SYNERGETIC APPROACH TO A HARMONIC DISTURBANCE OBSERVER SYNTHESIS FOR THE AMPHIBIAN MOTION CONTROL SYSTEMS
|
|
- Franklin Thornton
- 5 years ago
- Views:
Transcription
1 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) SYNERGETIC APPROACH TO A HARMONIC DISTURBANCE OBSERVER SYNTHESIS FOR THE AMPHIBIAN MOTION CONTROL SYSTEMS Nguyen Phuong Unversty of Techncal Educaton Hochmnh Cty ABSTRACT The arcraft amphban as a control object (CO) has an etremely comple structure consstng of a set of the subsystems ncludng the echange processes of force energy matter and nformaton. Ths control object operates n the comple envronments as an atmosphere as well as an adjonng surface of water and ar. The problem s to desgn a regulator that provdes control capltes of the flght modes wth mpact on the surroundng envronment. The requrement to desgned regulator s quck responsblty to adapt to an mpact of chaotc dsturbances of the envronment. In ths report we consder a synthess method of nonlnear control system for the arcraft amphban moton wth the state observers of the harmonc dsturbances based on the synergetc approach n modern control theory. KEY WORDS: Synergetcs system synthess regulator desgn chaotc dsturbances arcraft amphban.. INTRODUCTION The soluton of the varous control tasks based on usng a control object state vector. In real condtons of full state vector measurement for a reason s not feasble. For ths purpose the control system ntroduces a subsystem of state estmaton - a state observer. For lnear systems t s dstngushed three knds of observers: a full-order state observer (Kalman Observer) whch has a dmenson of a state vector lke the control object a reduced order observer (Luenbergera Observer) and an ncreased order observer (adaptve observer) [ ] Proposed n ths artcle the nonlnear observer could be referrng to a reduced order observer. Even more challengng s a problem of estmatng unmeasured eternal dsturbances. A basc dea of the perturbaton estmaton s as follows: It s necessary to construct a model of eternal nfluences whch s n the form of a homogeneous dfferental equaton system wth known coeffcents and unknown ntal condtons. The model s combned wth the perturbaton model and wth ths receved enhanced system observer s constructed. Obtaned wth t estmates nclude the estmates of object state varables and evaluaton of eternal nfluences. The asymptotc observer desgn methods are applcable for a wde class of the nonlnear systems proposed n [ ]. In ths work a new verson of an amphban control methods and problems whch are solved by the dynamc synergetc regulators to such observers s descrbed. These observers have carred out an unmeasured harmonc eternal dsturbance evaluaton effectng on the amphban. The nonlnear eternal perturbaton observers (NEPO) consst of a montorng contour and a control crcut that operates n parallel.. THE PROBLEM STATEMENT Suppose that a behavor of the control object and eternal dsturbances effectng on t could be descrbed by a dfferental equatons system: g ( u ) h( u). 87
2 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) Where: vectors are state vectors u s a control vector functons g (.) and h (.) are contnuous nonlnear functons. Assunmng that vector s observable but vector s unobservable. Then a observer synthess problem can be formulated followng. We need to synthese NEPO n form of: t R w ( ) ( ) ( K( w) where w s an observer state vector ẑ s evaluaton vector of unmeasured eternal dsturbances. Then the synthesed NEPO must provde: a closed system asymptotc stablty a stablaton of the ptch angle alttude and flght speed an assessment of unobserved eternal perturbatons a compensaton of eternal dsturbances. The synthess procedure of NEPO s dvded nto three stages: The frst s a synthess of control laws u that ensure a mplementaton of the requred technologcal problems (assumng that all state varables of the control object are observable) The second s a synthess of an observer for unobservable state varables and the unmeasured dsturbances. The last s a replacement of unobservable varables n the synthesed controls by ther evaluatons.. THE OBSERVER SYNERGETIC SYNTHESIS PROCEDURE Ths secton descrbes the synergetc synthess procedure of control laws for the amphban longtudnal moton that s affected by dsturbances n the form of harmonc waves.. A synergetc synthess procedure of control laws u A common model of a CO s space movement s presented by the th order dfferental equaton system through the Euler angles. A movement on water or a takng-off s ratonal to consder the longtudnal moton model: ( b g sn a ( b g cos a a h ( a ( M M ) M ( ( sn cos ( cos sn ( P F F ) ( P F F ) y a ay h hy M ( M ( () Where: are projectons of the velocty vectors V Vy on corresponded the ntertwned coordnate system aes s a longtudnal angular velocty ω are coordnate projectons of the s of CO s gravty center c yc on corresponded aes O and Oy s ptchng angle ϑ m s CO s weght m ( λ ) m m y ( λ )m are the CO s «attached» weghts F a Fay are projectons of total vectors of aerodynamc forces on corresponded wth the ntertwned coordnate system aes O and Oy F F h hy are total vector projectons of hydrodynamc and hydrostatc forces on corresponded wth the ntertwned coordnate system aes O and Oy a h M M are longtudnal aerodynamc moment and longtudnal moment formed by hydrodynamc and hydrostatc forces M ( are dsturbances a m a my a I my m b b. m m y In control processes a CO s longtudnal moton elevator flaps and engne thrust 88
