Application of Differential Geometry in Magnetic Levitation Control
|
|
- Beverly Webster
- 6 years ago
- Views:
Transcription
1 Appl. Math. In. Sci. 8, No. 5, (2014) 2437 Applied Matheatics & Inoration Sciences An International Journal Application o Dierential Geoetry in Magnetic Levitation Control Hengkun Liu, Yungang Li and Hu Cheng Research center o Maglev, National University o Deense Technology, Changsha, Hunan, China Received: 11 Sep. 2013, Revised: 9 Dec. 2013, Accepted: 10 Dec Published online: 1 Sep Abstract: To enhance the reliability o levitation, an especial installation called joint-structure is applied to the aglev vehicle. Due to the joint-structure, each suspension point o the aglev vehicle is regulated by two independent controllers. When one controller o the suspension point breaks down, the syste can still be stably suspended by the other controller. However, there is strong orce-coupling between the two controllers or the joint-structure, which akes the controller designed based on totally separated suspension point unsuccessul in application. To realize stable suspension or joint-structure, dienrential geoetry ethod is introduced to obtain a globally decoupling and linearized odel or the syste. Then the control paraeters are designed by pole assignent. Experiental and siulation results validate the eectiveness o the proposed control algorith. Keywords: Maglev vehicles, Nonlinear decoupling control, Dierential geoetry 1 INTRODUCTION Maglev technology has been widely utilized to dierent applications[1], aong which aglev vehicles rapidly develops since its presentation. To enhance the reliability o aglev vehicles, joint-structure is introduced, and each joint-structure is regulated by two controllers. I one controller breaks down, the other controller can still guarantee the stability o the syste, and the stability o the vehicle accordingly. As the two controllers or the sae joint-structure is strongly coupled together, decoupling control is the key to the stability o the joint-structure. There are quite a lot o decoupling control strategies, such as inversion atrix ethod [2, 3], relative apliication coeicient atching ethod[4], diagonal doinance approach[5], state eedback control[6],adaptive decoupling control[7, 8], intelligent decoupling control[9, 10], nonlinear and robust decoupling control[11, 12], and so on. Based on the characteristics o the aglev syste and the experiental setup, this article uses dierential geoetry ethod to realize the decoupling and the stability o the joint-structure. 2 MODELING Fig. 1: Sketch o joint-structure Ignoring the elasticity o the guideway and the eect o the air-spring on the syste perorance, the sketch o the joint-structure can be presented by Fig. 1 [13]. The deinition o the sybols in Fig. 1 and the sybols which will be used in the ollowing are presented as below. s 01 = s 02 = s 0 is the expected suspension gap, s 1 ands 2 is the easured suspension gap, 1 = 2 = is ass o the suspension object, g is the Gravity acceleration, F 1 and F 2 is the electroagnetic orce, u 1 and u 2 is the control voltage, i 1 and i 2 is the current in the coil, N 1 = N 2 = Nis the turns o the coil, R 1 = R 2 = R is the resistance o the coil, A 1 = A 2 = A is the pole area o Corresponding author e-ail: liberry@sina.co
2 2438 H. Liu et. al. : Application o Dierential Geoetry in Magnetic... a single side o the electroagnet, L 1 and L 2 is the inductance o the coil, µ 0 is the pereability o vacuu, k r is the rigid coeicient between two sides. Suppose the agnetootive orce o the agnetic ield concentrates in the air gap, the atheatical odel o the syste shown in Fig. 1 can be obtained as[13], u 1 = Ri 1 + µ 0N 2 A di 1 2s 1 dt µ 0N 2 Ai 1 ds 1 2s 2 1 dt s 1 = F 1 (i 1,s 1 )+g k r (s 1 s 2 ) u 2 = Ri 2 + µ 0N 2 A di 2 2s 2 dt µ 0N 2 Ai 2 ds 2 2s 2 2 dt s 2 = F 2 (i 2,s 2 )+g+k r (s 1 s 2 ) F i (i i,s i )= ( µ 0 N 2 A4 ) (i i s i ) 2 In (1), the irst and the second equations are separately the electricity equation and echanical equation or the suspension syste on the let, while the third and the ourth equations are separately the electricity equation and echanical equation or the suspension syste on the right. 3 ESSENTIAL THEORY OF DIFFERENTIAL GEOMETRY For the convenience o proble analysis, the decoupling control theory used in this paper is listed as ollowing[14]. Deinition 1: Let open sets, U R n, x U, and given a sooth scalar unction λ(x) and a n-diention vector ield (x) in U. Then a new scalar unction noted L λ(x) is deined as ollowing. L λ(x)= n i=1 (1) λ i (x 1,x 2,...,x n ) (2) x i This new unction L λ(x) is called the lie-algebra o λ(x) along (x). And this unction can be calculated iteratively. For exaple, lie-algebra o λ(x) sequentially along (x) and g(x) is, L g L λ(x)= (L λ) g(x) (3) x Or lie-algebra o λ(x) along (x) or k ties is, L k λ(x)=d(l k 1 λ) (x) (4) Deinition 2: For the ollowing ultiple inputs and ultiple outputs syste, ẋ= (x)+ i=1 y j = h j (x), j g i (x)u i Its relative order r i (x 0 ) is the lie algebra, which satisies, (5) L g j L r i 1 h i (x 0 ) 0( j= 1,...,) And or k<r i 1, satisies, L g j L k h i(x 0 )=0( j= 1,...,) On the basis o the two deinitions, two theores or decoupling o nonlinear systes are introduced. First, introduce the decoupling atrix nonsingular theore. Theore 1: I a ultiple variables nonlinear syste has a relative order r i or x 0 to all i, its decoupling atrix A(x) shown in (6) is nonsingular at x 0. L g1 L r 1 1 h 1 (x) L g L r 1 1 h 1 (x) L g1 L r 2 1 h 2 (x) L g L r 2 1 h 2 (x).. L g1 L r 1 h (x) L g L r 1 h (x) Then introduce theore 2, which is utilized to explain the conditions or decoupling o the syste, and how to realize decoupling or nonlinear coupled syste. Theore 2: I nonlinear syste has relative order at x 0, or saying decoupling atrix A(x) is nonsingular at x 0, then the input-output decoupling proble at x 0 can be solved by a static state eedback, and one solution is the eedback deined by the ollowing atrix, where, u(x)=α(x)+β(x)v α(x)= A 1 (x)b(x) β(x)=a 1 (x) b(x)= [ L r 1 h 1 (x) L r h (x) ] T I the conditions described in theore 2 are satisied, decoupling or nonlinear syste can be realized by equations (7) and (8). The proposed nonlinear decoupling ethod or aglev syste can be obtained based on the deinitions and theores introduced in this part. 4 DECOUPLING AND LINEARIZATION OF THE SYSTEM For the convenience o description, introduce the ollowing variables transor, (6) (7) (8) x 1 = s 1 x 2 = y 1 = i 1 x 4 = s 2 x 5 = y 2 x 6 = i 2 (9) k=µ 0 N 2 A 4 (10)
