Imbalance Estimation for Speed-Varying Rigid Rotors Using Time-Varying Observer

Size: px
Start display at page:

Download "Imbalance Estimation for Speed-Varying Rigid Rotors Using Time-Varying Observer"

Transcription

1 Shiyu Zhou e-ail: Jianjun Shi 1 e-ail: shihang@uich.edu Departent of Industrial and Operations Engineering, The University of Michigan, Ann Arbor, MI Ibalance Estiation for Speed-Varying Rigid Rotors Using Tie-Varying Observer Rigid rotor dynaic odel is widely used to odel rotating achinery. In this paper, a speed-varying transient rigid rotor odel is developed in the state space for. The states of this odel are augented to include ibalance forces and oents. A tie-varying observer can then be designed for the augented syste by using canonical transforation. After obtaining an estiation of the ibalance forces and oents as the states of the augented syste, the estiated ibalance can be directly calculated. This estiation ethod can be used in the active vibration control or active balancing schees for a rigid rotor. DOI: / Introduction Rotating achines, including achining tools, industrial turboachinery, and aircraft gas turbine engines, are coonly used in industry. Vibration caused by ass ibalance is an iportant factor liiting the perforance and fatigue life of a rotating syste. There are two ajor categories of control ethods for the suppression of excessive ibalance-induced vibration. The first category is balancing. This ethod tries to eliinate the rotor ibalance. Off-line balancing ethods Wowk 1 are widely used in practice, but they are usually tie-consuing and cannot be used if the distribution of ibalance changes during operation. Soe researchers Gosiewski 2,3, Van De Vegte and Lake 4, VanDe Vegte 5 tried to use soe kind of ass redistribution device to actively balance the rotating systes during operation. The ethod directly suppresses the ibalance-induced vibration or the force transitted to the base by using lateral force actuators such as agnetic bearings Knospe et al. 6, Lu et al. 7, Herzog et al. 8. All of the above research concentrated on the constant spin-speed case: the so-called steady-state case. Because of this constant spin-speed assuption, the influence coefficient ethod is used to odel the rotor syste. The whole rotor dynaics are luped into constants: the influence coefficients. The ibalance is ebedded in the influence coefficients. The estiation of the ibalance, which is very iportant in both the balancing and active vibration control schees, is fulfilled by the estiation of influence coefficients. An alternative way to estiate the syste ibalance is provided by Reinig and Desrochers 9 and Zhu et al. 10. In their ethods, the states of the rotor dynaic syste are augented to include the ibalance forces. An observer is then used to estiate the augented states set. Again, their ethods only deal with the constant spin-speed case. Hence, the enlarged syste is a tie invariant linear syste. The traditional Luenberger observer Luenberger 11 can be used to estiate the ibalance forces. Besides the constant rotating speed case, the ibalance vibration control needs to be copleted during speed-varying transient tie to save tie and iprove perforance in soe other cases. For exaple, a achining tool needs to be engaged in cutting as soon as the spindle goes into steady state in high-speed achining. The vibration control has to be active during the acceleration period to reduce the effect on the cutting cycle tie. Although 1 Author to who all correspondence should be addressed. Contributed by the Dynaic Systes and Control Division for publication in the JOURNAL OF DYNAMIC SYSTEMS, MEASUREMENT, AND CONTROL. Manuscript received by the Dynaic Systes and Control Division Deceber 12, Associate Editor: S. Fassois. several researchers Knospe et al. 12 have pointed out how to conduct ibalance vibration control during the startup through the critical speed, their basic ethod is to interpolate the influence coefficients between different speeds. This is a quasi-steady strategy because the requireent of a steady-state response is inherited in the influence coefficient ethod. Very little research work has been reported on the balancing and active control for the rotor syste with fast acceleration and low daping ratio. Zhou and Shi 13 found an analytical expression of the ibalanceinduced vibration of a rotor syste during acceleration. Fro this analytical expression, a significant suddenly occurring free vibration coponent can be found in the ibalance-induced vibration if the acceleration is high and the daping is low. The quasisteady-state assuption does not hold under these conditions. Zhou and Shi 14 also proposed a real-tie active balancing schee for fast acceleration case. That schee is based on the least squares estiation of the syste ibalance of the rotor syste. In that schee, a ass redistribution active balancing device is required to excite the syste dynaics and hence ake the estiation converge fast. In this paper, a tie-varying observer is developed to estiate the ibalance force and the ibalance itself of a rigid rotor syste during acceleration. This forulation does not require steadystate response because the rotor is odeled by dynaic differential equations. Moreover, this forulation assues that the dynaic paraeters of rotor syste are known and hence no extra excitation is required. This result can be used in both active balancing and direct vibration control schees for rigid rotors. This paper consists of five sections. In Section 2, a speedvarying transient dynaic odel of a rigid rotor will be presented. It is forulated in a for suitable for ibalance force estiation. This dynaic odel is a tie-varying linear odel due to the gyroscopic effect and the inclusion of the ibalance forces in the states. The tie-varying observer design proble is addressed in Section 3. Section 4 gives soe siulation results to show the effectiveness of this ibalance estiation schee. Conclusions are given in the last section. 2 Speed Varying Dynaic Model of Rigid Rotors The dynaics of rigid rotor are very iportant because the rigid rotor odel has been the odel used for any practical rotors. The geoetric setup is shown in Fig. 1. The basic assuptions used in the odeling procedure are: a The rotor is rigid with circular cross section and the ibalance is represented as a concentrated ass on the shaft. Any static and dynaic ibalance can be represented by the ass and the position of this concentrated ibalance. Journal of Dynaic Systes, Measureent, and Control DECEMBER 2001, Vol. 123 Õ 637 Copyright 2001 by ASME

2 Fig. 1 The geoetric setup of rigid rotor odel b The bearings are odeled as a set of linear springs and dapers in two orthogonal directions with the sae spring rates and daping coefficients. The bearings locate at each end of the shaft and the ass center of the rotor is located at the idpoint between the two bearings. This assuption siplifies the dynaic odel because the translational otion and the conical otion of the rotor are uncoupled under this assuption. The translational otion in the two orthogonal directions X and Z is also uncoupled under this assuption. This siplified rigid rotor odel is used in the following derivation, but the extension to a ore general rigid rotor odel is quite straightforward. c The angular acceleration of the rotational otion is assued a known constant. The linear acceleration speed profile is coon for achining spindles. We also assue that the rotating angle, speed, and acceleration are known. They can be easily easured by attaching an encoder to the spindle. d The lateral vibration otions are assued sall to siplify the dynaics. Two coordinate systes are used in the derivation: the bodyfixed coordinate oxyz and the inertial coordinate OXYZ. The body-fixed y-axis is the rotating axis of the shaft and x- and z- axes are defined by the other two principal inertia axes of the rotor. The origin of xyz is selected as the geoetric center of the shaft. The XYZ coordinate syste is the stationary coordinate and coincides with the xyz coordinate syste when the body is at rest. The elastic and daping forces provided by the bearings are F k 2k R X R Z T, M k kl 2 /2 T /2 F c 2c Ṙ X Ṙ Z T, M c cl 2 /2 T /2. (1) The equation of otion can be obtained by using Newton s law for a rigid body It cl2 /2 kl2 /2 I 2 p I p ud sin cos uy cl 2 /2 kl 2 /2 I p I p u d 2 cos sin u y. (2) R X 2cṘ X 2kR X u d sin 2 cos R Z 2cṘ Z 2kR Z u d 2 sin cos Using the substitution of u x d cos and u z d sin and rewriting Eq. 2 into state space for, we can get the state space odel for rigid rotor, (3) where f 1 cos 2 sin, f 2 sin 2 cos, are known functions of tie. Observing that f 2 and f 1 are the real and iaginary parts of a coplex nuber F ( 2 i )e i actually, F d 2 (e i )/ dt 2 and d F 0 1 dt Ḟ 3i i F, (4) Ḟ we can augent the state space odel and ake the ibalance force be states. In fact, 638 Õ Vol. 123, DECEMBER 2001 Transactions of the ASME

