A pressure output feedback control of turbo compressor surge with a thrust magnetic bearing actuator

Size: px
Start display at page:

Download "A pressure output feedback control of turbo compressor surge with a thrust magnetic bearing actuator"

Transcription

1 Journal of Mehanial Siene and Tehnology 23 (2009) 1406~1414 Journal of Mehanial Siene and Tehnology DOI /s y A ressure outut feedba ontrol of turbo omressor surge with a thrust magneti bearing atuator Hyeong-Joon Ahn 1,*, Min-Seo Par 2, Dorsa Sanadgol 3, In-Hwang Par 4, Dong-Chul Han 5 and Eri H. Maslen 6 1 Deartment of Mehanial Engineering, Soongsil University, 511 Sangdo-dong, Dongja-gu, Seoul, Korea, Constrution Equiment R&D Center, Doosan Infraore, Hwasu-Dong, Dong-Gu, Inheon, Korea Deartment of Physis and Engineering, Sweet Briar College, Sweet Briar, VA 24595, USA 4 BK21 Shool for Creative Engineering Design of Next Generation Mehanial and Aerosae Systems, Seoul National University 5 Shool of Mehanial and Aerosae Engineering, Seoul National University, Seoul, Korea 6 Deartment of Mehanial and Aerosae Engineering, University of Virginia, Charlottesville, Virginia 22904, USA (Manusrit Reeived Marh 6, 2008; Revised Otober 3, 2008; Aeted November 27, 2008) Abstrat This aer resents a ressure outut feedba ontrol of turbo omressor surge using ti learane atuation with a thrust magneti bearing atuator. First, stati and dynami omressor models were obtained for a ommerial turboharger, and the surge oint was found through loal stability analysis. Then, the effet of ti learane on the omressor ressure rise was derived, and Lyaunov analysis was used to establish a limit of stability with ti learane modulation. After that, a linear quadrati (LQ) state feedba ontrol was designed onsidering the limit established by the Lyaunov analysis. In addition, an extended Kalman filter (EKF) was designed to estimate the mass flow rate from the measured omressor ressure. Finally, the ressure outut feedba ontroller was built by ombining the LQ state feedba ontrol and EKF. Control simulation roved the effetiveness of the outut feedba ontroller. Keywords: Comressor surge; Ti learane modulation; Magneti bearings; Outut feedba ontroller Introdution The stable oeration of omressors is degraded by the onset of two flow instabilities: surge and rotating stall. These flow instabilities redue omressor effiieny and an ause severe damage to the omressor system. Hene, onsiderable researh has been direted toward ontrolling surge/rotating stall using different shemes to both revent damage and inrease the life san of the mahine [1]. Ative magneti bearings are widely used in turbomahinery aliations beause of their unique advan- This aer was reommended for ubliation in revised form by Assoiate Editor Dong Hwan Kim * Corresonding author. Tel.: , Fax.: address: ahj123@ssu.a.r KSME & Sringer 2009 tages: oil-free oeration, vibration ontrol and on-line monitoring. In addition, magneti bearings offer the otential for ative ontrol of the omressor flow instabilities. For turbo omressors suorted by magneti bearings, the blade ti learane an be adjusted by moving the shaft either radially or axially. Using radial magneti bearings as servo atuators, Saovsy et al. [2] obtained a 2.3% redution of the stalling mass flow. Sanadgol and Maslen [3-5] have rovided a theoretial basis to show that a magneti thrust bearing an be used as an atuator for ative surge ontrol of unshrouded entrifugal omressors. Through simulation, they have demonstrated that omressor surge an be stabilized desite extreme hanges in the throttle valve osition, whih results in an extended stable oerating region.

