 9-966 Vol., Issue (Deceber 009), pp. 6 7 (Previously, Vol., No. ) Applicaions and Applied Maeaics: An Inernaional Journal (AAM) Higer Order Difference
More informationPhysics 235 Chapter 2. Chapter 2 Newtonian Mechanics Single Particle
Chaper 2 Newonian Mechanics Single Paricle In his Chaper we will review wha Newon s laws of mechanics ell us abou he moion of a single paricle. Newon s laws are only valid in suiable reference frames,
More informationPade and Laguerre Approximations Applied. to the Active Queue Management Model. of Internet Protocol
Applied Mahemaical Sciences, Vol. 7, 013, no. 16, 663-673 HIKARI Ld, www.m-hikari.com hp://dx.doi.org/10.1988/ams.013.39499 Pade and Laguerre Approximaions Applied o he Acive Queue Managemen Model of Inerne
More informationArtificial Neural Networks for Nonlinear Dynamic Response Simulation in Mechanical Systems
Downloaded fro orbi.du.d on: Nov 09, 08 Arificial Neural Newors for Nonlinear Dynaic Response Siulaion in Mechanical Syses Chrisiansen, Niels Hørbye; Høgsberg, Jan Becer; Winher, Ole Published in: Proceedings
More informationSwarm Optimization based Controller for Temperature Control of a Heat Exchanger
Inernaional Journal of Copuer Applicaions (975 8887) Swar Opiizaion based Conroller for Teperaure Conrol of a Hea Exchanger S. Rajasekaran Research Scholar Anna Universiy of Technology Coibaore, India
More informationInventory Analysis and Management. Multi-Period Stochastic Models: Optimality of (s, S) Policy for K-Convex Objective Functions
Muli-Period Sochasic Models: Opimali of (s, S) Polic for -Convex Objecive Funcions Consider a seing similar o he N-sage newsvendor problem excep ha now here is a fixed re-ordering cos (> 0) for each (re-)order.
More informationAn Invariance for (2+1)-Extension of Burgers Equation and Formulae to Obtain Solutions of KP Equation
Commun Theor Phys Beijing, China 43 2005 pp 591 596 c Inernaional Academic Publishers Vol 43, No 4, April 15, 2005 An Invariance for 2+1-Eension of Burgers Equaion Formulae o Obain Soluions of KP Equaion
More informationRobust Learning Control with Application to HVAC Systems
Robus Learning Conrol wih Applicaion o HVAC Sysems Naional Science Foundaion & Projec Invesigaors: Dr. Charles Anderson, CS Dr. Douglas Hile, ME Dr. Peer Young, ECE Mechanical Engineering Compuer Science
More informationComputation of the Effect of Space Harmonics on Starting Process of Induction Motors Using TSFEM
Journal of elecrical sysems Special Issue N 01 : November 2009 pp: 48-52 Compuaion of he Effec of Space Harmonics on Saring Process of Inducion Moors Using TSFEM Youcef Ouazir USTHB Laboraoire des sysèmes
More informationBasilio Bona ROBOTICA 03CFIOR 1
Indusrial Robos Kinemaics 1 Kinemaics and kinemaic funcions Kinemaics deals wih he sudy of four funcions (called kinemaic funcions or KFs) ha mahemaically ransform join variables ino caresian variables
More information3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon
3..3 INRODUCION O DYNAMIC OPIMIZAION: DISCREE IME PROBLEMS A. he Hamilonian and Firs-Order Condiions in a Finie ime Horizon Define a new funcion, he Hamilonian funcion, H. H he change in he oal value of
More informationb denotes trend at time point t and it is sum of two
Inernaional Conference on Innovaive Applicaions in Engineering and Inforaion echnology(iciaei207) Inernaional Journal of Advanced Scienific echnologies,engineering and Manageen Sciences (IJASEMSISSN: 2454356X)
More informationOPTIMAL CAPACITOR PLACEMENT FOR POWER LOSS REDUCTION AND VOLTAGE STABILITY ENHANCEMENT IN DISTRIBUTION SYSTEMS
ISSN 1313-7069 (prin) ISSN 1313-3551 (online) Trakia Journal of Sciences, No 4, pp 45-430, 014 Copyrigh 014 Trakia Universiy Available online a: hp://www.uni-sz.bg doi:10.15547/js.014.04.013 Original Conribuion
More informationProblem Set 5. Graduate Macro II, Spring 2017 The University of Notre Dame Professor Sims