3 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) control lever are the actve control organs (fg. ). A techncal soluton that provdes effectvely basng and operatng of the arcraft on the water surface s to determne ts shapes a seaplane aerodynamc scheme. Consequently controls n the model () wll be an engne thrust dependng on the devaton of the engne thrust control lever a total of aerodynamc forces and a total of longtudnal moment dependng on changes n the flaps and a elevator deflecton. Fgure. Control components of the CO For control of CO s longtudnal moton there are some strateges: controllng ndvdual channels or all channels smultaneously. Of course that a vector strategy requres a more comple algorthm structure of a regulator but t allows a more fleble three-channel CO control. The control problem of a longtudnal moton s fndng a control vector u [ F ( δ δ δ ) F ( δ δ δ ) M ( δ δ δ ) ] р. у. р. в. з y р. у. р. в. з р. у. р. в. as a coordnate functon of the system states whch provdes CO s longtudnal shortperod movement () at a gven threshoholds of speed V heght H and ptchng angle ϑ.e. the followng nvarants: V H ϑ () Rewrtng the mathematc model of the control object followng: з ( b g sn au ( b g cos au ( au () ( sn cos ( ( cos sn where u P Fа F г u Py Fyа Fy г u M a M г are the control acts. For the model () a task goal s an mplementaton of the desred nvarants () we formulate the frst set of macrovarables V ϕ( ) () ϕ ( ) whch must satsfy a soluton of the followng functonal equatons: T t T > () ( ) At an ntersecton of the nvarant manfolds there s a dynamc phase space compresson phenomenon and dynamcs of a closedloop system wll be descrbed by the decomposed model: ( V sn ϕ cos ( ϕ () ( V cos ϕ sn Now we ntroduce a second set of macro varables: H ϑ. (7) A set of macro varables that was ntroduced by (7) must satsfy a soluton of the functonal equaton systems: T t T >. (8) ( ) For determnng nner controls ϕ ϕ n form of a functon dependng on state varables we solve jontly the equatons from () to (8) and receve: TV sn H ϑ ϕ ϕ. (9) T cos T 89
4 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) Further the eternal control vectors u are found by solvng smultaneously the functonal equaton systems () and the equaton model (): V u g sn a T u A B C D E a () u (( T T ) ϑ ) T T a a sn Where we ndcate: A Ta cos T T B att sn H sn TV C at cos at cos D att cos H TV sn g cos E. a T T cos a Whereas the synthesed control laws of object () { u u u } provde an mplementaton of the requred technologcal problems t s necessary to go to a descrpton of the observer synthess procedure.. The synthess procedure of non-lnear state observer Accordng to a method of Analytcal Desgn of Aggregated Regulators (ADAR) created by an Russan Scentst A.A. Kolesnkov durng a synergetc synthess procedure of observers t s necessary to use the followng etended system model of the control object () [ ]: ( g sn au ( g cos au ( au ( sn cos ( ( cos sn ( s s ( σ ( s s ( σ ( s s ( σ () Where σ harmonc dsturbance angular frequences are projectons respectvely of an ndgnant lnear longtudnal and an angular acceleratons. The last s equatons of the system () s a dynamc model of harmonc dsturbances and varables s.. are state varables. An observer desgn of state varables s based on prncples of a synergetc approach n control theory more eactly on the ADAR method whch s descrbed n works [ ]. In partcular case when dm ( an epresson ( t ) L( y) () could be presented n the followng form: t L L > () ( ). Now we conduct a synthess of observers for the object (). Let put y [ ]... v [ j s j ] j. We determne an assessment of state varables s t s necessary to choose forms of lke: ( ) ( ˆ s s ) () ( ˆ ) ( ˆ s s ). where j are constants and. In ths valuatons ˆ of state varables s could be formed by f ( ) w () f ( ) w. 9
5 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) where f ( ) f ( ) are unknown functons. Then puttng () nto an equaton n the form of (): ( L L > () ( L L > That subjects to the equatons () we receve: d f ( ) d d( w ) dt ( w ) ds f( ) d d dt dt dt L dt dt [ ( f( ) w ) ( s f( ) w )] (7) d f( ) d d( w ) dt dt dt ds f( ) d d( w ) dt dt dt L [ ( f ( ) w ) ( s f ( ) w )]. Wth the equatons (7) subject to the object equatons () we receve: f( ) dw s ( g sn au ) dt f ( ) dw σ ( g sn au ) dt L f ( ) w s f ( ) w [ ( ) ( )] f( ) s f ( ) σ L ( g sn a u ) ( g sn a u ) [ ( f ( ) w ) ( s f ( ) w )]. dw dt dw dt (8) In the equatons of the observer (8) t should not be presented unobserved coordnators s. In order to eclude them out of the system t s necessary to choose: f( ) ( ) f( ) ( ) σ (9) L > L > wth that to solve the equaton system (8) we found: σ ( w au g sn ) w σ ( a u g sn ). ( g sn a u w ) () and valuatons ˆ s of state varables s wll be: w ( ) () σ w. ( ) ˆ Smlarly to defne estmatons ˆ s of state varables s we choose the followng macro varables ( ) ( ˆ s s ) ( ˆ ) ( ˆ s s ) where ( ˆ ) ( ˆ s s ) ( ˆ ) ( ˆ s s ) ().. j ˆ Assessments of state varables s s could be defned: f( ) w f ( ) w f( ) w f ( ) w () The macro varables () must be satsfy functonal equatons t L L >.... () ( ) Wth receved equatons formed by puttng () nto () subjectng to model () we need to choose functons f ( ) f( ) f( ) f( ) L... so that epressons of observers wll not consst n tself unobserved state varables. We choose: 9