2 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~ Although a mass flow rate measurement is theoretially the best hoie for the ontrol of omressor instabilities, ressure measurement is used for the roortional feedba ontrol in most ases [1]. Comressor ressure is muh easier to measure than the mass flow rate, and ressure sensors usually have wider bandwidth than flow sensors. Therefore, better ontrol erformane an be ahieved if the omressor instability an be ontrolled by using dynami mass flow rates estimated from the measured ressures. Hene, ressure outut feedba ontrols have been reviously studied in [6, 7]. These studies, however, dealt with axial omressors and throttle valve ontrol without onsideration of roess and measurement noise in the design of the ontroller. This aer resents ressure outut feedba ontrol of omressor surge with a thrust magneti bearing atuator. First, stati and dynami omressor models were established for a ommerial turboharger and the surge oint was found through loal stability analysis. Then, a mathematial model of the ti learane effet on the omressor ressure rise was derived by extending the Greitzer omressor model [8], and the stabilizing feedba gain limit of the ti learane modulation was established by Lyaunov analysis. After that, a linear quadrati (LQ) state feedba ontrol was designed onsidering the stability limit. In addition, an extended Kalman filter (EKF) was designed to estimate mass flow rate from the measured omressor ressure. Pressure outut feedba ontrollers were onstruted by ombining the LQ state feedba ontrols with the EKF. A simulation was erformed using the omressor model of a ommerial turboharger, and the result roves the effetiveness of the designed ressure outut feedba ontroller for the omressor surge. 2. Comressor of a turboharger In this aer, an ative ontrol method of the omressor surge is investigated numerially by using the omressor model of a ommerial turboharger shown in Fig. 1(a). The turboharger onsists of a single-stage entrifugal omressor and a waste gate turbine. This omressor an be oerated u to 150,000 rm with floating ring journal bearings. For ative surge ontrol using axial ti learane atuation, the journal bearings of the turboharger are assumed to be relaed with magneti bearings, as shown in Fig. 1(b). (a) Turbo harger Fig. 1. A ommerial Turboharger. (b) AMB turboharger test rig Fig. 2. Aroximated omressor ma of the ommerial turboharger in Fig Stati omressor harateristi A omressor harateristi urve is aroximated ψ [9, 10]. by a ubi aroximation of ( ) φ 3 φ 2 F 1 φ 2 F 3 ψ ( φ ) = ψ ( 0) + H (1) Bau bearing Sensor where ψ (0) is the valley oint of the harateristi loated on the omressor ressure rise axis and φ = 2F orresonds to the dimensionless omressor mass flow rate at the to oint of the harateristi. The to oint ould be onsidered as the surge oint of the omressor. Then, the omressor harateristis at eah rotating seed ω an be formulated as a ubi olynomial of mass flow rate: (, ) ( ) ( ) ( ) ψ φ ω = ω + ω φ + ω φ (2) It is very diffiult to measure the omressor harateristi beyond the surge oint. The omressor harateristi at zero mass flow rate an be aroximated by using a theoretial alulation [8]. Therefore, the oeffiients 0 (ω), 1 (ω), and 2 (ω) of the entire omressor ma an be aroximated by data Radial bearings Thrust bearing Sensor Bau bearing

3 1408 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~1414 measured at the stable oerating oints and the alulated oint at zero mass flow rate, as shown in Fig Comressor dynamis Gravdahl derived a one-dimensional omressor system model desribed by Eqs. (3a)-(3) [11]. The first two equations are basially the same as Greitzer s model [12], and the last Eq. (3) balanes the torque on the rotating shaft, whih is ignored in this aer by assuming a onstant seed oeration. 2 a & = ( m& m& t) (3a) V && = A ( (, ) ) L ψ & ω (3b) m m 1 & ω = τ τ (3) I r ( ) d Fig. 3. Pole movements with equilibrium mass flow rate derease. Here, the throttle mass flow rate is given by: m& = t t 2.3 Loal stability analysis To find where the surge oints are loated, loal stability analysis is erformed. The loal stability near an equilibrium oint an be investigated by using a linearized lant of the nonlinear omressor harateristis. First, an equilibrium oint is determined by setting the derivatives of Eqs. (3) to zero. Then, the solution of the following equation (4) beomes the equilibrium oint. m& = ψ = 0 (4) te t e 0, The linearized lant in the equilibrium oint an be written as 2 2 a a t V & V (5) m&& ˆ mˆ A A ψ & L L m m= me ˆ 2 1 ˆ = The system is ontrollable and observable in the entire range. Aording to the hange of the equilibrium mass flow rate, the system ole movements are shown in Fig. 3. As exeted, the system beomes unstable as the mass flow rate dereases. However, e Fig. 4. Limit yle amlitudes of omressor surges. the omressor system has a stable limit yle in the hase ortrait even at the unstable region, whih is alled omressor surge. 2.4 Limit yle of the omressor surge The limit yles of omressor surge an be numerially determined. The system an be modeled with a differene equation and simulated by using the Euler forward method for its simliity. One erent roess noise of the omressor model is added during the numerial simulation. As mass flow rate is dereased, the limit yle amlitudes of omressor surges are alulated and shown in Fig. 4. The ea to ea amlitude of the limit yle inreases gradually as the mass flow dereases. The small amlitude limit yles right after the destabilization oint (between the two vertial marer lines) are alled a mild surge. However, fully develoed limit yles arise as the mass flow dereases further after the destabilization oint (left-most region in the figure), whih is alled a