Problem Se 5 Graduae Macro II, Spring 2017 The Universiy of Nore Dame Professor Sims Insrucions: You may consul wih oher members of he class, bu please make sure o urn in your own work. Where applicable,
More informationStudy on Neural Immune PD Type Tracking Control for DC Actuating Mechanism
Sudy on eural Iune Type Tracking Conrol for C Acuaing Mecani YongCol Sin, HyeGyong Sin, GyongIl Ryang, Ki Il Sung Univeriy, yongyang eocraic eople Republic of Korea Abrac: Arificial Iune Sye(AIS) ave been
More information23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes
Represening Periodic Funcions by Fourier Series 3. Inroducion In his Secion we show how a periodic funcion can be expressed as a series of sines and cosines. We begin by obaining some sandard inegrals
More informationDynamic Parameter -PI Control Method of STATCOM for Voltage Stability: Self-Adjustable Approach
www.ijemr.ne ISSN (ONLINE): 2250-0758, ISSN (PRINT): 2394-6962 Volume-6, Issue-1, January-February-2016 Inernaional Journal of Engineering and Managemen Research Page Number: 342-351 Dynamic Parameer -PI
More informationThus the force is proportional but opposite to the displacement away from equilibrium.
Chaper 3 : Siple Haronic Moion Hooe s law saes ha he force (F) eered by an ideal spring is proporional o is elongaion l F= l where is he spring consan. Consider a ass hanging on a he spring. In equilibriu
More informationAnti-Disturbance Control for Multiple Disturbances
Workshop a 3 ACC Ani-Disurbance Conrol for Muliple Disurbances Lei Guo (lguo@buaa.edu.cn) Naional Key Laboraory on Science and Technology on Aircraf Conrol, Beihang Universiy, Beijing, 9, P.R. China. Presened
More informationu(t) Figure 1. Open loop control system
Open loop conrol v cloed loop feedbac conrol The nex wo figure preen he rucure of open loop and feedbac conrol yem Figure how an open loop conrol yem whoe funcion i o caue he oupu y o follow he reference
More informationDimitri Solomatine. D.P. Solomatine. Data-driven modelling (part 2). 2
Daa-driven modelling. Par. Daa-driven Arificial di Neural modelling. Newors Par Dimiri Solomaine Arificial neural newors D.P. Solomaine. Daa-driven modelling par. 1 Arificial neural newors ANN: main pes
More informationViscous Damping Summary Sheet No Damping Case: Damped behaviour depends on the relative size of ω o and b/2m 3 Cases: 1.
Viscous Daping: && + & + ω Viscous Daping Suary Shee No Daping Case: & + ω solve A ( ω + α ) Daped ehaviour depends on he relaive size of ω o and / 3 Cases:. Criical Daping Wee 5 Lecure solve sae BC s
More informationDesign of Controller for Robot Position Control
eign of Conroller for Robo oiion Conrol Two imporan goal of conrol: 1. Reference inpu racking: The oupu mu follow he reference inpu rajecory a quickly a poible. Se-poin racking: Tracking when he reference
More informationContinuous Time. Time-Domain System Analysis. Impulse Response. Impulse Response. Impulse Response. Impulse Response. ( t) + b 0.
Time-Domain Sysem Analysis Coninuous Time. J. Robers - All Righs Reserved. Edied by Dr. Rober Akl 1. J. Robers - All Righs Reserved. Edied by Dr. Rober Akl 2 Le a sysem be described by a 2 y ( ) + a 1
More informationELEC-E8417 Switched-Mode Power Supplies Exam
ELE-E847 Swiche-Moe Power Supplies Exa 7..06 Quesion. n sep-up converer (Boos) he oupu volage o = 48 V an supply volage changes beween 0 V 5 V. upu power P o 5 W an swiching frequency ƒ s = 0 khz, = 47
More informationPractice Problems - Week #4 Higher-Order DEs, Applications Solutions
Pracice Probles - Wee #4 Higher-Orer DEs, Applicaions Soluions 1. Solve he iniial value proble where y y = 0, y0 = 0, y 0 = 1, an y 0 =. r r = rr 1 = rr 1r + 1, so he general soluion is C 1 + C e x + C
More informationFourier Series & The Fourier Transform. Joseph Fourier, our hero. Lord Kelvin on Fourier s theorem. What do we want from the Fourier Transform?