6 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) f ( ) ( ) f( ) ( ) L > L > f( ) ( ) f( ) ( ) σ () L > L > σ. () Consequently observer equatons are formed ( σ ( σ ( a u g cos ). ( ( ( w a u g cos ) ( g cos a u w ) ( w a u ) w ( a u w ) σ a u. w (7) σ ( ) w σ w ( ) (8) w ( ) ( ) σ w Thus combnng equatons () and (7) we obtan a nonlnear state observer for eternal dsturbances n the form of harmonc wave. Note that unobserved varables n the synthesed controls () should be replaced by ts estmates ˆ () and (8).. SIMULATION The smulaton results of the closed-loop system () wth the synthesed NEPO are shown n nne fgures below. A computatonal smulaton of the gven closed system was conducted wth followng parameters of CO model: The mass of CO m kg the nerta moments concernng mutually perpendcular CO aes I 8 kg. m I y kg. m I kg. m In fgures from to fgure 9 the smulaton results of closed system () () wth perodcal dsturbances are showed. Parameters of envronment are: wave atttude h m a wave angle frequency σ.9 s wave length λ m a angle that CO meets a sea wave ξ coeffcents µ [ ] T. And epressons of state varable evaluatons s s s descrbed Fg. Transent process Fg. Transent process relatvely horontal speed relatvely flght heght 9
7 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) Fg. Transent process relatvely angular speed Fg. Phase portrat n t space ( ( ) ( Fg. 8 Transent process relatvely dsturbance ( t ) and ts estmaton Fg. Transent process relatvely ptch angular speed Fg. 7 Phase portrat t n space ( ) ( ( Fg. 9 Transent process relatvely ( t ) and ts estmaton Fg. 9 Transent process relatvely ( ) and ts evaluaton t. CONCLUTION Ths work descrbes a synergetc approach to a synthess problem of effectve correlated control laws for longtudnal moton of CO under sea wave condtons partcularly n a takng-off process from a sea surface. In conductng smulaton results showed that CO s longtudnal moton control objectves are acheved. Usng synthesed control laws could sgnfcantly mprove a moton performance: decreasng ptch angle oscllaton angular rate fluctuatons and CO s gravty center oscllaton. The observers estmate unobserved dsturbances wth hgh measurement accuracy (fg.7- fg.9). Thus usng synergetc control theory enable to create new classes of arcaft amphban moton control systems.. REFERENCES [] Andreevsky B.R. Frakov A.L. Selected chapters n control theory wth eamples for MATLAB. S. Peterburg: Scence 999. [] Fomn V.N. Frakov A.L. Yakubovch V.A. Adaptve control of dynamc objects. M.: Scence 98. [] Kolesnkov A.A.. Synergetc control theory. Taganrog: TSURE М.: EnergoAutomIsdat 99. pp. [] Modern appled control: Synergetc approach to control theory / Publsher A.A. Kolesnkov. Taganrog: TSURE. Vol.. [] Kolesnkov A.A. Veselov G.E. Kymenko A.A.. New desgn technology of modern process control systems of power generaton. М.: 9. pp. Contact nformaton Phuong Nguyen (Mr.) (8) Faculty of Informaton Technology Unversty of Techncal Educaton HCMC Emal: phuongn@ft.hcmute.edu.vn 9
8 Journal of Engneerng Technology and Educaton The Internatonal Conference on Green Technology and Sustanable Development (GTSD) 9
THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD
Journal of Appled Mathematcs and Computatonal Mechancs 7, 6(3), 7- www.amcm.pcz.pl p-issn 99-9965 DOI:.75/jamcm.7.3. e-issn 353-588 THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS
More informationCOMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD
COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD Ákos Jósef Lengyel, István Ecsed Assstant Lecturer, Professor of Mechancs, Insttute of Appled Mechancs, Unversty of Mskolc, Mskolc-Egyetemváros,
More informationTransfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system
Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng
More informationIrregular vibrations in multi-mass discrete-continuous systems torsionally deformed
(2) 4 48 Irregular vbratons n mult-mass dscrete-contnuous systems torsonally deformed Abstract In the paper rregular vbratons of dscrete-contnuous systems consstng of an arbtrary number rgd bodes connected
More informationStudy on Active Micro-vibration Isolation System with Linear Motor Actuator. Gong-yu PAN, Wen-yan GU and Dong LI
2017 2nd Internatonal Conference on Electrcal and Electroncs: echnques and Applcatons (EEA 2017) ISBN: 978-1-60595-416-5 Study on Actve Mcro-vbraton Isolaton System wth Lnear Motor Actuator Gong-yu PAN,
More informationA Hybrid Variational Iteration Method for Blasius Equation
Avalable at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 1932-9466 Vol. 10, Issue 1 (June 2015), pp. 223-229 Applcatons and Appled Mathematcs: An Internatonal Journal (AAM) A Hybrd Varatonal Iteraton Method
More information12. The Hamilton-Jacobi Equation Michael Fowler
1. The Hamlton-Jacob Equaton Mchael Fowler Back to Confguraton Space We ve establshed that the acton, regarded as a functon of ts coordnate endponts and tme, satsfes ( ) ( ) S q, t / t+ H qpt,, = 0, and
More informationThe equation of motion of a dynamical system is given by a set of differential equations. That is (1)
Dynamcal Systems Many engneerng and natural systems are dynamcal systems. For example a pendulum s a dynamcal system. State l The state of the dynamcal system specfes t condtons. For a pendulum n the absence
More informationModule 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur
Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:
More informationParameter Estimation for Dynamic System using Unscented Kalman filter
Parameter Estmaton for Dynamc System usng Unscented Kalman flter Jhoon Seung 1,a, Amr Atya F. 2,b, Alexander G.Parlos 3,c, and Klto Chong 1,4,d* 1 Dvson of Electroncs Engneerng, Chonbuk Natonal Unversty,
More informationThe Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites
7 Asa-Pacfc Engneerng Technology Conference (APETC 7) ISBN: 978--6595-443- The Two-scale Fnte Element Errors Analyss for One Class of Thermoelastc Problem n Perodc Compostes Xaoun Deng Mngxang Deng ABSTRACT