3 Appl. Math. In. Sci. 8, No. 5, (2014) By the transor in (9), the odel (1) can be changed as ollowing, ẋ 1 = x 2 ẋ 2 = g kx2 3 x1 2 k r(x 1 x 4 ) ẋ 3 = x 2 Rx 1 x 1 2k ẋ 4 = x 5 + x 1 2k u 1 ẋ 5 = g kx2 6 x4 2 + k r(x 1 x 4 ) ẋ 6 = x 5x 6 Rx 4x 6 x 4 2k Y = [ (11) + x 4 2k u 2 ] X (12) Copared with the standard or in (5), it can be known: (x)= x 2 g kx 2 3 x 2 1 k r (x 1 x 4 ) x 2 x1 Rx 1 2k x 5 g kx 2 6 x k r (x 1 x 4 ) x 5 x 6 x4 Rx 4 x 6 2k (13) g 1 (x)= [ 0 0 x 1 2k ] T (14) g 2 (x)= [ x 4 2k ] T (15) y 1 = h 1 (x)=x 1 (16) y 2 = h 2 (x)=x 4 (17) First, the decoupling atrix o the syste can be calculated according to (6) as, [ ] x3 x1 0 A(x)= (18) 0 x 6 x4 And the other expressions to calculated the control variables can also be obtained as, b(x)= [ ] T b 1 b 2 = [ ] Rx 2 (19) 3 x 1 k r (x 2 x 5 ) Rx2 6 x 4 + k r (x 2 x 5 ) [ Rx3 k α(x)= r x 1 (x 2 x 5 ) ] Rx 6 + k r x 4 (x 2 x 5 ) x 6 [ ] x1 x3 0 β(x)= 0 x 4 x6 (20) (21) By equation (7), the decoupling control law can be calculated as, [ ] [ u1 Rx3 k = r x 1 (x 2 x 5 ) ] u 2 Rx 6 + k r x 4 (x 2 x 5 ) x 6 [ ][ ] (22) x1 x3 0 + v1 0 x 4 x6 v 2 That s to say, u 1 = R k rx 1 (x 2 x 5 ) x 1 v 1 (23) u 2 = Rx 6 + k rx 4 x 6 (x 2 x 5 ) x 4 x 6 v 2 (24) Up to now, the syste has been decoupled. To realize linearization o the decoupled syste, the ollowing variable transor is introduced, z 1 = x 1,z 2 = x 2, (25) z 3 = ż 2 = g kx2 3 x1 2 k r(x 1 x 4 ) (26) z 4 = x 4,z 5 = x 5, (27) z 6 = ż 5 = g kx2 6 x4 2 + k r(x 1 x 4 ) (28) It can be obtained by calculation that, ż 3 = v 1, ż 6 = v 2 Now, the odel or joint-structure has been decoupled and linearized, and the state space odel ater decoupling is, where, ż=az+bv (29) y= Cz (30) z= [ z 1 z 2 z 6 ] T (31) And the state atrix or the syste is, A= (32) [ ] T B= (33) [ ] C= (34)
4 2440 H. Liu et. al. : Application o Dierential Geoetry in Magnetic... Fro state space atrix (32) (34), the state space odel or two separated subsystes can be obtained, and the state space or the irst subsyste is, A 1 = (35) B 1 = [ ] T (36) C 1 = [ ] (37) It can be seen ro (32) (34) that, the state atrix o the second subsyste is the sae to the irst one. Thus only the controller design or the irst subsyste is conducted. 5 CONTROL ALGORITHM DESIGN In this section, control algorith design reers to the controller design or subsyste (35) (37). For the convenience o ipleentation, state eedback control is utilized. Suppose the eedback control law is[15], v 1 = k 1 (z 1 z 01 )+k 2 z 2 + k 3 z 3 (38) And set the control goals o the syste ater eedback as, overshoot is less than 5%, settling tie is 0.1s. Then the doinant poles or the syste is calculated as, s 1 = j (39) s 2 = j (40) Suppose the third pole o the syste is, s 3 = 200 (41) Then the characteristic equation or the syste is, s s s (42) Substitute eedback control law (38) into the irst subsyste ater linearization (35) (37), and the characteristic equation or the closed loop syste can be obtained as, s 3 k 3 s 2 k 2 s k 1 = 0 (43) Coparing the characteristic equation ater eedback control (43) with the expected characteristic equation (42), the control paraeters can be chosen as, k 1 = (44) k 2 = (45) k 3 = 280 (46) Substitute (25) and (26) into (38), the control variable or the linear syste can be calculated as, v 1 = k 1 (x 1 s 0 )+k 2 x 2 + ( k 3 g kx2 3 x1 2 k ) r(x 1 x 4 ) (47) Substitute control law or linear syste (47) into the expression o control variable (23), the control variable o the irst subsyste or the joint-structure can be obtained as, u 1 = R k rx 1 (x 2 x 5 ) x 3 x k 1 (x 1 s 0 )+k 2 x ( k 3 g kx2 3 x1 2 k ) r(x 1 x 4 ) (48) Siilarly, the control variable or the second subsyste can be calculated as, u 2 = Rx 6 + k rx 4 (x 2 x 5 ) x 6 x k 1 (x 4 s 0 )+k 2 x ( x 6 k 3 g kx2 6 x4 2 + k ) r(x 1 x 4 ) (49) Equations (48) and (49) are the control law applied to the physical controllers. 6 SIMULATION AND EXPERIMENTS For one application syste, the paraeters o the two subsystes described in Fig. 1 are totally the sae. k= , =725kg s 0 = 0.012, R=4.44Ω g=9.8nkg, k r = N When the power o one controller o the joint-structure is suddenly shut down, the siulation results o the other controller are shown in Fig. 2. When the power o one controller o the joint-structure is suddenly shut down, the experiental results o the other controller are shown in Fig. 3. Fro siulation results shown in Fig. 2, it can be seen that when one controller breaks down, the current or the other controller increase rapidly ro 18A to 24A, and the axiu variety o the suspension gap is 0.5. Fro experiental results shown in Fig. 3, it can be seen that when one controller breaks down, the current or the other controller increase rapidly ro 17A to 25A, and the axiu variety o the suspension gap is 1.6. And the suspension gap inally reaches the expected value because o the eect o integrator.