3 uuz u u x u u x u y u u y u z u u x u u z u u y u z u u x u y f 1 f 2 Re uu x I uu x Re uu y u z I uu y u z uu z uu z uu x u y uu x u y F i F i i F i F 1 I F 1 Re F (5) Re F 2 I F 2. Re and I denote the real and iaginary part of a coplex nuber. F 1 and F 2 are F ultiplied by coplex constants as defined in Eq. 5. It is obvious that F 1 and F 2 also satisfy Eq. 4. Equation 4 can be rewritten in real doain as where f r and f i are the real and iaginary part of F. Cobining Eq. 3 through Eq. 6, the augented state space odel of the rigid rotor is d x A t Y1 Y2 0 A 1 t 0 dt 0 0 A 1 t x, y R X R Z T where x R X R Z Ṙ X Ṙ Z f 1r f 1i ḟ 1r ḟ 1i f 2r f 2i ḟ 2r ḟ 2i T, f 1r, f 1i and f 2r, f 2i are the real and iaginary part of F 1 and F 2, respectively. A(t) and A 1 (t) are the atrices shown in Eq. 3 and Eq. 6. Y 1 and Y 2 are defined as Y Y Rearks: The syste ibalance u, u x, u y, and u z are not shown explicitly in Eq. 7. They are iplicitly included in the odel as the initial conditions of f 1r f 1i f 2r f 2i. Since this paper concentrates on the ibalance estiation proble, the control input either lateral forces or balancerinduced forces is not included in the odel. It is straightforward to include these forces. The output of the odel is the displaceent of the ass center and the swinging angle of the rotor about X and Z direction. (6) (7) Since the rotor is rigid, these can be obtained by easuring the otion of any two non-coplanar points on the rotor. The odel is a linear tie variant odel because the rotating speed is included in the dynaic atrices A and A 1. Using this augented odel, the ibalance estiation proble is transfored to a state estiation proble. A linear observer can give the estiation of states fro incoplete states easureents. 3 Tie Varying Observer Design It is well known that the states of a tie-invariant linear syste can be reconstructed by a linear tie-invariant observer. An enorous body of literature has been published on this topic. An excellent review can be found in O Reilly 15. Copared to the tie-invariant observers, relatively few papers Wolovich 16, Yuksel and Bongiorno 17, Nguyen and Lee 18, Shafai and Carroll 19 deal with observers for tie-varying systes, such as the dynaic syste of Eq. 7. In this paper, the design of tie varying observers follows the basic steps in Nguyen and Lee 18. The essential results of their work are that: 1 a linear tievarying syste can be transfored into an observability canonical for under certain conditions; 2 the states of the canonical syste can be estiated by a full order observer; 3 the states of the original syste can be calculated fro the output of the full order observer. A brief review of these results is listed as follows. The tie varying syste is represented by the state space odel ẋ t A t x t B t u t, (8) y t C t x t where x(t), u(t), and y(t) are (n 1), (p 1), and (q 1) vectors and A(t), B(t), and C(t) are atrices with appropriate diensions. For this syste, a full-order observer can be in the for xˆ t F t xˆ t G t y t H t u t. (9) This observer is an asyptotic identity state observer for syste Eq. 8 if H t B t and F A t G t C t (10) F here is a constant atrix with stable eigenvalues. This result can be clearly seen by substituting Eqs. 8 and 10 into Eq. 9, which yields xˆ ẋ F xˆ x. (11) The convergence rate of the observer depends on the eigenvalues of atrix F. Given a general A(t), C(t), and the predeterined eigenvalues of F, it is difficult to find G(t). However, the procedure to find G(t) for an observability canonical for is siple. Under certain conditions, the syste Eq. 8 can be transfored into an observability for Eq. 12 by a Lyapunov transforation. x t Ā t x t B t u t (12) y t C t x t where Ā(t) and C (t) are in the fors where A12 A1q A 21 A 22 A 2q Ā t A11 ] ] ] A q1 A q2 A qq, A ii X ni 1 I ni ni 1, Journal of Dynaic Systes, Measureent, and Control DECEMBER 2001, Vol. 123 Õ 639