4 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~ dee surge. 3. Control of omressor surge using ti learane atuation 3.1 Ti learane effet The ti learane between the blade tis and the adjaent shroud has a large effet on the omressor erformane. The reversal air flow from the ressure side to the sution side of the omressor blade is referred to as ti leaage. As the ti learane inreases, the indued leaage redues the energy transfer from the imeller to the fluid, whih onsequently rodues a substantial loss in effiieny and a ressure rise. If the ti learane at the best effiieny ondition is hanged, variations of the stati omressor harateristis are usually exressed as loss in effiieny. For the leaage loss in entrifugal omressors, a simle model was develoed by Senoo [13], shown in Eq. (6). The relative effiieny loss is nearly roortional to the ratio of the ti learane to the blade height at the imeller outlet rovided that this ratio is less than 0.1: Fig. 5. Ti learane effet on the ressure rise. η l = 0.25 (6) η b 2 The omressor stati isentroi effiieny an be alulated based on the erfet gas and the isentroi omression assumtions as: γ 1 γ T 1 η ( m& ) = (7) i T T ( ) Alying a quasi-steady aroximation for the effets of the ti learane based on Senoo s relation of Eq. (6) and the isentroi omression effiieny, Eq. (7), Sanadgol and Maslen [3] have derived that the omressor harateristi an be exressed as: γ γ 1 γ 1 γ 0 1 ( m, l ψ ψ & ) = l 1 + b 2 (8) The alulated ti learane effet on the ressure rise is shown in Fig. 5. The omressor ressure rise derease as ti learane inreases. Fig. 6. Error due to the ti learane aroximation. To establish a dynami model for the surge ontrol using ti learane atuation, the ti learane effet of Eq. (8) and Gravdahl s model of Eq. (3) are ombined and the resulting omressor dynami model is: γ γ 1 γ 1 A γ ψ 0 1 m&& = 1+ L 0.25 l 1+ b 2 (9) We assume that only the axial rotor motion modulates the instantaneous omression effiieny or the omressor ressure rise. Sine the ti learane modulation is usually small, the nonlinear dynami model of Eq. (9) an be aroximated by γ1 1 A A γ γ 0.25 m&& γ = ( ψ0) ψ 0 1ψ l (10) L L γ 1 b2