5 Appl. Math. In. Sci. 8, No. 5, (2014) The authors are grateul to the anonyous reeree or a careul checking o the details and or helpul coents that iproved this paper. Reerences Fig. 2: Siulation result o air-gap and current Fig. 3: Experient results o air-gap variety and current 7 CONCLUSIONS The nonlinear odel or joint-structure o aglev vehicles are built in this paper. And the obtained odel is a ultiple-inputs ultiple-outputs coupling odel. Nonlinear state eedback technique is introduced to decouple and linearize this odel. Then pole assignent is utilized to design the controller. The proposed control algorith is siple, and convenient to ipleent. The control strategy proposed in this paper is validated by both siulation and experient. Siulation and experiental results show that, both the two controllers or a single joint-structure can realize stable suspension, which eans the proposed ethod is eective or decoupling control. And it can be also shown that, when one controller breaks down, the other controller can realize the stability o the whole joint-structure syste by itsel. Joint-structure unction is eectively realized by the proposed ethod, which can iprove the saety o aglev vehicles. [1] S. J. Joo and J. H. Seo. Design and analysis o the nonlinear eedback linearizing control or an electroagnetic suspension syste [J]. IEEE Trans. Contr. Syst. Technol, 5, (1997). [2] R.J.kavanagh.Multivarible control syste synthesis [J]. AIEE.Trans Apr Ind., 77, (1988). [3] K Weischedel, T J Mcavoy. Feasiblity o decoupling in conventionally controlled distillation coluns[j]. Ind Eng Chen, 19, (1990). [4] F G Shiskoy.The stability o interacting control loops with and without Decoupling [J]. Proc IFAC ultivariable Technological Syste Cont 4th International Syposiu, (1977). [5] H H Rosebrocok. Design o Multivariable Control Syste using Inverse Nyquist Array [J]. Pro IEEE, (1969). [6] Eler G Gilbert. The Decoupling o Multivariable Systes by State Feedback [J]. SIAM.J Control, (1989). [7] Narendra K and Parthasarathy K. Identiication and control o dynaic systes using neural networks IEEE Trans [J]. On Neural Networks, 1, 4-27 (1990). [8] Henriquest J and Dourado A. A Multivariable adaptive control using a recurrent neural network Proceedings o Eann98[J]. Engineering Applications o Neural Networks, Gibraltar, 9, (1998). [9] Morari,M. Advances in Model Predictive Control Conerence [M]. Oxord University Press, (1994). [10] Shaw A and Doyle F. Multivariable non-linear control applications or a high purity distillation colun using a recurrent dynaic neuron odel [J]. Journal o Process Control, 7, (1997). [11] R Y Chiang, M G Saonov, K Haiges, K Madden and J Tekawy. A ixed H controller or a super aneuverable ighter peroring the Herbst aneuver [J]. Autoatica, 29, (1993). [12] W Chan, R J Anderson, P Beae, D H Jones, D Notkin and W E Warner. Decoupling Synchronization ro Local Control or Eicient Sybolic Model Checking o State Charts [J]. In Proceedings o the 1999 International Conerence on Sotware Engineering (ICSE99), (1999). [13] HengKun Liu. Research on Suspension Control Probles o EMS High-Speed Maglev Train Double Bogies Join- Structure [R]. Doctor dissertation o National University o Deense Technology, (2005). [14] XiaoHua X., Weibing G. Nonlinear control and decoupling [M], Science Publisher, (1993). [15] Ling W. Autoatic control principle [M]. Tinghua University Publisher, (1990).
6 2442 H. Liu et. al. : Application o Dierential Geoetry in Magnetic... Hengkun Liu was born in Jangjin, Chongqing, China, in He received the PH.D degree in 2005works or National University o Deense Technology as a teacher. His research interests include control theory and its application, and aglev train levitation control technique. Yungang Li was born in Tianen county, Hubei Province, China, in He received the PH.D degree in 1996works or National University o Deense Technology as a Proessor. His research interests include control theory and its application, and aglev train levitation control technique. Hu Cheng was born in Xiangan county, Hubei Province, China, in He received the PH.D degree in 2011works or National University o Deense Technology as a teacher. His research interests include control theory and its application, and aglev train levitation control technique.