4 A ij X ni 10 ni n j 1 for i, j 1,2,...,q and i j, n i and n j are the observability indices associated with the ith and jth row of C(t) atrix, I j is j j identity atrix, 0 i j is i j zero atrix, F12 F1q F 21 F 22 F 2q F F11 ] ] ] F q1 F q2 F qq, where (14) i,0 i,1 F ii... ] 0 1 ni 1, i,ni 1 Ini 1 X represents a nonzero nuber. Nguyen and Lee 10 provide a siple ethod to find Ḡ(t) that satisfies F Ā(t) Ḡ(t)C (t), where F is in observability canonical for with desired eigenvalues. More clearly, F is in the for 0 F 1... (13) ] 0 1 n 1. n 1 In 1 After obtaining the Ḡ(t) atrix, we can get an asyptotic fullorder observer for syste 12. Since Lyapunov transforation is a nonsingular transforation, it is straightforward to estiate the states of the original syste 8 if the estiations of x (t) are available. Soe other observer design issues are not addressed in Nguyen and Lee 18. The first one is the selection of the observer eigenvalues. The decay rate of the observer error is deterined by the eigenvalues of the error dynaic atrix F. Theoretically, we can pick eigenvalues at the far left of the coplex plane for F to ake the observer outputs converge to the true states very fast. However, fast observer poles ay enlarge the effects of sensor noise. The selection of the eigenvalues is a coproise between the fast response speed and good noise soothing capability. Besides the decaying rate, another concern in the observer design is the transient perforance. Noticing the error dynaic equation Eq. 11, the overall error response of the observer is deterined by the F atrix including both the eigenvalues and the structure of F. A large transient error will take ore tie to die out if other conditions are the sae. Moreover, very large transient error could cause nuerical probles in the observer. Hence, sall transient error of the observer is desired. The transient perforance of the observer can be predicted by the fact stated in Chen 20 : For a copanion for dynaic atrix of order n, if all its eigenvalues are distinct, the largest agnitude in transient. is roughly proportional to ( ax ) n 1, where ax is the agnitude of the largest eigenvalue. Hence, in order to have a sall transient error, the order of the largest copanionfor block in the error dynaic atrix F should be kept as sall as possible. For a low diensional dynaic syste, the transient perforance of the observer using the F atrix in Eq. 13 is satisfactory. But for a high diensional dynaic syste, such as the augented rigid rotor odel with diension 16, the transient response of the observer will be too large. For exaple, if the largest agnitude of the eigenvalues of F is 10, then the largest transient response agnitude will be close to the order To deal with this proble, we can break the atrix F into sall copanion-for block atrix. The diension of each block is deterined by the corresponding observability index. The new atrix F has the siilar structure of the Ā(t), F ij 0 ni n j, for i, j 1,2,...,q and i j. The s in Eq. 14 are deterined by the desired eigenvalues. Actually, they are the coefficients of the characteristic equation of each copanion for blocks. To design a full order observer for F, we need to solve the atrix equation Ḡ t C t Ā t F t (15) for Ḡ(t). If all-zero coluns are eliinated fro both left and right sides of Eq. 15 by noting the special structure of F, Ā(t), and C (t), Eq. 15 changes to Ḡ n q t C q q t D n q, (16) where the coluns of D consist of the nonzero coluns of Ā(t) F (t) and the coluns of C consists of the nonzero coluns of C (t). It is clear that C is nonsingular. Equation 16 can be solved by Ḡ t D t C 1 t. (17) The design procedures are suarized as follows: 1 Transfor the original state space odel 8 into observability canonical for 12 by a Lyapunov transforation x(t) P(t)x (t), where P(t) is a nonsingular atrix. 2 Select n distinct desired eigenvalues for the estiator. 3 Group these n values into q groups. Each group has n i (i 1...q) eleents. n i is the observability index of the ith subsyste. Fro these q groups of eigenvalues, get q groups of i,0..ni 1. 4 Obtain F in Eq Obtain Ḡ(t) by the forula of Eq Use the full-order estiator 9 to estiate the states of 12, where F(t) F, H(t) B (t), and G(t) Ḡ(t). 7 Denoting the estiation in step 6 as x ˆ, the estiation of the original syste is xˆ P(t)xR. The rigid rotor syste 7 can be transfored into an observability copanion for. This is confired by the nuerical exaple in Section 4 and also can be easily checked analytically by substituting A(t) and C(t) atrices in 7 into the checking conditions Nguyen and Lee 18. Following the above procedures, we can design a tie-varying observer for the rigid rotor whose estiation error will go to zero asyptotically while the transient perforance is satisfactory. The estiation of ibalance force can be obtained by this observer. Fro the ibalance force estiation, the estiated ibalance itself can be obtained by direct algebraic calculation. If we denote 1 u u z /, 2 u u x /, 3 u u x u y /, 4 u u y u z /, this ethod can be forulized as follows: r f 1 fˆ 1i 3 4 f fˆ (18) 2 fˆ 2r 4 fˆ 2i, 640 Õ Vol. 123, DECEMBER 2001 Transactions of the ASME

5 where f 1 and f 2 are the sae as in Eq. 3, and fˆ 1r fˆ 1i fˆ 2r fˆ 2i T are the estiated ibalance force or oent. Equation 18 can be transfored into f 1 f f 2 f f 1 f f 2 f 1 1 fˆ 1r fˆ 1i (19) fˆ 2r fˆ 2i. f Since the absolute deterinant of 1 f 2 f 2 f is ( 4 2), which is always nonzero, we do not need to worry about the singularities of the calculation during acceleration. The advantage of this ethod is its siplicity. The disadvantage is that the effect of noise on the estiation will be presented in the ibalance estiation directly. The siulation result is presented in the next section to illustrate the above procedures and ethods. 4 Siulation The siulation is done with the paraeters L 0.5, r 0.1, k N/, c 1000 Ns/, u 0.5 kg, u x u y u z 0.08,0.2,0.05 in the body-fixed coordinate syste, and 100 rad s 2. Following the tie-varying observer design procedures, we first obtain the Lyapunov transforation atrix P(t). Then, the equivalent observability canonical for of syste Eq. 7 can be obtained. In this siulation, the four groups of eigenvalues of the F atrix are selected as , , , and The Ḡ(t) atrix can be obtained by using the forula Eq. 17. All these atrices are listed in the Appendix. The original syste Eq. 7 and the observer dynaic syste in step 6 are solved by the Runge-Kutta ethod. The ibalanceinduced translational and conical swinging otions are shown in Fig. 2. Figure 2 a shows the resonant peak of the translational otion is reached at about 400 rad s 1 and Fig. 2 b shows the resonant peak of the conical otion is reached at about 700 rad s 1. The initial states of the observer are all zeros. The output of the observer dynaic syste is ultiplied by P(t) to get the state estiation of the original syste. The error of the ibalance force estiation is shown in Fig. 3. As stated in Section 3, the response of the observer is deterined by the eigenvalues of F and the transient response agnitude. Since the eigenvalues of F are far fro the iaginary axis, the decay rate of the estiation error is high. The transient agnitude is also satisfactory because the block canonical structure is selected for F atrix. Therefore, the Fig. 4 Fig. 3 The observer error The ibalance estiation by solving algebraic equation observer error converges to zero well before the rotating speed hits the critical speeds. This property is desired for active balancing purpose. Fro the ibalance force estiation, the syste ibalance can be estiated using direct algebraic calculation Eq. 19. The ibalance estiation results are shown in Fig. 4. The true values of the ibalance paraeters are shown by dashed lines in Fig. 4. The result shows that the ibalance estiation converges to the true value quickly. Fig. 2 The ibalance-induced vibration of rigid rotor 5 Conclusions This paper presents a new ethod of the ibalance estiation for the rigid rotor during acceleration. The acceleration will excite the dynaics of the rotor. Therefore, the static ethod such as the influence coefficient ethod cannot be used in this case. By viewing the ibalance forces and oents as outputs of a dynaic syste, we can augent the states of the rigid rotor odel to include the ibalance forces and oents. The resulting syste is an autonoous tie-varying linear syste. Under the assuption that the displaceent and the swinging angle of the rigid rotor can be easured, a tie-varying observer can be designed by canonical transforation of the original syste. Transient perforance of the observer is iproved and the upper bound of the agnitude is deterined in this paper by selecting a special structure of the estiation error dynaic atrix. The siulation results show that the estiation error converges to zero quickly and the transient estiation error is kept sall. This estiation ethod can be used in active vibration control or active balancing schees for rigid rotor. Journal of Dynaic Systes, Measureent, and Control DECEMBER 2001, Vol. 123 Õ 641

6 This paper concentrates on the ibalance estiation issues. References and Discussions on other issues of real-tie active balancing of rotating achinery, such as the rotor dynaic odeling, analysis, and control, actuator and sensor layout, etc, can be found in Zhou and Shi 22. Acknowledgents This work was supported by BalaDyne Corporation and the U.S. Departent of Coerce, National Institute of Standards and Technology, Advanced Technology Progra, Cooperative Agreeent Nuber 70NANB7H3029. Noenclature I p, the polar, and the diaetric oents of inertia of the rotor L the length of the rotor OXYZ the stationary coordinate syste R X, R Z the displaceents of the ass center of the rotor in X and Z directions Ṙ X, Ṙ Z the velocities of the ass center of the rotor in X and Z directions R X, R Z the accelerations of the ass center of the rotor in X and Z directions d, the agnitude and angle of the ibalance vector as shown in Fig. 1. u, u x, u y, u z the ass and the position of the ibalance in body-fixed coordinate xyz the ass of the rotor c, k the viscous daping coefficient and the spring rate of the bearings oxyz the body-fixed coordinate syste,, the rotating angle, speed, and acceleration of the rotor, Euler angles to describe the orientation of the body-fixed coordinate in the stationary coordinate.,, fors a body Euler angle set Kane 21 Appendix The explicit expressions of the atrices used in the nuerical study are listed as follows. P t l t t t t t t t t t t t t t t t t t t t t t t t t t t t t C t Ā t l t t t t t t t t t t t t t t t t Õ Vol. 123, DECEMBER 2001 Transactions of the ASME