More information829. An adaptive method for inertia force identification in cantilever under moving mass
89. An adaptve method for nerta force dentfcaton n cantlever under movng mass Qang Chen 1, Mnzhuo Wang, Hao Yan 3, Haonan Ye 4, Guola Yang 5 1,, 3, 4 Department of Control and System Engneerng, Nanng Unversty,
More informationDETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM
Ganj, Z. Z., et al.: Determnaton of Temperature Dstrbuton for S111 DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM by Davood Domr GANJI
More informationThe Study of Teaching-learning-based Optimization Algorithm
Advanced Scence and Technology Letters Vol. (AST 06), pp.05- http://dx.do.org/0.57/astl.06. The Study of Teachng-learnng-based Optmzaton Algorthm u Sun, Yan fu, Lele Kong, Haolang Q,, Helongang Insttute
More informationWeek3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity
Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle
More informationNote 10. Modeling and Simulation of Dynamic Systems
Lecture Notes of ME 475: Introducton to Mechatroncs Note 0 Modelng and Smulaton of Dynamc Systems Department of Mechancal Engneerng, Unversty Of Saskatchewan, 57 Campus Drve, Saskatoon, SK S7N 5A9, Canada
More informationDO NOT DO HOMEWORK UNTIL IT IS ASSIGNED. THE ASSIGNMENTS MAY CHANGE UNTIL ANNOUNCED.
EE 539 Homeworks Sprng 08 Updated: Tuesday, Aprl 7, 08 DO NOT DO HOMEWORK UNTIL IT IS ASSIGNED. THE ASSIGNMENTS MAY CHANGE UNTIL ANNOUNCED. For full credt, show all work. Some problems requre hand calculatons.
More informationAn identification algorithm of model kinetic parameters of the interfacial layer growth in fiber composites
IOP Conference Seres: Materals Scence and Engneerng PAPER OPE ACCESS An dentfcaton algorthm of model knetc parameters of the nterfacal layer growth n fber compostes o cte ths artcle: V Zubov et al 216
More information11. Dynamics in Rotating Frames of Reference
Unversty of Rhode Island DgtalCommons@URI Classcal Dynamcs Physcs Course Materals 2015 11. Dynamcs n Rotatng Frames of Reference Gerhard Müller Unversty of Rhode Island, gmuller@ur.edu Creatve Commons
More informationChapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems
Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons
More informationPhysics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1
P. Guterrez Physcs 5153 Classcal Mechancs D Alembert s Prncple and The Lagrangan 1 Introducton The prncple of vrtual work provdes a method of solvng problems of statc equlbrum wthout havng to consder the
More informationChapter 13: Multiple Regression
Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to
More informationFinite Element Modelling of truss/cable structures
Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures
More informationResearch on the Fuzzy Control for Vehicle Semi-active Suspension. Xiaoming Hu 1, a, Wanli Li 1,b
Advanced Materals Research Onlne: 0-0- ISSN: -9, Vol., pp -9 do:0.0/www.scentfc.net/amr.. 0 Trans Tech Publcatons, Swterland Research on the Fuy Control for Vehcle Sem-actve Suspenson Xaomng Hu, a, Wanl
More informationA Robust Method for Calculating the Correlation Coefficient
A Robust Method for Calculatng the Correlaton Coeffcent E.B. Nven and C. V. Deutsch Relatonshps between prmary and secondary data are frequently quantfed usng the correlaton coeffcent; however, the tradtonal
More informationPerforming Modulation Scheme of Chaos Shift Keying with Hyperchaotic Chen System
6 th Internatonal Advanced echnologes Symposum (IAS 11), 16-18 May 011, Elazığ, urkey Performng Modulaton Scheme of Chaos Shft Keyng wth Hyperchaotc Chen System H. Oğraş 1, M. ürk 1 Unversty of Batman,
More informationDesign and Optimization of Fuzzy Controller for Inverse Pendulum System Using Genetic Algorithm
Desgn and Optmzaton of Fuzzy Controller for Inverse Pendulum System Usng Genetc Algorthm H. Mehraban A. Ashoor Unversty of Tehran Unversty of Tehran h.mehraban@ece.ut.ac.r a.ashoor@ece.ut.ac.r Abstract:
More informationUncertainty and auto-correlation in. Measurement
Uncertanty and auto-correlaton n arxv:1707.03276v2 [physcs.data-an] 30 Dec 2017 Measurement Markus Schebl Federal Offce of Metrology and Surveyng (BEV), 1160 Venna, Austra E-mal: markus.schebl@bev.gv.at
More informationA new Approach for Solving Linear Ordinary Differential Equations
, ISSN 974-57X (Onlne), ISSN 974-5718 (Prnt), Vol. ; Issue No. 1; Year 14, Copyrght 13-14 by CESER PUBLICATIONS A new Approach for Solvng Lnear Ordnary Dfferental Equatons Fawz Abdelwahd Department of
More informationANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U)
Econ 413 Exam 13 H ANSWERS Settet er nndelt 9 deloppgaver, A,B,C, som alle anbefales å telle lkt for å gøre det ltt lettere å stå. Svar er gtt . Unfortunately, there s a prntng error n the hnt of
More informationPower law and dimension of the maximum value for belief distribution with the max Deng entropy
Power law and dmenson of the maxmum value for belef dstrbuton wth the max Deng entropy Bngy Kang a, a College of Informaton Engneerng, Northwest A&F Unversty, Yanglng, Shaanx, 712100, Chna. Abstract Deng
More informationAppendix for Causal Interaction in Factorial Experiments: Application to Conjoint Analysis
A Appendx for Causal Interacton n Factoral Experments: Applcaton to Conjont Analyss Mathematcal Appendx: Proofs of Theorems A. Lemmas Below, we descrbe all the lemmas, whch are used to prove the man theorems
More informationCOMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS
Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS
More informationStudy on Non-Linear Dynamic Characteristic of Vehicle. Suspension Rubber Component
Study on Non-Lnear Dynamc Characterstc of Vehcle Suspenson Rubber Component Zhan Wenzhang Ln Y Sh GuobaoJln Unversty of TechnologyChangchun, Chna Wang Lgong (MDI, Chna [Abstract] The dynamc characterstc
More informationCHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE
CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng
More informationGlobal Sensitivity. Tuesday 20 th February, 2018
Global Senstvty Tuesday 2 th February, 28 ) Local Senstvty Most senstvty analyses [] are based on local estmates of senstvty, typcally by expandng the response n a Taylor seres about some specfc values
More informationPHYS 705: Classical Mechanics. Calculus of Variations II
1 PHYS 705: Classcal Mechancs Calculus of Varatons II 2 Calculus of Varatons: Generalzaton (no constrant yet) Suppose now that F depends on several dependent varables : We need to fnd such that has a statonary
More informationSpin-rotation coupling of the angularly accelerated rigid body
Spn-rotaton couplng of the angularly accelerated rgd body Loua Hassan Elzen Basher Khartoum, Sudan. Postal code:11123 E-mal: louaelzen@gmal.com November 1, 2017 All Rghts Reserved. Abstract Ths paper s
More informationSuppose that there s a measured wndow of data fff k () ; :::; ff k g of a sze w, measured dscretely wth varable dscretzaton step. It s convenent to pl
RECURSIVE SPLINE INTERPOLATION METHOD FOR REAL TIME ENGINE CONTROL APPLICATIONS A. Stotsky Volvo Car Corporaton Engne Desgn and Development Dept. 97542, HA1N, SE- 405 31 Gothenburg Sweden. Emal: astotsky@volvocars.com
More informationHigh resolution entropy stable scheme for shallow water equations
Internatonal Symposum on Computers & Informatcs (ISCI 05) Hgh resoluton entropy stable scheme for shallow water equatons Xaohan Cheng,a, Yufeng Ne,b, Department of Appled Mathematcs, Northwestern Polytechncal
More informationAP Physics 1 & 2 Summer Assignment
AP Physcs 1 & 2 Summer Assgnment AP Physcs 1 requres an exceptonal profcency n algebra, trgonometry, and geometry. It was desgned by a select group of college professors and hgh school scence teachers
More informationObservers for non-linear differential-algebraic. system
Observers for non-lnear dfferental-algebrac systems Jan Åslund and Erk Frsk Department of Electrcal Engneerng, Lnköpng Unversty 581 83 Lnköpng, Sweden, {jaasl,frsk}@sy.lu.se Abstract In ths paper we consder
More informationχ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body
Secton.. Moton.. The Materal Body and Moton hyscal materals n the real world are modeled usng an abstract mathematcal entty called a body. Ths body conssts of an nfnte number of materal partcles. Shown
More informationNeuro-Adaptive Design - I:
Lecture 36 Neuro-Adaptve Desgn - I: A Robustfyng ool for Dynamc Inverson Desgn Dr. Radhakant Padh Asst. Professor Dept. of Aerospace Engneerng Indan Insttute of Scence - Bangalore Motvaton Perfect system
More informationDr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur
Analyss of Varance and Desgn of Exerments-I MODULE III LECTURE - 2 EXPERIMENTAL DESIGN MODELS Dr. Shalabh Deartment of Mathematcs and Statstcs Indan Insttute of Technology Kanur 2 We consder the models
More informationConvexity preserving interpolation by splines of arbitrary degree
Computer Scence Journal of Moldova, vol.18, no.1(52), 2010 Convexty preservng nterpolaton by splnes of arbtrary degree Igor Verlan Abstract In the present paper an algorthm of C 2 nterpolaton of dscrete
More informationrisk and uncertainty assessment
Optmal forecastng of atmospherc qualty n ndustral regons: rsk and uncertanty assessment Vladmr Penenko Insttute of Computatonal Mathematcs and Mathematcal Geophyscs SD RAS Goal Development of theoretcal
More informationNeryškioji dichotominių testo klausimų ir socialinių rodiklių diferencijavimo savybių klasifikacija
Neryškoj dchotomnų testo klausmų r socalnų rodklų dferencjavmo savybų klasfkacja Aleksandras KRYLOVAS, Natalja KOSAREVA, Julja KARALIŪNAITĖ Technologcal and Economc Development of Economy Receved 9 May
More informationSolving Fractional Nonlinear Fredholm Integro-differential Equations via Hybrid of Rationalized Haar Functions
ISSN 746-7659 England UK Journal of Informaton and Computng Scence Vol. 9 No. 3 4 pp. 69-8 Solvng Fractonal Nonlnear Fredholm Integro-dfferental Equatons va Hybrd of Ratonalzed Haar Functons Yadollah Ordokhan
More informationHongyi Miao, College of Science, Nanjing Forestry University, Nanjing ,China. (Received 20 June 2013, accepted 11 March 2014) I)ϕ (k)
ISSN 1749-3889 (prnt), 1749-3897 (onlne) Internatonal Journal of Nonlnear Scence Vol.17(2014) No.2,pp.188-192 Modfed Block Jacob-Davdson Method for Solvng Large Sparse Egenproblems Hongy Mao, College of
More informationSecond Order Analysis
Second Order Analyss In the prevous classes we looked at a method that determnes the load correspondng to a state of bfurcaton equlbrum of a perfect frame by egenvalye analyss The system was assumed to
More informationOperating conditions of a mine fan under conditions of variable resistance
Paper No. 11 ISMS 216 Operatng condtons of a mne fan under condtons of varable resstance Zhang Ynghua a, Chen L a, b, Huang Zhan a, *, Gao Yukun a a State Key Laboratory of Hgh-Effcent Mnng and Safety
More informationFirst Law: A body at rest remains at rest, a body in motion continues to move at constant velocity, unless acted upon by an external force.