Topic 5a Introduction to Curve Fitting & Linear Regression
/7/08 Course Instructor Dr. Rayond C. Rup Oice: A 337 Phone: (95) 747 6958 E ail: rcrup@utep.edu opic 5a Introduction to Curve Fitting & Linear Regression EE 4386/530 Coputational ethods in EE Outline
More informationA method to determine relative stroke detection efficiencies from multiplicity distributions
A ethod to deterine relative stroke detection eiciencies ro ultiplicity distributions Schulz W. and Cuins K. 2. Austrian Lightning Detection and Inoration Syste (ALDIS), Kahlenberger Str.2A, 90 Vienna,
More informationSexually Transmitted Diseases VMED 5180 September 27, 2016
Sexually Transitted Diseases VMED 518 Septeber 27, 216 Introduction Two sexually-transitted disease (STD) odels are presented below. The irst is a susceptibleinectious-susceptible (SIS) odel (Figure 1)
More informationSwing Up a Pendulum by Energy Control
International ournal o Engineering and Technology Volue 2 No., March, 22 Swing Up a Pendulu by Energy Control Araat Zaidan, Bashir M.Y.Nouri, Basi Alsayid, Departent o Electrical Engineering, Palestine
More informationOptimization of Flywheel Weight using Genetic Algorithm
IN: 78 7798 International Journal o cience, Engineering and Technology esearch (IJET) Volue, Issue, March 0 Optiization o Flywheel Weight using Genetic Algorith A. G. Appala Naidu*, B. T.N. Charyulu, C..C.V.aanaurthy
More informationTransfer from Arbitrary Pure State to Target Mixed State for Quantum Systems
reprints o the 8th FAC World Congress ilano (taly August 8 - epteber, ranser ro Arbitrary ure tate to arget ixed tate or Quantu ystes J. WEN,. CONG Departent o Autoation, University o cience and echnology
More informationGary J. Balas Aerospace Engineering and Mechanics, University of Minnesota, Minneapolis, MN USA
μ-synthesis Gary J. Balas Aerospace Engineering and Mechanics, University of Minnesota, Minneapolis, MN 55455 USA Keywords: Robust control, ultivariable control, linear fractional transforation (LFT),
More informationResearch and Experiments on Electromagnetic Field Induced by Two. Coaxial Solenoid Coils of Axially Mag-lev Driving Needle
3rd International Conference on Mechatronics and Inforation Technology (ICMIT 16) Research and Experients on Electroagnetic Field Induced by Two Coaxial Solenoid Coils of Axially Mag-lev Driving Needle
More informationPage 1. Physics 131: Lecture 22. Today s Agenda. SHM and Circles. Position
Physics 3: ecture Today s genda Siple haronic otion Deinition Period and requency Position, velocity, and acceleration Period o a ass on a spring Vertical spring Energy and siple haronic otion Energy o
More informationA practical approach to real-time application of speaker recognition using wavelets and linear algebra
A practical approach to real-tie application o speaker recognition using wavelets and linear algebra Duc Son Pha, Michael C. Orr, Brian Lithgow and Robert Mahony Departent o Electrical and Coputer Systes
More informationFeedback Linearization
Feedback Linearization Peter Al Hokayem and Eduardo Gallestey May 14, 2015 1 Introduction Consider a class o single-input-single-output (SISO) nonlinear systems o the orm ẋ = (x) + g(x)u (1) y = h(x) (2)
More informationMASSACHUSETTS INSTITUTE OF TECHNOLOGY Department of Mechanical Engineering 2.010: Systems Modeling and Dynamics III. Final Examination Review Problems
ASSACHUSETTS INSTITUTE OF TECHNOLOGY Departent of echanical Engineering 2.010: Systes odeling and Dynaics III Final Eaination Review Probles Fall 2000 Good Luck And have a great winter break! page 1 Proble
More informationModern Control Systems (ECEG-4601) Instructor: Andinet Negash. Chapter 1 Lecture 3: State Space, II
Modern Control Systes (ECEG-46) Instructor: Andinet Negash Chapter Lecture 3: State Space, II Eaples Eaple 5: control o liquid levels: in cheical plants, it is oten necessary to aintain the levels o liquids.
More informationInverted Pendulum control with pole assignment, LQR and multiple layers sliding mode control
J. Basic. Appl. Sci. Res., 3(1s)363-368, 013 013, TetRoad Publication ISSN 090-4304 Journal of Basic and Applied Scientific Research www.tetroad.co Inverted Pendulu control with pole assignent, LQR and
More informationEstimating flow properties of porous media with a model for dynamic diffusion
Estiating low properties o porous edia with a odel or dynaic diusion Chuntang Xu*, Jerry M. Harris, and Youli Quan, Geophysics Departent, Stanord University Suary We present an approach or estiating eective
More informationFingerprint Verification Based on Invariant Moment Features and Nonlinear BPNN
800 International Journal o Control, Autoation, and Systes, vol. 6, no. 6, pp. 800-808, Deceber 008 Fingerprint Veriication Based on Invariant Moent Features and Nonlinear BPNN Ju Cheng Yang and Dong Sun
More informationChapter 4 FORCES AND NEWTON S LAWS OF MOTION PREVIEW QUICK REFERENCE. Important Terms
Chapter 4 FORCES AND NEWTON S LAWS OF MOTION PREVIEW Dynaics is the study o the causes o otion, in particular, orces. A orce is a push or a pull. We arrange our knowledge o orces into three laws orulated
More informationNonlinear controller design for a magnetic levitation device
Microsyst Technol (007) 13:831 835 DOI 10.1007/s0054-006-084-y TECHNICAL PAPER Nonlinear controller design for a agnetic levitation device Ehsan Shaeli Æ Mir Behrad Khaesee Æ Jan Paul Huissoon Received:
More informationI. Understand get a conceptual grasp of the problem
MASSACHUSETTS INSTITUTE OF TECHNOLOGY Departent o Physics Physics 81T Fall Ter 4 Class Proble 1: Solution Proble 1 A car is driving at a constant but unknown velocity,, on a straightaway A otorcycle is
More informationDual porosity DRM formulation for flow and transport through fractured porous media
Boundary Eleents XXVII 407 Dual porosity DRM orulation or lo and transport through ractured porous edia T. aardzioska & V. Popov Wessex Institute o Technology, UK Abstract The ain objective o this ork
More informationArithmetic Unit for Complex Number Processing
Abstract Arithetic Unit or Coplex Nuber Processing Dr. Soloon Khelnik, Dr. Sergey Selyutin, Alexandr Viduetsky, Inna Doubson, Seion Khelnik This paper presents developent o a coplex nuber arithetic unit
More informationDetermination of fiber/matrix interface debond growth parameters from cyclic loading of single fiber composites
Deterination o iber/atrix interace debond growth paraeters ro cyclic loading o single iber coposites Andrejs Pupurs 1,, Janis Varna 1, Povl Brøndsted 3, Stergios Goutianos 3 1 Luleå University o Technology,
More informationFeedback Linearization Lectures delivered at IIT-Kanpur, TEQIP program, September 2016.