7 F l Ḡ t l t t t t t t t t t t t t t t t 2100t References 1 Wowk, V., 1995, Machinery Vibration: Balancing, McGraw-Hill, New York. 2 Gosiewski, Z., 1985, Autoatic Balancing of Flexible Rotors, Part 1: Theoretical Background, J. Sound Vib., 100, No. 4, pp Gosiewski, Z., 1987, Autoatic Balancing of Flexible Rotors, Part 2: Synthesis of Syste, J. Sound Vib., 114, No. 1, pp Van De Vegte, J., and Lake, R. T., 1978, Balancing of Rotating Systes During Operation, J. Sound Vib., 57, No. 2, pp Van De Vegte, J., 1981, Balancing of Flexible Rotors During Operation, J. Mech. Eng. Sci., 23, No. 5, pp Knospe, C. R., Hope, R. W., Fedigan, S. J., and Willias, R. D., 1995, Experients in the Control of Ibalance Response Using Magnetic Bearings, Mechanics, 5, No. 4, pp Lu, K. Y., Coppola, V. T., and Bernstein, D. S., 1996, Adaptive Autocentering Control for an Active Magnetic Bearing Supporting a Rotor with Unknown Mass Ibalance, IEEE Trans. Control. Syst. Technol., 4, No. 5, Sept., pp Herzog, R., Buhler, P., Gahler, C., and Larsonneur, R., 1996, Ibalance Copensation Using Generalized Notch Filters in the Multivariable Feedback of Magnetic Bearings, IEEE Control. Syst. Technol., 4, No. 5, Sept., pp Reinig, K. D., and Desrochers, A. A., 1986, Disturbance Accoodating Controllers for Rotating Mechanical Systes, ASME J. Dyn. Syst., Meas., Control, 108, Mar., pp Zhu, W., Castelazo, I., and Nelson, H. D., 1989, An Active Optial Control Strategy of Rotor Vibrations Using External Forces, ASME Design Technical Conference-12th Biennial Conference on Mechanical Vibration and Noise Montreal, Que, Can Luenberger, D. G., 1966, Observers for ultivariable systes, IEEE Trans. Auto. Control, AC-11, Apr., pp Knospe, C. R., Taer, S. M., and Fittro, R., 1997, Rotor Synchronous Response Control: Approaches for Addressing Speed Dependence, J. Vib. Control, 3, No. 4, pp Zhou, S., and Shi, J., 2001, The Analytical Unbalance Response of Jeffcott Rotor During Acceleration, ASME J. Manuf. Sci. Eng., 123, No. 2, pp Zhou, S., and Shi, J., 2000, Supervisory Adaptive Balancing Of Rigid Rotors During Acceleration, Transactions of NAMRI/SME, XXVII, pp O Reilly, J., 1983, Observers for Linear Systes, Acadeic Press, New York. 16 Wolovich, W. A., 1968, On the stabilization of controllable systes, IEEE Journal of Dynaic Systes, Measureent, and Control DECEMBER 2001, Vol. 123 Õ 643

8 Trans. Auto. Control, AC-13, pp Yuksel, Y. O., and Bongiorno, J. J., 1971, Observers for Linear Multivariable Systes with Applications, IEEE Trans. Auto. Control, AC-16, No. 6, pp Nguyen, C., and Lee, T. N., 1985, Design of a State Estiator for a Class of Tie-Varying Multivariable Systes, IEEE Trans. Auto. Control, AC-30, No. 2, Feb., pp Shafai, B., and Carroll, R. L., 1986, Minial-Order Observer Designs for Linear Tie-Varying Multivariable Systes, IEEE Trans. Auto. Control, AC-31, No. 8, Aug., pp Chen, C. T., 1984, Linear Syste Theory and Design, Holt, Rinehart and Winston, New York. 21 Kane, T. R., 1983, Spacecraft Dynaics, McGraw-Hill, New York. 22 Zhou, S., and Shi, J., 2001, Active Balancing and Vibration Control of Rotating Machinery: A Survey, The Shock and Vibration Digest, Sept., 33, No. 5, pp Õ Vol. 123, DECEMBER 2001 Transactions of the ASME

Chapter 1: Basics of Vibrations for Simple Mechanical Systems

Chapter 1: Basics of Vibrations for Simple Mechanical Systems Chapter 1: Basics of Vibrations for Siple Mechanical Systes Introduction: The fundaentals of Sound and Vibrations are part of the broader field of echanics, with strong connections to classical echanics,

More information

Feature Extraction Techniques

Feature Extraction Techniques Feature Extraction Techniques Unsupervised Learning II Feature Extraction Unsupervised ethods can also be used to find features which can be useful for categorization. There are unsupervised ethods that

More information

Lecture #8-3 Oscillations, Simple Harmonic Motion

Lecture #8-3 Oscillations, Simple Harmonic Motion Lecture #8-3 Oscillations Siple Haronic Motion So far we have considered two basic types of otion: translation and rotation. But these are not the only two types of otion we can observe in every day life.

More information

Using a De-Convolution Window for Operating Modal Analysis

Using a De-Convolution Window for Operating Modal Analysis Using a De-Convolution Window for Operating Modal Analysis Brian Schwarz Vibrant Technology, Inc. Scotts Valley, CA Mark Richardson Vibrant Technology, Inc. Scotts Valley, CA Abstract Operating Modal Analysis

More information

NUMERICAL MODELLING OF THE TYRE/ROAD CONTACT

NUMERICAL MODELLING OF THE TYRE/ROAD CONTACT NUMERICAL MODELLING OF THE TYRE/ROAD CONTACT PACS REFERENCE: 43.5.LJ Krister Larsson Departent of Applied Acoustics Chalers University of Technology SE-412 96 Sweden Tel: +46 ()31 772 22 Fax: +46 ()31

More information

Chapter 2: Introduction to Damping in Free and Forced Vibrations

Chapter 2: Introduction to Damping in Free and Forced Vibrations Chapter 2: Introduction to Daping in Free and Forced Vibrations This chapter ainly deals with the effect of daping in two conditions like free and forced excitation of echanical systes. Daping plays an

More information

Ufuk Demirci* and Feza Kerestecioglu**

Ufuk Demirci* and Feza Kerestecioglu** 1 INDIRECT ADAPTIVE CONTROL OF MISSILES Ufuk Deirci* and Feza Kerestecioglu** *Turkish Navy Guided Missile Test Station, Beykoz, Istanbul, TURKEY **Departent of Electrical and Electronics Engineering,

More information

Reducing Vibration and Providing Robustness with Multi-Input Shapers

Reducing Vibration and Providing Robustness with Multi-Input Shapers 29 Aerican Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June -2, 29 WeA6.4 Reducing Vibration and Providing Robustness with Multi-Input Shapers Joshua Vaughan and Willia Singhose Abstract