5 1410 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~1414 This model is a good aroximation of the original nonlinear system as shown in Fig. 6. The linearized equation (10) has very small relative error and an onfidently be used in a ontrol design. 3.2 Lyaunov analysis for stabilizing gain limit First, simle Lyaunov ontrol with mass flow rate feedba is alied to ontrol omressor surge by using ti learane atuation. Alying the following hange of oordinates to the system, the origin beomes the equilibrium under study (intersetion of the omressor and the throttle harateristis). m & ˆ = m & m & e, m& ˆ = m& m&, ˆ t t te = e, ψˆ = ψ ψ e and l ˆ = l l e (11) The model an be written in these new oordinates as: 2 a ˆ & = ( mˆ mˆt) V A m&& ˆ = mˆ l ˆ L ( ψ ˆ ˆ (, ) ) (12) Now, assume the use of mass flow rate feedba for ti learane atuation via the ontrol law: lˆ = mˆ (13) L A suffiient ondition for the equilibrium oint to be globally exonentially stable is that the gain L is hosen suh that: L ψˆ mˆ & (14) > ψˆ lˆ model: x & = Ax + Bu. T ( x Qx u Ru) T J = + dt (15) 0 The LQ ontrol an be designed by using the linearized system near an equilibrium oint. The LQ ontrol gain value is tuned onsidering the stabilizing gain limit of Eq. (14) established by Lyaunov analysis. Although a minimum energy ontrol that uses the least amount of ontrol effort is alied and Q in Eq. (15) beomes zero, the mass flow rate feedba gain of the LQ ontrol is still twie as high as the Lyaunov ontrol gain limit. Simulation results of both Lyaunov and LQ ontrols in a mild surge (equilibrium mass flow g/s) are shown in Fig. 7. Lyaunov ontrol gain is 0.68 m s/g, while the gain of the minimum energy LQ ontrol is m s/g (ressure feedba gain has a very small value of 2.02e-6 m/bar). The LQ ontrol shows faster stabilizing erformane due to the higher gain. It an be seen that the dynami harateristis of the losed-loo system are mainly determined by the mass flow rate feedba gain. 4. Outut feedba omntrol 4.1 Extended Kalman Filter (EKF) [14, 15] To build an outut feedba ontroller, a state estimator is required to estimate the mass flow rate from the ressure measurement. Although the Kalman filter has been most widely used to estimate states from noisy data in linear systems, the standard Kalman filter annot be alied to nonlinear systems suh as the omressor model in this aer. The EKF We will use the Lyaunov ontrol gain as a referene to tune the LQ ontrol gain. 3.3 LQ state feedba ontrol A state feedba ontroller is neessary in order to build an outut feedba ontroller. A simle LQ ontrol is used as a state feedba ontrol in this aer. For LQ ontrol, an otimal outut feedba gain is alulated to minimize the quadrati ost funtion, J in Eq. (15), of the ontinuous-time state-sae Fig. 7. LQ and Lyaunov ontrol.

6 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~ is the traditional form of nonlinear filtering and it essentially trunates the nonlinear dynamis at the first order to allow the use of linear Kalman filter equations. The EKF roedure is summarized in Eqs. (16-21). The EKF algorithm is done in two stes: redition and orretion. The redition ste involves rojeting or transforming the state in forward time-ste using the urrent nowledge of the model (Eq. (16)), as shown in Eq. (19). The seond ste is required to orret the redition by using the measurement at the new time ste (Eq. (17)), as shown in Eq. (20). The measurement is blended with the redition in an otimal manner in order to minimize the mean square error of the estimate. This blending fator is alled the Kalman gain in Eq. (21). (a) Phase ortraits Extended Kalman filter roedure State-udate equation: x 1 f ( x, u, v) Measurement equation: y g( x, n ) + = (16) = (17) T Initialize with xˆ0= E[ x0], P0 ( ˆ 0 0)( ˆ x = E x x x0x0) (18) For = {1, 2,, }, the time-udate equations of the extended Kalman filter are ( ) 1 T v T x 1 x 1 xˆ = f xˆ, u, v, P = A P A + B R B (19) and the measurement-udate equations are ( ) ( ) xˆ = xˆ + K y g xˆ, n P = I K C P x x ( ) 1 T T n T x x (20) K = P C C P C + D R D (21) where f ( x, u, v) f ( xˆ, u, v) A g x n C x x (, ) g( xˆ, n), B, x= xˆ v v= v and, D x= xˆ n n= n R v and R are the noise ovariane of v n and n, resetively. The noise means are denoted by n = E[] n and v = E v, and are usually assumed zero. [] A simulation in a mild surge (equilibrium mass flow g/s) was erformed to verify the estimation erformane of the designed EKF. Both 1% state and measurement noises (average ressure noise: 0.7 bar) were introdued during the simulation. (b) Time lot Fig. 8. Estimation of nonlinear omressor system using EKF. Estimation using full states (both ressure rise and mass flow rate) and estimation using outut (only ressure rise) signal are omared in Fig. 8. The KALMTOOL was used to imlement the extended Kalman filtering [15]. Noise ould be filtered signifiantly by the EKF. In addition, the EKF only with the ressure signal ould have omarable quality estimations of both ressure rise and mass flow rate, although a surge taes lae and the mass flow rate and ressure rise vibrate largely. 4.2 Simulations of outut feedba ontrols Control simulation of a mild surge (equilibrium mass flow is g/s) was erformed to test the ressure outut feedba ontrol using EKF. Both 1% roess and measurement noise (average ressure noise: 0.7 bar) were introdued. The LQ ontrol was used to stabilize the omressor surge. There is no