Feedback Linearization Lectures delivered at IIT-Kanpur, TEQIP program, September 216 Ravi N Banavar banavar@iitbacin September 24, 216 These notes are based on my readings o the two books Nonlinear Control
More informationMulti Degrees of Freedom Maglev System with Permanent Magnet Motion Control
Multi Degrees of Freedo Maglev Syste with Peranent Magnet Motion Control Cui Tianshi A dissertation subitted to Kochi University of Technology in partial fulfillent of the requireents for the degree of
More informationControl Using Sliding Mode Of the Magnetic Suspension System
International Journal of Electrical & Computer Sciences IJECS-IJENS Vol:10 No:03 1 Control Using Sliding Mode Of the Magnetic Suspension System Yousfi Khemissi Department of Electrical Engineering Najran
More informationGIMC-based Fault Detection and Its Application to Magnetic Suspension System
Proceedings o the 7th World Congress The International Federation o Automatic Control Seoul, Korea, Jul 6-, 28 GIC-based Fault Detection and Its Application to agnetic Suspension Sstem Yujiro Nakaso Toru
More informationNonlinear Backstepping Learning-based Adaptive Control of Electromagnetic Actuators with Proof of Stability
MITSUBISHI ELECTRIC RESEARCH LABORATORIES http://www.erl.co Nonlinear Backstepping Learning-based Adaptive Control of Electroagnetic Actuators with Proof of Stability Benosan, M.; Atinc, G.M. TR3-36 Deceber
More informationAnalysis of the regularity, pointwise completeness and pointwise generacy of descriptor linear electrical circuits
Computer Applications in Electrical Engineering Vol. 4 Analysis o the regularity pointwise completeness pointwise generacy o descriptor linear electrical circuits Tadeusz Kaczorek Białystok University
More informationOn Strongly m-convex Functions
Matheatica Aeterna, Vol. 5, 205, no. 3, 52-535 On Strongly -Convex Functions Teodoro Lara Departaento de Física y Mateáticas. Universidad de Los Andes. Venezuela. tlara@ula.ve Nelson Merentes Escuela de
More informationCHAPTER 8 : A PARALLEL TWO DIMENSIONAL WAVELET PACKET TRANSFORM AND ITS APPLICATION TO MATRIX-VECTOR MULTIPLICATION.
HAPTR 8 : A PARALLL TWO DIMNSIONAL WAVLT PAKT TRANSFORM AND ITS APPLIATION TO MATRIX-VTOR MULTIPLIATION. ric GOIRAND Mladen Victor WIKRHAUSR Washington University Departent o Matheatics Brookings Drive,
More informationPrincipal Component Analysis Based Fault Detection and Diagnosis of Active Magnetic Bearing System
MIT International Journal of Mechanical Engineering, Vol. 5, No. 1, January 2015, pp. 01-05 1 Principal Coponent Analysis Based Fault Detection and Diagnosis of Active Magnetic Bearing Syste Mohaad Wasee
More informationRobust feedback linearization
Robust eedback linearization Hervé Guillard Henri Bourlès Laboratoire d Automatique des Arts et Métiers CNAM/ENSAM 21 rue Pinel 75013 Paris France {herveguillardhenribourles}@parisensamr Keywords: Nonlinear
More informationPhysics 11 HW #6 Solutions
Physics HW #6 Solutions Chapter 6: Focus On Concepts:,,, Probles: 8, 4, 4, 43, 5, 54, 66, 8, 85 Focus On Concepts 6- (b) Work is positive when the orce has a coponent in the direction o the displaceent.
More informationDECONVOLUTION VERSUS CONVOLUTION A COMPARISON FOR MATERIALS WITH CONCENTRATION GRADIENT
Materials Structure, vol. 7, nuber () 43 DECONVOLUTION VERSUS CONVOLUTION A COMPARISON FOR MATERIALS WITH CONCENTRATION GRADIENT David Raaa Departent o Electronic Structures, Faculty o Matheatics and Physics,
More informationLecture : Feedback Linearization
ecture : Feedbac inearization Niola Misovic, dipl ing and Pro Zoran Vuic June 29 Summary: This document ollows the lectures on eedbac linearization tought at the University o Zagreb, Faculty o Electrical
More informationDamage Detection using Stochastic Subspace Identification
Daage Detection using Stochastic Subspace Identiication S. H. Si 1 and B. F. Spencer, Jr. 2 1 Departent o Civil and Environental Engineering, University o Illinois at Urbana-Chapaign, Urbana, IL 6181,
More information(6) B NN (x, k) = Tp 2 M 1
MMAR 26 12th IEEE International Conference on Methods and Models in Autoation and Robotics 28-31 August 26 Międzyzdroje, Poland Synthesis of Sliding Mode Control of Robot with Neural Networ Model Jaub
More informationRobustness Experiments for a Planar Hopping Control System
To appear in International Conference on Clibing and Walking Robots Septeber 22 Robustness Experients for a Planar Hopping Control Syste Kale Harbick and Gaurav S. Sukhate kale gaurav@robotics.usc.edu
More informationFeedback linearization control of systems with singularities: a ball-beam revisit
Chapter 1 Feedback linearization control o systems with singularities: a ball-beam revisit Fu Zhang The Mathworks, Inc zhang@mathworks.com Benito Fernndez-Rodriguez Department o Mechanical Engineering,
More informationDonald Fussell. October 28, Computer Science Department The University of Texas at Austin. Point Masses and Force Fields.