More information

EE5900 Spring Lecture 4 IC interconnect modeling methods Zhuo Feng

EE5900 Spring Lecture 4 IC interconnect modeling methods Zhuo Feng EE59 Spring Parallel LSI AD Algoriths Lecture I interconnect odeling ethods Zhuo Feng. Z. Feng MTU EE59 So far we ve considered only tie doain analyses We ll soon see that it is soeties preferable to odel

More information

Decentralized Adaptive Control of Nonlinear Systems Using Radial Basis Neural Networks

Decentralized 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 information

International Journal of Scientific & Engineering Research, Volume 5, Issue 7, July-2014 ISSN IJSER

International Journal of Scientific & Engineering Research, Volume 5, Issue 7, July-2014 ISSN IJSER International Journal of Scientific & Engineering Research, Volue 5, Issue 7, July-4 ISSN 9-558 74 Advanced Dynaics & Control Lab Dept. of Mech Engg. CET, Kerala, India rajanakash@gail.co Dept. of Mech

More information

Department of Physics Preliminary Exam January 3 6, 2006

Department of Physics Preliminary Exam January 3 6, 2006 Departent of Physics Preliinary Exa January 3 6, 2006 Day 1: Classical Mechanics Tuesday, January 3, 2006 9:00 a.. 12:00 p.. Instructions: 1. Write the answer to each question on a separate sheet of paper.

More information

SEISMIC FRAGILITY ANALYSIS

SEISMIC FRAGILITY ANALYSIS 9 th ASCE Specialty Conference on Probabilistic Mechanics and Structural Reliability PMC24 SEISMIC FRAGILITY ANALYSIS C. Kafali, Student M. ASCE Cornell University, Ithaca, NY 483 ck22@cornell.edu M. Grigoriu,

More information

Dynamic analysis of frames with viscoelastic dampers: a comparison of damper models

Dynamic analysis of frames with viscoelastic dampers: a comparison of damper models Structural Engineering and Mechanics, Vol. 41, No. 1 (2012) 113-137 113 Dynaic analysis of fraes with viscoelastic dapers: a coparison of daper odels R. Lewandowski*, A. Bartkowiak a and H. Maciejewski

More information

ma x = -bv x + F rod.

ma x = -bv x + F rod. Notes on Dynaical Systes Dynaics is the study of change. The priary ingredients of a dynaical syste are its state and its rule of change (also soeties called the dynaic). Dynaical systes can be continuous

More information

ACTIVE VIBRATION CONTROL FOR STRUCTURE HAVING NON- LINEAR BEHAVIOR UNDER EARTHQUAKE EXCITATION

ACTIVE VIBRATION CONTROL FOR STRUCTURE HAVING NON- LINEAR BEHAVIOR UNDER EARTHQUAKE EXCITATION International onference on Earthquae Engineering and Disaster itigation, Jaarta, April 14-15, 8 ATIVE VIBRATION ONTROL FOR TRUTURE HAVING NON- LINEAR BEHAVIOR UNDER EARTHQUAE EXITATION Herlien D. etio

More information

Extended Application Of Time-Varying Observer For Rigid Rotors Unbalance Estimation During Acceleration

Extended Application Of Time-Varying Observer For Rigid Rotors Unbalance Estimation During Acceleration MATEC Web of Conferences 67, 5 (8) IC4M & ICDES 8 https://doi.org/.5/matecconf/8675 Extended Application Of Time-Varying Observer For Rigid Rotors Unbalance Estimation During Acceleration Xunxing Yu,a,

More information

Introduction to Robotics (CS223A) (Winter 2006/2007) Homework #5 solutions

Introduction to Robotics (CS223A) (Winter 2006/2007) Homework #5 solutions Introduction to Robotics (CS3A) Handout (Winter 6/7) Hoework #5 solutions. (a) Derive a forula that transfors an inertia tensor given in soe frae {C} into a new frae {A}. The frae {A} can differ fro frae

More information

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair Proceedings of the 6th SEAS International Conference on Siulation, Modelling and Optiization, Lisbon, Portugal, Septeber -4, 006 0 A Siplified Analytical Approach for Efficiency Evaluation of the eaving

More information

System Design of Quadrotor

System 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 information

CONTROL SYSTEMS, ROBOTICS, AND AUTOMATION Vol. IX Uncertainty Models For Robustness Analysis - A. Garulli, A. Tesi and A. Vicino

CONTROL 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 information

Chapter 11: Vibration Isolation of the Source [Part I]

Chapter 11: Vibration Isolation of the Source [Part I] Chapter : Vibration Isolation of the Source [Part I] Eaple 3.4 Consider the achine arrangeent illustrated in figure 3.. An electric otor is elastically ounted, by way of identical isolators, to a - thick

More information

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical

More information

Adaptive Controller Design for a Synchronous Generator with Unknown Perturbation in Mechanical Power

Adaptive 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 information

Analysis of ground vibration transmission in high precision equipment by Frequency Based Substructuring

Analysis of ground vibration transmission in high precision equipment by Frequency Based Substructuring Analysis of ground vibration transission in high precision equipent by Frequency Based Substructuring G. van Schothorst 1, M.A. Boogaard 2, G.W. van der Poel 1, D.J. Rixen 2 1 Philips Innovation Services,

More information

m in an ASME Journal. Authorization to photocopy material for internal or personal use under circumstance not

m in an ASME Journal. Authorization to photocopy material for internal or personal use under circumstance not THE AMERICAN SOCIETY OF MECHANICAL ENGINEERS 345 E. 47th St, New York, N.Y. 10017 SThe Society shall not be responsible for stateents or opinions advanced in papers or discussion at eetings of the Society

More information

2.003 Engineering Dynamics Problem Set 2 Solutions

2.003 Engineering Dynamics Problem Set 2 Solutions .003 Engineering Dynaics Proble Set Solutions This proble set is priarily eant to give the student practice in describing otion. This is the subject of kineatics. It is strongly recoended that you study

More information

Course support: Control Engineering (TBKRT05E)

Course support: Control Engineering (TBKRT05E) Course Support This course support package is offered to you by TBV Lugus, the study association for Industrial Engineering and Manageent. Although this package is coposed with great care, the association

More information

The Fundamental Basis Theorem of Geometry from an algebraic point of view

The Fundamental Basis Theorem of Geometry from an algebraic point of view Journal of Physics: Conference Series PAPER OPEN ACCESS The Fundaental Basis Theore of Geoetry fro an algebraic point of view To cite this article: U Bekbaev 2017 J Phys: Conf Ser 819 012013 View the article

More information

The Distribution of the Covariance Matrix for a Subset of Elliptical Distributions with Extension to Two Kurtosis Parameters

The Distribution of the Covariance Matrix for a Subset of Elliptical Distributions with Extension to Two Kurtosis Parameters journal of ultivariate analysis 58, 96106 (1996) article no. 0041 The Distribution of the Covariance Matrix for a Subset of Elliptical Distributions with Extension to Two Kurtosis Paraeters H. S. Steyn

More information

Applying Experienced Self-Tuning PID Controllers to Position Control of Slider Crank Mechanisms

Applying Experienced Self-Tuning PID Controllers to Position Control of Slider Crank Mechanisms (00/7) 7 80 Applying Experienced Self-Tuning Controllers to osition Control of Slider Crank Mechaniss Chih-Cheng ao cckao@cc.kyit.edu.tw epartent of Electrical Engineering ao Yuan nstitute of Technology

More information

ME Machine Design I. FINAL EXAM. OPEN BOOK AND CLOSED NOTES. Friday, May 8th, 2009

ME Machine Design I. FINAL EXAM. OPEN BOOK AND CLOSED NOTES. Friday, May 8th, 2009 ME 5 - Machine Design I Spring Seester 009 Nae Lab. Div. FINAL EXAM. OPEN BOOK AND LOSED NOTES. Friday, May 8th, 009 Please use the blank paper for your solutions. Write on one side of the paper only.