7 1412 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~1414 ontrol during the first 0.6 seond and after that, the ontrol turns on. The outut feedba ontrol using the EKF has omarable ontrol erformane to ontrol using mass flow rate signal, as shown in Fig. 9. The thrust magneti bearing has a limited learane of ±0.28 mm between the bearing and the housing. Thus, ti learane atuation is limited to a ±0.15 mm range. The ti learane variation during the ontrol is shown in Fig. 9(), whih illustrates that only a small variation of the ti learane is required in order to stabilize the surge. The simulation result shows that the designed outut feedba ontroller an stabilize omressor surge (a) Phase ortraits effetively. Although a surge henomenon begins, we an get stability of the omressor by using the outut feedba ontrol. Also, this result allows us to exet more effiieny when suorting the rotor of the turboharger by magneti bearings. 5. Conlusion We have disussed ressure outut feedba ontrols of omressor surge using ti learane atuation with a thrust magneti bearing atuator. First, we modeled the omressor harateristi of a ommerial turboharger and derived the ti learane effet on the omressor ressure rise by extending the Greitzer omressor model. Based on this model, Lyaunov analysis was erformed to establish the limit of the stable feedba gain. Then, an LQ state feedba ontroller was designed onsidering the stability limit of the feedba. In addition, an EKF was designed to estimate the mass flow rate by measuring the omressor ressure. Finally, ressure outut feedba ontrollers were designed by ombining the LQ feedba ontrol and the EKF. We verified with simulation that the outut feedba ontroller an stabilize the omressor surge effetively with axial magneti bearing. Anowledgement Authors wish to than KOSEF and KRF for their grant of the international ooerative researh rogram. Nomenlature (b) Time lot () Ti learane variations Fig. 9. The outut feedba ontrol simulations. a o1 : Seed of sound at the ambient ondition A and B : State equation for LQ ontrol A : Comressor dut area A, B, C and D : Linearized disrete state and measurement equation matries at th ste b 2 : Blade height at imeller outlet 0, 1 and 2 : Curve-fitted oeffiients of omressor harateristi olynomial : Seifi heat at onstant ressure F : Comressor harateristi semi width f : Nonlinear state equation for g : Nonlinear measurement equation H : Comressor harateristi semi height I r : Comressor rotor inertia J : Linear quadrati ost funtion