s Vector Moving s and Coputer Science Departent The University of Texas at Austin October 28, 2014 s Vector Moving s Siple classical dynaics - point asses oved by forces Point asses can odel particles
More information821. Study on analysis method for deepwater TTR coupled vibration of parameter vibration and vortex-induced vibration
81. Study on analysis ethod for deepwater TTR coupled vibration of paraeter vibration and vortex-induced vibration Wu Xue-Min 1, Huang Wei-Ping Shandong Key aboratory of Ocean Engineering, Ocean University
More informationThe dynamic game theory methods applied to ship control with minimum risk of collision
Risk Analysis V: Siulation and Hazard Mitigation 293 The dynaic gae theory ethods applied to ship control with iu risk of collision J. Lisowski Departent of Ship Autoation, Gdynia Maritie University, Poland
More informationA Simulation Study for Practical Control of a Quadrotor
A Siulation Study for Practical Control of a Quadrotor Jeongho Noh* and Yongkyu Song** *Graduate student, Ph.D. progra, ** Ph.D., Professor Departent of Aerospace and Mechanical Engineering, Korea Aerospace
More informationData-Driven Imaging in Anisotropic Media
18 th World Conference on Non destructive Testing, 16- April 1, Durban, South Africa Data-Driven Iaging in Anisotropic Media Arno VOLKER 1 and Alan HUNTER 1 TNO Stieltjesweg 1, 6 AD, Delft, The Netherlands
More informationSliding Mode Control and Feedback Linearization for Non-regular Systems
Sliding Mode Control and Feedback Linearization or Non-regular Systems Fu Zhang Benito R. Fernández Pieter J. Mosterman Timothy Josserand The MathWorks, Inc. Natick, MA, 01760 University o Texas at Austin,
More informationThe Simplex Method is Strongly Polynomial for the Markov Decision Problem with a Fixed Discount Rate
The Siplex Method is Strongly Polynoial for the Markov Decision Proble with a Fixed Discount Rate Yinyu Ye April 20, 2010 Abstract In this note we prove that the classic siplex ethod with the ost-negativereduced-cost
More informationPh 20.3 Numerical Solution of Ordinary Differential Equations
Ph 20.3 Nuerical Solution of Ordinary Differential Equations Due: Week 5 -v20170314- This Assignent So far, your assignents have tried to failiarize you with the hardware and software in the Physics Coputing
More informationDecentralized Adaptive Control of Nonlinear Systems Using Radial Basis Neural Networks
050 IEEE TRANSACTIONS ON AUTOMATIC CONTROL, VOL. 44, NO., NOVEMBER 999 Decentralized Adaptive Control of Nonlinear Systes Using Radial Basis Neural Networks Jeffrey T. Spooner and Kevin M. Passino Abstract
More informationHYBRID FAST ALGORITHM FOR S TRANSFORMS
8th European Signal Processing Conerence (EUSIPCO-) Aalborg Denar August -7 HYBRID FAST ALGORITHM FOR S TRASFORMS Soo-Chang Pei Jian-Jiun Ding Pai-Wei Wag and Wen Fu Wang Departent o Electrical Engineering
More informationA note on the multiplication of sparse matrices
Cent. Eur. J. Cop. Sci. 41) 2014 1-11 DOI: 10.2478/s13537-014-0201-x Central European Journal of Coputer Science A note on the ultiplication of sparse atrices Research Article Keivan Borna 12, Sohrab Aboozarkhani
More informationDesign of 25 KA Current Injection Transformer Core with Finite Element Method
1 Design of 5 KA Current Injection Transforer Core ith Finite Eleent Method HOSSEIN HEYDARI, MOHSEN ARIANNEJAD, FARAMARZ FAGHIHI Iran University of Science and Technology, Tehran, Iran Abstract.Since Current
More informationArchitectural issues in the control of tall multiple-input multiple-output plants
Preprints of the 19th World Congress The International Federation of Autoatic Control Architectural issues in the control of tall ultiple-input ultiple-output plants Pedro Albertos Mario E. Salgado Departent
More informationPhysics 20 Lesson 18 Pulleys and Systems
Physics 20 Lesson 18 Pulleys and Systes I. Pulley and syste probles In this lesson we learn about dynaics probles that involve several asses that are connected and accelerating together. Using the pulley
More informationWall Juggling of one Ball by Robot Manipulator with Visual Servo
Juggling of one Ball by obot Manipulator with Visual Servo Akira Nakashia Yosuke Kobayashi Yoshikazu Hayakawa Mechanical Science and Engineering, Graduate School of Engineering, Nagoya University, Furo-cho,
More informationROBUST FAULT DETECTION AND ISOLATION IN CONSTRAINED NONLINEAR SYSTEMS VIA A SECOND ORDER SLIDING MODE OBSERVER. Wen Chen, Mehrdad Saif 1
Copyright IFAC 5th Triennial World Congress, Barcelona, Spain ROBUST FAULT DETECTION AND ISOLATION IN CONSTRAINED NONLINEAR SYSTEMS VIA A SECOND ORDER SLIDING MODE OBSERVER Wen Chen, Mehrdad Sai School
More informationA Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine. (1900 words)
1 A Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine (1900 words) Contact: Jerry Farlow Dept of Matheatics Univeristy of Maine Orono, ME 04469 Tel (07) 866-3540 Eail: farlow@ath.uaine.edu
More informationPage 1. Physics 131: Lecture 22. SHM and Circles. Today s Agenda. Position. Velocity. Position and Velocity. Acceleration. v Asin.
Physics 3: ecture Today s enda Siple haronic otion Deinition Period and requency Position, velocity, and acceleration Period o a ass on a sprin Vertical sprin Enery and siple haronic otion Enery o a sprin
More informationPseudo Dynamic Model Reference Nonlinear Control of a Continuous Bioreactor with Input Multiplicities
seudo Dynaic Model Reference Nonlinear Control of a Continuous Bioreactor with Input Multiplicities G.rabhaker Reddy*,V. Raesh Kuar and B.Spandana Abstract In the present work, the odel reference nonlinear
More informationIn the session you will be divided into groups and perform four separate experiments:
Mechanics Lab (Civil Engineers) Nae (please print): Tutor (please print): Lab group: Date of lab: Experients In the session you will be divided into groups and perfor four separate experients: (1) air-track
More informationMcGill University. Faculty of Science. Department of Mathematics and Statistics. Part A Examination. Statistics: Methodology Paper
cgill University aculty o Science Departent o atheatics and Statistics Part A Exaination Statistics: ethodology Paper Date: 17th August 2018 Instructions Tie: 1p-5p Answer only two questions ro. I you
More information16.30/31 September 24, 2010 Prof. J. P. How and Prof. E. Frazzoli Due: October 15, 2010 T.A. B. Luders /31 Lab #1
16.30/31 Septeber 24, 2010 Prof. J. P. How and Prof. E. Frazzoli Due: October 15, 2010 T.A. B. Luders 16.30/31 Lab #1 1 Introduction The Quanser helicopter is a echanical device that eulates the flight
More informationKinematics and dynamics, a computational approach
Kineatics and dynaics, a coputational approach We begin the discussion of nuerical approaches to echanics with the definition for the velocity r r ( t t) r ( t) v( t) li li or r( t t) r( t) v( t) t for
More informationAdaptive Controller Design for a Synchronous Generator with Unknown Perturbation in Mechanical Power
308 International Journal of Control Xiaohong Autoation Jiao Yuanzhang and Systes Sun vol and 3 Tielong no (special Shen edition) pp 308-34 June 005 Adaptive Controller Design for a Synchronous Generator
More informationSpine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area
Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular
More informationCONTROL SYSTEMS, ROBOTICS, AND AUTOMATION Vol. IX Uncertainty Models For Robustness Analysis - A. Garulli, A. Tesi and A. Vicino
UNCERTAINTY MODELS FOR ROBUSTNESS ANALYSIS A. Garulli Dipartiento di Ingegneria dell Inforazione, Università di Siena, Italy A. Tesi Dipartiento di Sistei e Inforatica, Università di Firenze, Italy A.