More information

Multi-Dimensional Hegselmann-Krause Dynamics

Multi-Dimensional Hegselmann-Krause Dynamics Multi-Diensional Hegselann-Krause Dynaics A. Nedić Industrial and Enterprise Systes Engineering Dept. University of Illinois Urbana, IL 680 angelia@illinois.edu B. Touri Coordinated Science Laboratory

More information

DRAFT. Memo. Contents. To whom it may concern SVN: Jan Mooiman +31 (0) nl

DRAFT. Memo. Contents. To whom it may concern SVN: Jan Mooiman +31 (0) nl Meo To To who it ay concern Date Reference Nuber of pages 219-1-16 SVN: 5744 22 Fro Direct line E-ail Jan Mooian +31 )88 335 8568 jan.ooian@deltares nl +31 6 4691 4571 Subject PID controller ass-spring-daper

More information

Filtering and Fusion based Reconstruction of Angle of Attack

Filtering and Fusion based Reconstruction of Angle of Attack Filtering and Fusion based Reconstruction of Angle of Attack N Shantha Kuar Scientist, FMC Division NAL, Bangalore 7 E-ail: nskuar@css.nal.res.in Girija G Scientist, FMC Division NAL, Bangalore 7 E-ail:

More information

Data-Driven Imaging in Anisotropic Media

Data-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 information

Accuracy of the Scaling Law for Experimental Natural Frequencies of Rectangular Thin Plates

Accuracy of the Scaling Law for Experimental Natural Frequencies of Rectangular Thin Plates The 9th Conference of Mechanical Engineering Network of Thailand 9- October 005, Phuket, Thailand Accuracy of the caling Law for Experiental Natural Frequencies of Rectangular Thin Plates Anawat Na songkhla

More information

Block designs and statistics

Block designs and statistics Bloc designs and statistics Notes for Math 447 May 3, 2011 The ain paraeters of a bloc design are nuber of varieties v, bloc size, nuber of blocs b. A design is built on a set of v eleents. Each eleent

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

Electric Power System Transient Stability Analysis Methods

Electric Power System Transient Stability Analysis Methods 1 Electric Power Syste Transient Stability Analysis Methods João Pedro de Carvalho Mateus, IST Abstract In this paper are presented the state of the art of Electric Power Syste transient stability analysis

More information

Donald Fussell. October 28, Computer Science Department The University of Texas at Austin. Point Masses and Force Fields.

Donald 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 information

Tele-Operation of a Mobile Robot Through Haptic Feedback

Tele-Operation of a Mobile Robot Through Haptic Feedback HAVE 00 IEEE Int. Workshop on Haptic Virtual Environents and Their Applications Ottawa, Ontario, Canada, 7-8 Noveber 00 Tele-Operation of a Mobile Robot Through Haptic Feedback Nicola Diolaiti, Claudio

More information

Monitoring and system identification of suspension bridges: An alternative approach

Monitoring and system identification of suspension bridges: An alternative approach Monitoring and syste identification of suspension bridges: An alternative approach Erdal Şafak Boğaziçi University, Kandilli Observatory and Earthquake Reseach Institute, Istanbul, Turkey Abstract This

More information

MSEC MODELING OF DEGRADATION PROCESSES TO OBTAIN AN OPTIMAL SOLUTION FOR MAINTENANCE AND PERFORMANCE

MSEC MODELING OF DEGRADATION PROCESSES TO OBTAIN AN OPTIMAL SOLUTION FOR MAINTENANCE AND PERFORMANCE Proceeding of the ASME 9 International Manufacturing Science and Engineering Conference MSEC9 October 4-7, 9, West Lafayette, Indiana, USA MSEC9-8466 MODELING OF DEGRADATION PROCESSES TO OBTAIN AN OPTIMAL

More information

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period An Approxiate Model for the Theoretical Prediction of the Velocity... 77 Central European Journal of Energetic Materials, 205, 2(), 77-88 ISSN 2353-843 An Approxiate Model for the Theoretical Prediction

More information

A note on the multiplication of sparse matrices

A 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 information

Adaptive Stabilization of a Class of Nonlinear Systems With Nonparametric Uncertainty

Adaptive Stabilization of a Class of Nonlinear Systems With Nonparametric Uncertainty IEEE TRANSACTIONS ON AUTOMATIC CONTROL, VOL. 46, NO. 11, NOVEMBER 2001 1821 Adaptive Stabilization of a Class of Nonlinear Systes With Nonparaetric Uncertainty Aleander V. Roup and Dennis S. Bernstein

More information

Chapter 6 1-D Continuous Groups

Chapter 6 1-D Continuous Groups Chapter 6 1-D Continuous Groups Continuous groups consist of group eleents labelled by one or ore continuous variables, say a 1, a 2,, a r, where each variable has a well- defined range. This chapter explores:

More information

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS *

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS * IJST, Transactions of Mechanical Engineering, Vol. 39, No. M1, pp 89-100 Printed in The Islaic Republic of Iran, 2015 Shira University DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS

More information

In the session you will be divided into groups and perform four separate experiments:

In 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 information

Ch 12: Variations on Backpropagation

Ch 12: Variations on Backpropagation Ch 2: Variations on Backpropagation The basic backpropagation algorith is too slow for ost practical applications. It ay take days or weeks of coputer tie. We deonstrate why the backpropagation algorith

More information

A Simulation Study for Practical Control of a Quadrotor

A 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 information

Use of PSO in Parameter Estimation of Robot Dynamics; Part One: No Need for Parameterization

Use of PSO in Parameter Estimation of Robot Dynamics; Part One: No Need for Parameterization Use of PSO in Paraeter Estiation of Robot Dynaics; Part One: No Need for Paraeterization Hossein Jahandideh, Mehrzad Navar Abstract Offline procedures for estiating paraeters of robot dynaics are practically

More information

Vibration Characteristics of Cardboard Inserts in Shells

Vibration Characteristics of Cardboard Inserts in Shells 2003-01-1489 Vibration Characteristics of Cardboard Inserts in Shells Martin G. Foulkes and Jaes P. De Clerck General Motors Corporation Raendra Singh he Ohio State University Copyright 2003 SAE International

More information

Internet-Based Teleoperation of Carts Considering Effects of Time Delay via Continuous Pole Placement

Internet-Based Teleoperation of Carts Considering Effects of Time Delay via Continuous Pole Placement Aerican Journal of Engineering and Applied Sciences Original Research Paper Internet-Based Teleoperation of Carts Considering Effects of Tie Delay via Continuous Pole Placeent Theophilus Okore-Hanson and

More information

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning Analysis of Ipulsive Natural Phenoena through Finite Difference Methods A MATLAB Coputational Project-Based Learning Nicholas Kuia, Christopher Chariah, Mechatronics Engineering, Vaughn College of Aeronautics