Secton 1. Dynamcs (Newton s Laws of Moton) Two approaches: 1) Gven all the forces actng on a body, predct the subsequent (changes n) moton. 2) Gven the (changes n) moton of a body, nfer what forces act
More informationAdaptive sliding mode reliable excitation control design for power systems
Acta Technca 6, No. 3B/17, 593 6 c 17 Insttute of Thermomechancs CAS, v.v.. Adaptve sldng mode relable exctaton control desgn for power systems Xuetng Lu 1, 3, Yanchao Yan Abstract. In ths paper, the problem
More informationNumerical Heat and Mass Transfer
Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and
More informationONE DIMENSIONAL TRIANGULAR FIN EXPERIMENT. Technical Advisor: Dr. D.C. Look, Jr. Version: 11/03/00
ONE IMENSIONAL TRIANGULAR FIN EXPERIMENT Techncal Advsor: r..c. Look, Jr. Verson: /3/ 7. GENERAL OJECTIVES a) To understand a one-dmensonal epermental appromaton. b) To understand the art of epermental
More informationApplication of B-Spline to Numerical Solution of a System of Singularly Perturbed Problems
Mathematca Aeterna, Vol. 1, 011, no. 06, 405 415 Applcaton of B-Splne to Numercal Soluton of a System of Sngularly Perturbed Problems Yogesh Gupta Department of Mathematcs Unted College of Engneerng &
More informationErrors in Nobel Prize for Physics (7) Improper Schrodinger Equation and Dirac Equation
Errors n Nobel Prze for Physcs (7) Improper Schrodnger Equaton and Drac Equaton u Yuhua (CNOOC Research Insttute, E-mal:fuyh945@sna.com) Abstract: One of the reasons for 933 Nobel Prze for physcs s for
More information), it produces a response (output function g (x)
Lnear Systems Revew Notes adapted from notes by Mchael Braun Typcally n electrcal engneerng, one s concerned wth functons of tme, such as a voltage waveform System descrpton s therefore defned n the domans
More informationFlow Induced Vibration
Flow Induced Vbraton Project Progress Report Date: 16 th November, 2005 Submtted by Subhrajt Bhattacharya Roll no.: 02ME101 Done under the gudance of Prof. Anrvan Dasgupta Department of Mechancal Engneerng,
More informationA MODIFIED METHOD FOR SOLVING SYSTEM OF NONLINEAR EQUATIONS
Journal of Mathematcs and Statstcs 9 (1): 4-8, 1 ISSN 1549-644 1 Scence Publcatons do:1.844/jmssp.1.4.8 Publshed Onlne 9 (1) 1 (http://www.thescpub.com/jmss.toc) A MODIFIED METHOD FOR SOLVING SYSTEM OF
More informationChapter 8. Potential Energy and Conservation of Energy
Chapter 8 Potental Energy and Conservaton of Energy In ths chapter we wll ntroduce the followng concepts: Potental Energy Conservatve and non-conservatve forces Mechancal Energy Conservaton of Mechancal
More informationInductance Calculation for Conductors of Arbitrary Shape
CRYO/02/028 Aprl 5, 2002 Inductance Calculaton for Conductors of Arbtrary Shape L. Bottura Dstrbuton: Internal Summary In ths note we descrbe a method for the numercal calculaton of nductances among conductors
More informationPHYS 705: Classical Mechanics. Newtonian Mechanics
1 PHYS 705: Classcal Mechancs Newtonan Mechancs Quck Revew of Newtonan Mechancs Basc Descrpton: -An dealzed pont partcle or a system of pont partcles n an nertal reference frame [Rgd bodes (ch. 5 later)]
More informationPhysics 141. Lecture 14. Frank L. H. Wolfs Department of Physics and Astronomy, University of Rochester, Lecture 14, Page 1
Physcs 141. Lecture 14. Frank L. H. Wolfs Department of Physcs and Astronomy, Unversty of Rochester, Lecture 14, Page 1 Physcs 141. Lecture 14. Course Informaton: Lab report # 3. Exam # 2. Mult-Partcle
More informationELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM
ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look
More informationSupporting Information
Supportng Informaton The neural network f n Eq. 1 s gven by: f x l = ReLU W atom x l + b atom, 2 where ReLU s the element-wse rectfed lnear unt, 21.e., ReLUx = max0, x, W atom R d d s the weght matrx to
More informationComparison of the Population Variance Estimators. of 2-Parameter Exponential Distribution Based on. Multiple Criteria Decision Making Method
Appled Mathematcal Scences, Vol. 7, 0, no. 47, 07-0 HIARI Ltd, www.m-hkar.com Comparson of the Populaton Varance Estmators of -Parameter Exponental Dstrbuton Based on Multple Crtera Decson Makng Method
More informationNovember 5, 2002 SE 180: Earthquake Engineering SE 180. Final Project
SE 8 Fnal Project Story Shear Frame u m Gven: u m L L m L L EI ω ω Solve for m Story Bendng Beam u u m L m L Gven: m L L EI ω ω Solve for m 3 3 Story Shear Frame u 3 m 3 Gven: L 3 m m L L L 3 EI ω ω ω