More informationAcoustic Source Localization and Discrimination in Urban Environments
Acoustic Source Localization and Discriination in Urban Environents Manish Kushwaha, Xenoon Koutsouos, Peter Volgyesi and Aos Ledeczi Institute or Sotware Integrated Systes (ISIS) Departent o Electrical
More informationBuckling Behavior of 3D Randomly Oriented CNT Reinforced Nanocomposite Plate
Buckling Behavior o 3D Randoly Oriented CNT Reinorced Nanocoposite Plate A. K. Srivastava 1*, D. Kuar 1* Research scholar, Mechanical Departent, MNIT Jaipur, INDIA, e-ail: ashish.eech@gail.co Asst. Pro.,
More informationMaximum Power Point Tracking Method for PMSG-based Wind Energy Conversion Systems using Torque Observer
International Journal of Applied Engineering Research ISS 0973-4562 Volue 13, uber 13 (2018) pp. 11295-11304 Research India Publications. http://www.ripublication.co Maxiu Power Point Tracking Method for
More information1 Analysis of heat transfer in a single-phase transformer
Assignent -7 Analysis of heat transr in a single-phase transforer The goal of the first assignent is to study the ipleentation of equivalent circuit ethod (ECM) and finite eleent ethod (FEM) for an electroagnetic
More informationFeedback Linearization and Model Reference Adaptive Control of a Magnetic Levitation System
eedback Linearization and Model Reference Adaptive Control of a Magnetic Levitation Syste Luiz H. S. Torres, Leizer Schnitan, Carlos A. V. V. Júnior, J. A. M. elippe de Souza Centro de Capacitação Tecnológica
More informationSystem Design of Quadrotor
Syste Design of Quadrotor Yukai Gong, Weina Mao, Bu Fan, Yi Yang Mar. 29, 2016 A final project of MECHENG 561. Supervised by Prof. Vasudevan. 1 Abstract In this report, an autonoous quadrotor is designed.
More informationFaraday's Law Warm Up
Faraday's Law-1 Faraday's Law War Up 1. Field lines of a peranent agnet For each peranent agnet in the diagra below draw several agnetic field lines (or a agnetic vector field if you prefer) corresponding
More informationNonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy
Storage Capacity and Dynaics of Nononotonic Networks Bruno Crespi a and Ignazio Lazzizzera b a. IRST, I-38050 Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I-38050 Povo (Trento) Italy INFN Gruppo
More informationDepartment of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China
6th International Conference on Machinery, Materials, Environent, Biotechnology and Coputer (MMEBC 06) Solving Multi-Sensor Multi-Target Assignent Proble Based on Copositive Cobat Efficiency and QPSO Algorith
More informationThe use of differential geometry methods for linearization of nonlinear electrical circuits with multiple inputs and multiple outputs (MIMOs)
Electrical Engineering (08) 00:85 84 https://doiorg/0007/s000-08-0746-0 ORIGINAL PAPER The use o dierential geometry methods or linearization o nonlinear electrical circuits with multiple inputs and multiple
More informationSimulation and Analysis of Electromagnetic Transient Characteristics of Controllable Reactor of Transformer Type
Siulation and Analysis of Electroagnetic Transient Characteristics of Controllable eactor of Transforer Type TIAN MINGXING, ZHAO QIANU, YIN JIANNING, LIU YIBIN Autoation and Electrical Engineering Lanzhou
More informationFluctuationlessness Theorem and its Application to Boundary Value Problems of ODEs
Fluctuationlessness Theorem and its Application to Boundary Value Problems o ODEs NEJLA ALTAY İstanbul Technical University Inormatics Institute Maslak, 34469, İstanbul TÜRKİYE TURKEY) nejla@be.itu.edu.tr
More informationCHAPTER 4 TWO STANDARD SHORTCUTS USED TO TRANSFORM ELECTROMAGNETIC EQUATIONS 4.1 THE FREE-PARAMETER METHOD
CHAPTER 4 TWO STANDARD SHORTCUTS USED TO TRANSFORM ELECTROMAGNETIC EQUATIONS The last several chapters have explained how the standard rules for changing units apply to electroagnetic physical quantities.