More information

Comparison of Stability of Selected Numerical Methods for Solving Stiff Semi- Linear Differential Equations

Comparison of Stability of Selected Numerical Methods for Solving Stiff Semi- Linear Differential Equations International Journal of Applied Science and Technology Vol. 7, No. 3, Septeber 217 Coparison of Stability of Selected Nuerical Methods for Solving Stiff Sei- Linear Differential Equations Kwaku Darkwah

More information

Architectural issues in the control of tall multiple-input multiple-output plants

Architectural 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 information

Torsion Experiment. Encoder #3 ( 3 ) Third encoder/disk for Model 205a only. Figure 1: ECP Torsion Experiment

Torsion Experiment. Encoder #3 ( 3 ) Third encoder/disk for Model 205a only. Figure 1: ECP Torsion Experiment Torsion Experient Introduction For the Torsion lab, there are two required experients to perfor and one extra credit assignent at the end. In experient 1, the syste paraeters need to be identified so that

More information

An Inverse Interpolation Method Utilizing In-Flight Strain Measurements for Determining Loads and Structural Response of Aerospace Vehicles

An Inverse Interpolation Method Utilizing In-Flight Strain Measurements for Determining Loads and Structural Response of Aerospace Vehicles An Inverse Interpolation Method Utilizing In-Flight Strain Measureents for Deterining Loads and Structural Response of Aerospace Vehicles S. Shkarayev and R. Krashantisa University of Arizona, Tucson,

More information

PY241 Solutions Set 9 (Dated: November 7, 2002)

PY241 Solutions Set 9 (Dated: November 7, 2002) PY241 Solutions Set 9 (Dated: Noveber 7, 2002) 9-9 At what displaceent of an object undergoing siple haronic otion is the agnitude greatest for the... (a) velocity? The velocity is greatest at x = 0, the

More information

Seismic Analysis of Structures by TK Dutta, Civil Department, IIT Delhi, New Delhi.

Seismic Analysis of Structures by TK Dutta, Civil Department, IIT Delhi, New Delhi. Seisic Analysis of Structures by K Dutta, Civil Departent, II Delhi, New Delhi. Module 5: Response Spectru Method of Analysis Exercise Probles : 5.8. or the stick odel of a building shear frae shown in

More information

Chaotic Coupled Map Lattices

Chaotic Coupled Map Lattices Chaotic Coupled Map Lattices Author: Dustin Keys Advisors: Dr. Robert Indik, Dr. Kevin Lin 1 Introduction When a syste of chaotic aps is coupled in a way that allows the to share inforation about each

More information

Simple Harmonic Motion

Simple Harmonic Motion Reading: Chapter 15 Siple Haronic Motion Siple Haronic Motion Frequency f Period T T 1. f Siple haronic otion x ( t) x cos( t ). Aplitude x Phase Angular frequency Since the otion returns to its initial

More information

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry About the definition of paraeters and regies of active two-port networks with variable loads on the basis of projective geoetry PENN ALEXANDR nstitute of Electronic Engineering and Nanotechnologies "D

More information

Using EM To Estimate A Probablity Density With A Mixture Of Gaussians

Using EM To Estimate A Probablity Density With A Mixture Of Gaussians Using EM To Estiate A Probablity Density With A Mixture Of Gaussians Aaron A. D Souza adsouza@usc.edu Introduction The proble we are trying to address in this note is siple. Given a set of data points

More information

Smith Predictor Based-Sliding Mode Controller for Integrating Process with Elevated Deadtime

Smith Predictor Based-Sliding Mode Controller for Integrating Process with Elevated Deadtime Sith Predictor Based-Sliding Mode Controller for Integrating Process with Elevated Deadtie Oscar Caacho, a, * Francisco De la Cruz b a Postgrado en Autoatización e Instruentación. Grupo en Nuevas Estrategias

More information

Wall Juggling of one Ball by Robot Manipulator with Visual Servo

Wall 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 information

2.9 Feedback and Feedforward Control

2.9 Feedback and Feedforward Control 2.9 Feedback and Feedforward Control M. F. HORDESKI (985) B. G. LIPTÁK (995) F. G. SHINSKEY (970, 2005) Feedback control is the action of oving a anipulated variable in response to a deviation or error

More information

Randomized Recovery for Boolean Compressed Sensing

Randomized Recovery for Boolean Compressed Sensing Randoized Recovery for Boolean Copressed Sensing Mitra Fatei and Martin Vetterli Laboratory of Audiovisual Counication École Polytechnique Fédéral de Lausanne (EPFL) Eail: {itra.fatei, artin.vetterli}@epfl.ch

More information

Name: Partner(s): Date: Angular Momentum

Name: Partner(s): Date: Angular Momentum Nae: Partner(s): Date: Angular Moentu 1. Purpose: In this lab, you will use the principle of conservation of angular oentu to easure the oent of inertia of various objects. Additionally, you develop a

More information

AiMT Advances in Military Technology

AiMT Advances in Military Technology AiT Advances in ilitary Technology Vol. 14, No. 1 (2019), pp. 47-57 ISSN 1802-2308, eissn 2533-4123 DOI 10.3849/ait.01247 odelling issile Flight Characteristics by Estiating ass and Ballistic Paraeters

More information

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get:

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get: Equal Area Criterion.0 Developent of equal area criterion As in previous notes, all powers are in per-unit. I want to show you the equal area criterion a little differently than the book does it. Let s

More information

Principal Component Analysis Based Fault Detection and Diagnosis of Active Magnetic Bearing System

Principal 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 information

Optimal Control of Nonlinear Systems Using the Shifted Legendre Polynomials

Optimal Control of Nonlinear Systems Using the Shifted Legendre Polynomials Optial Control of Nonlinear Systes Using Shifted Legendre Polynoi Rahan Hajohaadi 1, Mohaad Ali Vali 2, Mahoud Saavat 3 1- Departent of Electrical Engineering, Shahid Bahonar University of Keran, Keran,

More information

DIRECT TORQUE CONTROL OF INDUCTION MACHINES CONSIDERING THE IRON LOSSES

DIRECT 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 information

Basic concept of dynamics 3 (Dynamics of a rigid body)

Basic concept of dynamics 3 (Dynamics of a rigid body) Vehicle Dynaics (Lecture 3-3) Basic concept of dynaics 3 (Dynaics of a rigid body) Oct. 1, 2015 김성수 Vehicle Dynaics Model q How to describe vehicle otion? Need Reference fraes and Coordinate systes 2 Equations

More information

Department of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China

Department 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 information

Model Predictive Control Approach to Design Practical Adaptive Cruise Control for Traffic Jam

Model Predictive Control Approach to Design Practical Adaptive Cruise Control for Traffic Jam Taku Takahaa et al./international Journal of Autootive Engineering Vol.9, No.3 (218) pp.99-14 Research Paper 218495 Model Predictive Control Approach to Design Practical Adaptive Cruise Control for Traffic

More information

PH 221-1D Spring Oscillations. Lectures Chapter 15 (Halliday/Resnick/Walker, Fundamentals of Physics 9 th edition)