8 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~ K : Disrete Kalman gain at th ste t : Throttle arameter L : Lyaunov ontrol gain L : Comressor dut length l : Ti learane m& : Comressor mass flow rate m& : Throttle mass flow rate t n : Measurement noise at th ste P x0 : Covariane matrix of states o1 : Ambient ressure : Plenum ressure Q : State weighting matrix for LQ ontrol R : Control weighting matrix for LQ ontrol R v : Proess noise ovariane R n : Meausrement noise ovariane t : Time u :Control inut for LQ ontrol u : Control inut at th ste V : Plenum volume v : Proess noise x : State variable x : Disrete state variable at th ste y : Measurement signal at th ste φ : Comressor mass flow rate oeffiient Γ : Seifi heat ratio η : Effiieny of omressor η i : Isentroi effiieny of omressor τ : Comressor torque τ d : Drive torque ω : Rotating seed : Comressor stati ressure harateristi Ψ Referenes [1] F. Willems and B. De Jager, Modeling and ontrol of omressor flow instability, IEEE ontrol systems, (1999) [2] Z. S. Saovsy, J. D. Paduano, R. Larsonneur, A. Traxler and M. M. Bright, Ti Clearane Atuation with Magneti Bearing For High Seed Comressor Stall Control, ASME Turbo Exo (2000). [3] D. Sanadgol and E. H. Maslen, Sliding Mode Controller for Ative Control of Surge in Centrifugal Comressors with Magneti Thrust Bearing Atuation, Proeedings of the Ninth International Symosium on Magneti Bearings, Lexington, USA (2004). [4] D. Sanadgol and E. H. Maslen, Basteing for Ative Control of Surge in Unshrouded Centrifugal Comressors with Magneti Thrust Bearing Atuation, ASME TURBO EXPO (2005). [5] D. Sanadgol and E. H. Maslen, Effets of Atuator Dynamis in Ative Control of Surge with Magneti Thrust Bearing Atuation, IEEE/ASME International Conferene on Advaned Intelligent Mehatronis, Monterey, CA, USA, (2005). [6] J. R. Corrado, W. M. Haddad and A. Leonessa, Pressure feedba redued-order dynami omensation for axial flow omression systems, Proeedings of the 1999 IEEE International Conferene on Control Aliations, Kohala Coast, HI, USA, (1999) [7] M. Maggiore and K. Passino, Outut feedba ontrol of stabilizable and in omletely observable systems: Jet engine stall and surge ontrol, Proeedings of the 2000 Amerian Control Conferene, 5,, Chiago, IL, USA, (2000) [8] F. Willems, Modeling and Bounded Feedba Stabilization of Centrifugal Comressor Surge, PhD thesis, Det. of Mehanial Engineering, Eindhoven University of Tehnology, Netherlands, (2000). [9] F. Willems, B. De Jager, J. T. Gravdahl and O. Egeland, Modeling for surge ontrol of entrifugal omressors: omarison with exeriment, Pro. of the 39th IEEE onferene on Deision and Control (2000). [10] O. Egeland, J. T. Gravdahl and S. O. Vatland, Ative surge ontrol of entrifugal omressors using drive torque, Proeedings of the 40th IEEE Conferene on Deision and Control, (20). [11] F. Moore and E. M. Greitzer, A theory of oststall transients in axial omression systems: Part I- develoment of equations, ASME J. Engineering for Gas Turbines and Power, 108 (1) (1986) [12] D. A. Fin, N.A. Cumsty and E. M. Greitzer, Surge dynamis in a free-sool entrifugal omressor System, J. of Turbomahinery, 114 (1992) [13] Y. Senoo, Pressure losses and flow field distortion indued by ti learane of entrifugal and axial omressors, JSME Int. Journal, 30 (261) (1987) [14] M. E. Cambell and S. Brune, Nonlinear estimation of airraft models for on-line ontrol ustomization, Aerosae Conferene, 20, IEEE Proeedings, 2, Big Sy, MT, USA, (20) [15] M. Norgaard, KALMTOOL, State estimation for Nonlinear Systems, 2-edition, (20).