More informationMAKE SURE TA & TI STAMPS EVERY PAGE BEFORE YOU START
Laboratory Section: Last Revised on Deceber 15, 2014 Partners Naes: Grade: EXPERIMENT 8 Electron Beas 0. Pre-Laboratory Work [2 pts] 1. Nae the 2 forces that are equated in order to derive the charge to
More informationUniform Approximation and Bernstein Polynomials with Coefficients in the Unit Interval
Unifor Approxiation and Bernstein Polynoials with Coefficients in the Unit Interval Weiang Qian and Marc D. Riedel Electrical and Coputer Engineering, University of Minnesota 200 Union St. S.E. Minneapolis,
More informationGeneralized AOR Method for Solving System of Linear Equations. Davod Khojasteh Salkuyeh. Department of Mathematics, University of Mohaghegh Ardabili,
Australian Journal of Basic and Applied Sciences, 5(3): 35-358, 20 ISSN 99-878 Generalized AOR Method for Solving Syste of Linear Equations Davod Khojasteh Salkuyeh Departent of Matheatics, University
More informationObserver-Controller Design and Simulation of a High-Speed MAGLEV Vehicle
Observer-Controller Design and Simulation of a High-Speed AGLEV Vehicle Prof. Shu Guangwei.Sc. Shanghai Institute of Technology, Shanghai, P.R. China Prof. Dr.-Ing. Reinhold eisinger Georg-Simon-Ohm University
More informationh D D x D F x F V h B B x B LV DB RV RS RB LB DS DV frequency (1/min) magnitude of relative gain
199 AIChE Annual Meeting, Noveber 1{1, Los Angeles, CA Paper 19h Partial Relative Gain: A New Tool for Control Structure Selection Kurt E Haggblo Process Control Laboratory Faculty of Cheical Engineering
More information5.1 The derivative or the gradient of a curve. Definition and finding the gradient from first principles
Capter 5: Dierentiation In tis capter, we will study: 51 e derivative or te gradient o a curve Deinition and inding te gradient ro irst principles 5 Forulas or derivatives 5 e equation o te tangent line
More informationHybrid System Theory Based Optimal Control of an Electronic Throttle
Hybrid Syste Theory Based Optial Control of an Electronic Throttle Mato Baotic 1 Mario Vasak, Manfred Morari 1, Nedjeljko Peric Abstract In this paper we show how hybrid syste theory can be used to obtain
More informationCharacter analysis on linear elementary algebra with max-plus operation
Available online at www.worldscientificnews.co WSN 100 (2018) 110-123 EISSN 2392-2192 Character analysis on linear eleentary algebra with ax-plus operation ABSTRACT Kalfin 1, Jufra 2, Nora Muhtar 2, Subiyanto
More informationCondition Monitoring and Fault Detection of Railway Vehicle Suspension using Multiple-Model Approach
Proceedings of the 17th World Congress The International Federation of Autoatic Control Condition Monitoring and Fault Detection of Railway Vehicle Suspension using Multiple-Model Approach Hitoshi Tsunashia
More informationDIRECT TORQUE CONTROL OF INDUCTION MACHINES CONSIDERING THE IRON LOSSES
DIRECT TORQUE CONTROL OF INDUCTION MACHINES CONSIDERING THE IRON LOSSES TRUC PHAM-DINH A thesis subitted in partial fulfilent of the requireents of Liverpool John Moores University for the degree of Doctor
More informationExam 3 Solutions. 1. Which of the following statements is true about the LR circuit shown?
PHY49 Spring 5 Prof. Darin Acosta Prof. Paul Avery April 4, 5 PHY49, Spring 5 Exa Solutions. Which of the following stateents is true about the LR circuit shown? It is (): () Just after the switch is closed
More informationEVALUATION OF THERMAL CONDUCTIVITY IN PITCH- BASED CARBON FIBER REINFORCED PLASTICS
16 TH INTERNATIONA CONFERENCE ON COMPOSITE MATERIAS EVAUATION OF THERMA CONDUCTIVITY IN PITCH- BASED CARBON FIBER REINFORCED PASTICS Shinji Ogihara*, Makoto Yaaguchi**, Takahito Chiba**, Junichi Shiizu****,
More informationc 2013 Society for Industrial and Applied Mathematics
SIAM J. MATRIX ANAL. APPL. Vol. 34, No. 3, pp. 1213 123 c 213 Society or Industrial and Applied Matheatics χ 2 TESTS FOR THE CHOICE OF THE REGULARIZATION PARAMETER IN NONLINEAR INVERSE PROBLEMS J. L. MEAD
More informationCooperative spectrum sensing with secondary user selection for cognitive radio networks over Nakagami-m fading channels
IET Counications Research Article Cooperative spectru sensing with secondary user selection or cognitive radio networks over Nakagai- ading channels ISSN 1751-8628 Received on 14th May 2015 Revised on
More informationSensorless Control of Induction Motor Drive Using SVPWM - MRAS Speed Observer
Journal of Eerging Trends in Engineering and Applied Sciences (JETEAS) 2 (3): 509-513 Journal Scholarlink of Eerging Research Trends Institute in Engineering Journals, 2011 and Applied (ISSN: 2141-7016)
More informationAn Improved Particle Filter with Applications in Ballistic Target Tracking
Sensors & ransducers Vol. 72 Issue 6 June 204 pp. 96-20 Sensors & ransducers 204 by IFSA Publishing S. L. http://www.sensorsportal.co An Iproved Particle Filter with Applications in Ballistic arget racing
More informationTIP TRAJECTORY TRACKING OF FLEXIBLE-JOINT MANIPULATORS
TIP TRAJECTORY TRACKING OF FLEXIBLE-JOINT MANIPULATORS A Thesis Subitted to the College o Graduate Studies and Research In Partial Fulillent o the Requireents For the Degree o Doctor o Philosophy In the
More informationIntelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines
Intelligent Systes: Reasoning and Recognition Jaes L. Crowley osig 1 Winter Seester 2018 Lesson 6 27 February 2018 Outline Perceptrons and Support Vector achines Notation...2 Linear odels...3 Lines, Planes
More informationEffective joint probabilistic data association using maximum a posteriori estimates of target states
Effective joint probabilistic data association using axiu a posteriori estiates of target states 1 Viji Paul Panakkal, 2 Rajbabu Velurugan 1 Central Research Laboratory, Bharat Electronics Ltd., Bangalore,
More informationACCUMULATION OF FLUID FLOW ENERGY BY VIBRATIONS EXCITATION IN SYSTEM WITH TWO DEGREE OF FREEDOM
ENGINEERING FOR RURAL DEVELOPMENT Jelgava, 9.-.5.8. ACCUMULATION OF FLUID FLOW ENERGY BY VIBRATION EXCITATION IN YTEM WITH TWO DEGREE OF FREEDOM Maris Eiduks, Janis Viba, Lauris tals Riga Technical University,
More informationAnalysis and Implementation of a Hardware-in-the-Loop Simulation
DINAME 27 - Proceedings of the XVII International Syposiu on Dynaic Probles of Mechanics A. T. Fleury, D. A. Rade, P. R. G. Kurka (Editors), ABCM, São Sebastião, SP, Brail, March 5-, 27 Analysis and Ipleentation
More informationA Study on the Dynamic Behavior of Wheel-Type Train Propelled by Superconducting Linear Synchronous Motor
Modern Mechanical Engineering, 4, 4, 44-53 Published Online August 4 in SciRes. http://www.scirp.org/journal/e http://dx.doi.org/.436/e.4.434 A Study on the Dynaic Behavior of Wheel-Type Train Propelled
More information