PH 221-1D Spring Oscillations. Lectures Chapter 15 (Halliday/Resnick/Walker, Fundamentals of Physics 9 th edition) PH 1-1D Spring 013 Oscillations Lectures 35-37 Chapter 15 (Halliday/Resnick/Walker, Fundaentals of Physics 9 th edition) 1 Chapter 15 Oscillations In this chapter we will cover the following topics: Displaceent,

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

Actuators & Mechanisms Actuator sizing

Actuators & Mechanisms Actuator sizing Course Code: MDP 454, Course Nae:, Second Seester 2014 Actuators & Mechaniss Actuator sizing Contents - Modelling of Mechanical Syste - Mechaniss and Drives The study of Mechatronics systes can be divided

More information

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER IEPC 003-0034 ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER A. Bober, M. Guelan Asher Space Research Institute, Technion-Israel Institute of Technology, 3000 Haifa, Israel

More information

Numerical Studies of a Nonlinear Heat Equation with Square Root Reaction Term

Numerical Studies of a Nonlinear Heat Equation with Square Root Reaction Term Nuerical Studies of a Nonlinear Heat Equation with Square Root Reaction Ter Ron Bucire, 1 Karl McMurtry, 1 Ronald E. Micens 2 1 Matheatics Departent, Occidental College, Los Angeles, California 90041 2

More information

Gary J. Balas Aerospace Engineering and Mechanics, University of Minnesota, Minneapolis, MN USA

Gary 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 information

Computergestuurde Regeltechniek exercise session Case study : Quadcopter

Computergestuurde Regeltechniek exercise session Case study : Quadcopter Coputergestuurde Regeltechniek exercise session Case study : Quadcopter Oscar Mauricio Agudelo, Bart De Moor (auricio.agudelo@esat.kuleuven.be, bart.deoor@esat.kuleuven.be) February 5, 016 Proble description

More information

SOLUTIONS. PROBLEM 1. The Hamiltonian of the particle in the gravitational field can be written as, x 0, + U(x), U(x) =

SOLUTIONS. PROBLEM 1. The Hamiltonian of the particle in the gravitational field can be written as, x 0, + U(x), U(x) = SOLUTIONS PROBLEM 1. The Hailtonian of the particle in the gravitational field can be written as { Ĥ = ˆp2, x 0, + U(x), U(x) = (1) 2 gx, x > 0. The siplest estiate coes fro the uncertainty relation. If

More information

An Adaptive UKF Algorithm for the State and Parameter Estimations of a Mobile Robot

An Adaptive UKF Algorithm for the State and Parameter Estimations of a Mobile Robot Vol. 34, No. 1 ACTA AUTOMATICA SINICA January, 2008 An Adaptive UKF Algorith for the State and Paraeter Estiations of a Mobile Robot SONG Qi 1, 2 HAN Jian-Da 1 Abstract For iproving the estiation accuracy

More information

DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION

DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION Masaki WAKUI 1 and Jun IYAMA and Tsuyoshi KOYAMA 3 ABSTRACT This paper shows a criteria to detect

More information

TOPIC E: OSCILLATIONS SPRING 2018

TOPIC E: OSCILLATIONS SPRING 2018 TOPIC E: OSCILLATIONS SPRING 018 1. Introduction 1.1 Overview 1. Degrees of freedo 1.3 Siple haronic otion. Undaped free oscillation.1 Generalised ass-spring syste: siple haronic otion. Natural frequency

More information

Physics 139B Solutions to Homework Set 3 Fall 2009

Physics 139B Solutions to Homework Set 3 Fall 2009 Physics 139B Solutions to Hoework Set 3 Fall 009 1. Consider a particle of ass attached to a rigid assless rod of fixed length R whose other end is fixed at the origin. The rod is free to rotate about

More information

Hybrid System Identification: An SDP Approach

Hybrid System Identification: An SDP Approach 49th IEEE Conference on Decision and Control Deceber 15-17, 2010 Hilton Atlanta Hotel, Atlanta, GA, USA Hybrid Syste Identification: An SDP Approach C Feng, C M Lagoa, N Ozay and M Sznaier Abstract The

More information

Cinematic and Kinetic Analyses of the Slider-Crank Mechanism in Engine of MF-285 Tractor

Cinematic and Kinetic Analyses of the Slider-Crank Mechanism in Engine of MF-285 Tractor Australian Journal of Basic and Applied Sciences, 5(12): 3112-3121, 2011 ISSN 1991-8178 Cineatic and Kinetic Analyses of the Slider-Crank Mechanis in Engine of MF-285 Tractor 1 Mohaad Reza Asadi, 1 Heidar

More information

Numerical Solution of the MRLW Equation Using Finite Difference Method. 1 Introduction

Numerical Solution of the MRLW Equation Using Finite Difference Method. 1 Introduction ISSN 1749-3889 print, 1749-3897 online International Journal of Nonlinear Science Vol.1401 No.3,pp.355-361 Nuerical Solution of the MRLW Equation Using Finite Difference Method Pınar Keskin, Dursun Irk

More information

Physics 2107 Oscillations using Springs Experiment 2

Physics 2107 Oscillations using Springs Experiment 2 PY07 Oscillations using Springs Experient Physics 07 Oscillations using Springs Experient Prelab Read the following bacground/setup and ensure you are failiar with the concepts and theory required for

More information

HORIZONTAL MOTION WITH RESISTANCE

HORIZONTAL MOTION WITH RESISTANCE DOING PHYSICS WITH MATLAB MECHANICS HORIZONTAL MOTION WITH RESISTANCE Ian Cooper School of Physics, Uniersity of Sydney ian.cooper@sydney.edu.au DOWNLOAD DIRECTORY FOR MATLAB SCRIPTS ec_fr_b. This script

More information

USING STATISTICAL METHODS TO PREDICT TURBULENCE INDUCED SOUND AND VIBRATION IN AEROSPACE AND AUTOMOTIVE APPLICATIONS

USING STATISTICAL METHODS TO PREDICT TURBULENCE INDUCED SOUND AND VIBRATION IN AEROSPACE AND AUTOMOTIVE APPLICATIONS ICSV4 Cairns Australia 9-2 July, 2007 USING STATISTICAL METHODS TO PREDICT TURBULENCE INDUCED SOUND AND VIBRATION IN AEROSPACE AND AUTOMOTIVE APPLICATIONS Patrik Ragnarsson, Christophe Schra Michel Tournour,

More information

Application of Eddy Current Damping Effect to Design a Novel Magnetic Damper

Application of Eddy Current Damping Effect to Design a Novel Magnetic Damper 2nd International Foru on Electrical Engineering and Autoation (IFEEA 2015) Application of Eddy Current Daping Effect to Design a Novel Magnetic Daper Xiao Denghong*1 Zhou Xiaohong1 Gao yong1 Quan Dongliang1

More information

Magnetorheological Fluid for Levitation Migration Technology

Magnetorheological Fluid for Levitation Migration Technology 66 The Open Materials Science Journal, 2011, 5, 66-71 Magnetorheological Fluid for Levitation Migration Technology Guang Yang * and ZhuPing Chen * Open Access Faculty of Mechanical Engineering, Jiei University,

More information

Impulsive Control of a Mechanical Oscillator with Friction

Impulsive Control of a Mechanical Oscillator with Friction 9 Aerican Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June -, 9 ThC8. Ipulsive Control of a Mechanical Oscillator with Friction Yury Orlov, Raul Santiesteban, and Luis T. Aguilar Abstract

More information