More informationLab 2e Thermal System Response and Effective Heat Transfer Coefficient
58:080 Expermental Engneerng 1 OBJECTIVE Lab 2e Thermal System Response and Effectve Heat Transfer Coeffcent Warnng: though the experment has educatonal objectves (to learn about bolng heat transfer, etc.),
More informationGeneral viscosity iterative method for a sequence of quasi-nonexpansive mappings
Avalable onlne at www.tjnsa.com J. Nonlnear Sc. Appl. 9 (2016), 5672 5682 Research Artcle General vscosty teratve method for a sequence of quas-nonexpansve mappngs Cuje Zhang, Ynan Wang College of Scence,
More informationIterative General Dynamic Model for Serial-Link Manipulators
EEL6667: Knematcs, Dynamcs and Control of Robot Manpulators 1. Introducton Iteratve General Dynamc Model for Seral-Lnk Manpulators In ths set of notes, we are gong to develop a method for computng a general
More informationLinear Regression Analysis: Terminology and Notation
ECON 35* -- Secton : Basc Concepts of Regresson Analyss (Page ) Lnear Regresson Analyss: Termnology and Notaton Consder the generc verson of the smple (two-varable) lnear regresson model. It s represented
More informationPhysics 181. Particle Systems
Physcs 181 Partcle Systems Overvew In these notes we dscuss the varables approprate to the descrpton of systems of partcles, ther defntons, ther relatons, and ther conservatons laws. We consder a system
More informationA PROBABILITY-DRIVEN SEARCH ALGORITHM FOR SOLVING MULTI-OBJECTIVE OPTIMIZATION PROBLEMS
HCMC Unversty of Pedagogy Thong Nguyen Huu et al. A PROBABILITY-DRIVEN SEARCH ALGORITHM FOR SOLVING MULTI-OBJECTIVE OPTIMIZATION PROBLEMS Thong Nguyen Huu and Hao Tran Van Department of mathematcs-nformaton,
More informationA boundary element method with analytical integration for deformation of inhomogeneous elastic materials
Journal of Physcs: Conference Seres PAPER OPEN ACCESS A boundary element method wth analytcal ntegraton for deformaton of nhomogeneous elastc materals To cte ths artcle: Moh. Ivan Azs et al 2018 J. Phys.:
More informationReport on Image warping
Report on Image warpng Xuan Ne, Dec. 20, 2004 Ths document summarzed the algorthms of our mage warpng soluton for further study, and there s a detaled descrpton about the mplementaton of these algorthms.
More informationSIO 224. m(r) =(ρ(r),k s (r),µ(r))
SIO 224 1. A bref look at resoluton analyss Here s some background for the Masters and Gubbns resoluton paper. Global Earth models are usually found teratvely by assumng a startng model and fndng small
More informationColor Rendering Uncertainty
Australan Journal of Basc and Appled Scences 4(10): 4601-4608 010 ISSN 1991-8178 Color Renderng Uncertanty 1 A.el Bally M.M. El-Ganany 3 A. Al-amel 1 Physcs Department Photometry department- NIS Abstract:
More informationWeek 9 Chapter 10 Section 1-5
Week 9 Chapter 10 Secton 1-5 Rotaton Rgd Object A rgd object s one that s nondeformable The relatve locatons of all partcles makng up the object reman constant All real objects are deformable to some extent,
More informationSimultaneous Optimization of Berth Allocation, Quay Crane Assignment and Quay Crane Scheduling Problems in Container Terminals
Smultaneous Optmzaton of Berth Allocaton, Quay Crane Assgnment and Quay Crane Schedulng Problems n Contaner Termnals Necat Aras, Yavuz Türkoğulları, Z. Caner Taşkın, Kuban Altınel Abstract In ths work,
More informationSystem in Weibull Distribution
Internatonal Matheatcal Foru 4 9 no. 9 94-95 Relablty Equvalence Factors of a Seres-Parallel Syste n Webull Dstrbuton M. A. El-Dacese Matheatcs Departent Faculty of Scence Tanta Unversty Tanta Egypt eldacese@yahoo.co
More informationCSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography
CSc 6974 and ECSE 6966 Math. Tech. for Vson, Graphcs and Robotcs Lecture 21, Aprl 17, 2006 Estmatng A Plane Homography Overvew We contnue wth a dscusson of the major ssues, usng estmaton of plane projectve
More information5 The Rational Canonical Form
5 The Ratonal Canoncal Form Here p s a monc rreducble factor of the mnmum polynomal m T and s not necessarly of degree one Let F p denote the feld constructed earler n the course, consstng of all matrces
More informationMMA and GCMMA two methods for nonlinear optimization