ourier Series & The ourier Transfor Wha is he ourier Transfor? Wha do we wan fro he ourier Transfor? We desire a easure of he frequencies presen in a wave. This will lead o a definiion of he er, he specru.
More informationUNIVERSITY OF CALIFORNIA AT BERKELEY
Homework #10 Soluions EECS 40, Fall 2006 Prof. Chang-Hasnain Due a 6 pm in 240 Cory on Wednesday, 04/18/07 oal Poins: 100 Pu (1) your name and (2) discussion secion number on your homework. You need o
More informationApplication Note AN Software release of SemiSel version 3.1. New semiconductor available. Temperature ripple at low inverter output frequencies
Applicaion Noe AN-8004 Revision: Issue Dae: Prepared by: 00 2008-05-21 Dr. Arend Winrich Ke y Words: SemiSel, Semiconducor Selecion, Loss Calculaion Sofware release of SemiSel version 3.1 New semiconducor
More informationEE 435. Lecture 31. Absolute and Relative Accuracy DAC Design. The String DAC
EE 435 Lecure 3 Absolue and Relaive Accuracy DAC Design The Sring DAC . Review from las lecure. DFT Simulaion from Malab Quanizaion Noise DACs and ADCs generally quanize boh ampliude and ime If convering
More informationDead-time Induced Oscillations in Inverter-fed Induction Motor Drives
Dead-ime Induced Oscillaions in Inverer-fed Inducion Moor Drives Anirudh Guha Advisor: Prof G. Narayanan Power Elecronics Group Dep of Elecrical Engineering, Indian Insiue of Science, Bangalore, India
More informationBasic Continuous-Time Modeling
Operaional Seanics of Hybrid Syses Edward A. Lee and Haiyang Zheng Wih conribuions fro: Ada Caaldo, Jie Liu, Xiaojun Liu, Elefherios Masikoudis Chess Seinar, Noveber 6, 24 Absrac In his alk, I will discuss
More informationMath 333 Problem Set #2 Solution 14 February 2003
Mah 333 Problem Se #2 Soluion 14 February 2003 A1. Solve he iniial value problem dy dx = x2 + e 3x ; 2y 4 y(0) = 1. Soluion: This is separable; we wrie 2y 4 dy = x 2 + e x dx and inegrae o ge The iniial
More informationEE100 Lab 3 Experiment Guide: RC Circuits
I. Inroducion EE100 Lab 3 Experimen Guide: A. apaciors A capacior is a passive elecronic componen ha sores energy in he form of an elecrosaic field. The uni of capaciance is he farad (coulomb/vol). Pracical
More informationSignal and System (Chapter 3. Continuous-Time Systems)
Signal and Sysem (Chaper 3. Coninuous-Time Sysems) Prof. Kwang-Chun Ho kwangho@hansung.ac.kr Tel: 0-760-453 Fax:0-760-4435 1 Dep. Elecronics and Informaion Eng. 1 Nodes, Branches, Loops A nework wih b
More informationSTATE-SPACE MODELLING. A mass balance across the tank gives:
B. Lennox and N.F. Thornhill, 9, Sae Space Modelling, IChemE Process Managemen and Conrol Subjec Group Newsleer STE-SPACE MODELLING Inroducion: Over he pas decade or so here has been an ever increasing
More informationSTRUCTURAL CHANGE IN TIME SERIES OF THE EXCHANGE RATES BETWEEN YEN-DOLLAR AND YEN-EURO IN
Inernaional Journal of Applied Economerics and Quaniaive Sudies. Vol.1-3(004) STRUCTURAL CHANGE IN TIME SERIES OF THE EXCHANGE RATES BETWEEN YEN-DOLLAR AND YEN-EURO IN 001-004 OBARA, Takashi * Absrac The
More information