MMA and GCMMA two methods for nonlnear optmzaton Krster Svanberg Optmzaton and Systems Theory, KTH, Stockholm, Sweden. krlle@math.kth.se Ths note descrbes the algorthms used n the author s 2007 mplementatons
More informationLimited Dependent Variables
Lmted Dependent Varables. What f the left-hand sde varable s not a contnuous thng spread from mnus nfnty to plus nfnty? That s, gven a model = f (, β, ε, where a. s bounded below at zero, such as wages
More informationSCHOOL OF COMPUTING, ENGINEERING AND MATHEMATICS SEMESTER 2 EXAMINATIONS 2011/2012 DYNAMICS ME247 DR. N.D.D. MICHÉ
s SCHOOL OF COMPUTING, ENGINEERING ND MTHEMTICS SEMESTER EXMINTIONS 011/01 DYNMICS ME47 DR. N.D.D. MICHÉ Tme allowed: THREE hours nswer: ny FOUR from SIX questons Each queston carres 5 marks Ths s a CLOSED-BOOK
More informationLINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity
LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 31 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 6. Rdge regresson The OLSE s the best lnear unbased
More information(Online First)A Lattice Boltzmann Scheme for Diffusion Equation in Spherical Coordinate
Internatonal Journal of Mathematcs and Systems Scence (018) Volume 1 do:10.494/jmss.v1.815 (Onlne Frst)A Lattce Boltzmann Scheme for Dffuson Equaton n Sphercal Coordnate Debabrata Datta 1 *, T K Pal 1
More informationGrid Generation around a Cylinder by Complex Potential Functions
Research Journal of Appled Scences, Engneerng and Technolog 4(): 53-535, 0 ISSN: 040-7467 Mawell Scentfc Organzaton, 0 Submtted: December 0, 0 Accepted: Januar, 0 Publshed: June 0, 0 Grd Generaton around
More informationp 1 c 2 + p 2 c 2 + p 3 c p m c 2
Where to put a faclty? Gven locatons p 1,..., p m n R n of m houses, want to choose a locaton c n R n for the fre staton. Want c to be as close as possble to all the house. We know how to measure dstance
More informationThe Synchronous 8th-Order Differential Attack on 12 Rounds of the Block Cipher HyRAL
The Synchronous 8th-Order Dfferental Attack on 12 Rounds of the Block Cpher HyRAL Yasutaka Igarash, Sej Fukushma, and Tomohro Hachno Kagoshma Unversty, Kagoshma, Japan Emal: {garash, fukushma, hachno}@eee.kagoshma-u.ac.jp
More informationSingle-Facility Scheduling over Long Time Horizons by Logic-based Benders Decomposition
Sngle-Faclty Schedulng over Long Tme Horzons by Logc-based Benders Decomposton Elvn Coban and J. N. Hooker Tepper School of Busness, Carnege Mellon Unversty ecoban@andrew.cmu.edu, john@hooker.tepper.cmu.edu
More informationPsychology 282 Lecture #24 Outline Regression Diagnostics: Outliers
Psychology 282 Lecture #24 Outlne Regresson Dagnostcs: Outlers In an earler lecture we studed the statstcal assumptons underlyng the regresson model, ncludng the followng ponts: Formal statement of assumptons.
More informationON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION
Advanced Mathematcal Models & Applcatons Vol.3, No.3, 2018, pp.215-222 ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EUATION
More informationInternational Conference on Advanced Computer Science and Electronics Information (ICACSEI 2013) equation. E. M. E. Zayed and S. A.
Internatonal Conference on Advanced Computer Scence and Electroncs Informaton (ICACSEI ) The two varable (G'/G/G) -expanson method for fndng exact travelng wave solutons of the (+) dmensonal nonlnear potental
More informationCollege of Computer & Information Science Fall 2009 Northeastern University 20 October 2009
College of Computer & Informaton Scence Fall 2009 Northeastern Unversty 20 October 2009 CS7880: Algorthmc Power Tools Scrbe: Jan Wen and Laura Poplawsk Lecture Outlne: Prmal-dual schema Network Desgn:
More informationThe Chaotic Robot Prediction by Neuro Fuzzy Algorithm (2) = θ (3) = ω. Asin. A v. Mana Tarjoman, Shaghayegh Zarei
The Chaotc Robot Predcton by Neuro Fuzzy Algorthm Mana Tarjoman, Shaghayegh Zare Abstract In ths paper an applcaton of the adaptve neurofuzzy nference system has been ntroduced to predct the behavor of
More informationModeling of Dynamic Systems
Modelng of Dynamc Systems Ref: Control System Engneerng Norman Nse : Chapters & 3 Chapter objectves : Revew the Laplace transform Learn how to fnd a mathematcal model, called a transfer functon Learn how
More informationRigid body simulation
Rgd bod smulaton Rgd bod smulaton Once we consder an object wth spacal etent, partcle sstem smulaton s no longer suffcent Problems Problems Unconstraned sstem rotatonal moton torques and angular momentum
More information