9 1414 H -J. Ahn et al. / Journal of Mehanial Siene and Tehnology 23 (2009) 1406~1414 Dr. Ahn earned Ph.D. from Seoul National University in 20. He was a researh assoiate of University of Virginia. He is urrently an assistant rofessor of deartment of mehanial engineering at Soongsil University and serving as an editor of international journal of rotating mahinery. His researh interests are rotordynamis, ontrol and mehatronis. Mr. Par is a junior researh engineer in Doosan infraore. He reeived his master from Seoul National University. His researh area is on dynamis and ontrol of rotating mahinery. Dr. Sanadgol is an assistant Professor of Physis and Engineering at Sweet Briar College. She earned her PhD in Mehanial and Aerosae Engineering with a fous in ontrols from the University of Virginia in Her researh interests are in ontrolling flow instabilities in omressors and aliation of nonlinear ontrol theories to mehatronis systems. Dr. Par reeived his PhD degree from the Seoul National University, Korea in He is urrently diretor of researh institute at KMB&SENSOR omany. His researh interests inlude the reision mahine design, rotor dynamis, and magneti atuators. Dr. Han reeived the Dil.-Ing. and Dr.-Ing. in mehanial engineering from University of Karsruhe, Germany in 1975 and 1979, resetively. In 1982, he joined the shool of mehanial and aerosae engineering, Seoul National University as an assistant rofessor. He is urrently an honorary rofessor of mehanial engineering. His researh interests are in mahine element design, magneti bearing, lubriation engineering and Bio-MEMS devies. Dr. Maslen is a Professor of Mehanial and Aerosae Engineering at the University of Virginia. He earned his Bahelor of Siene in 1980 from Cornell University and his dotorate from the University of Virginia in His researh fouses on aliation of automati ontrols to eletromehanial systems with a onentration in magneti bearings.

CONSTRUCTION OF MIXED SAMPLING PLAN WITH DOUBLE SAMPLING PLAN AS ATTRIBUTE PLAN INDEXED THROUGH (MAPD, MAAOQ) AND (MAPD, AOQL)

CONSTRUCTION OF MIXED SAMPLING PLAN WITH DOUBLE SAMPLING PLAN AS ATTRIBUTE PLAN INDEXED THROUGH (MAPD, MAAOQ) AND (MAPD, AOQL) Global J. of Arts & Mgmt., 0: () Researh Paer: Samath kumar et al., 0: P.07- CONSTRUCTION OF MIXED SAMPLING PLAN WITH DOUBLE SAMPLING PLAN AS ATTRIBUTE PLAN INDEXED THROUGH (MAPD, MAAOQ) AND (MAPD, AOQL)

More information

A General Approach for Analysis of Actuator Delay Compensation Methods for Real-Time Testing

A General Approach for Analysis of Actuator Delay Compensation Methods for Real-Time Testing The th World Conferene on Earthquake Engineering Otober -7, 8, Beijing, China A General Aroah for Analysis of Atuator Delay Comensation Methods for Real-Time Testing Cheng Chen and James M. Riles Post-dotoral

More information

Subject: Introduction to Component Matching and Off-Design Operation % % ( (1) R T % (

Subject: Introduction to Component Matching and Off-Design Operation % % ( (1) R T % ( 16.50 Leture 0 Subjet: Introdution to Component Mathing and Off-Design Operation At this point it is well to reflet on whih of the many parameters we have introdued (like M, τ, τ t, ϑ t, f, et.) are free

More information

Proportional-Integral-Derivative PID Controls

Proportional-Integral-Derivative PID Controls Proortional-Integral-Derivative PID Controls Dr M.J. Willis Det. of Chemial and Proess Engineering University of Newastle e-mail: mark.willis@nl.a.uk Written: 7 th November, 998 Udated: 6 th Otober, 999

More information

Risk Analysis in Water Quality Problems. Souza, Raimundo 1 Chagas, Patrícia 2 1,2 Departamento de Engenharia Hidráulica e Ambiental

Risk Analysis in Water Quality Problems. Souza, Raimundo 1 Chagas, Patrícia 2 1,2 Departamento de Engenharia Hidráulica e Ambiental Risk Analysis in Water Quality Problems. Downloaded from aselibrary.org by Uf - Universidade Federal Do Ceara on 1/29/14. Coyright ASCE. For ersonal use only; all rights reserved. Souza, Raimundo 1 Chagas,

More information

Tuning of PID Controllers for Unstable Continuous Stirred Tank Reactors

Tuning of PID Controllers for Unstable Continuous Stirred Tank Reactors nternational Journal of Alied Siene and Engineering 01. 10, 1: 1-18 Tuning of P Controllers for Unstable Continuous Stirred Tank Reators. rishna a,. Suryanarayana b, G. Aarna b, and R. Padma Sree b, *

More information

Subject: Modeling of Thermal Rocket Engines; Nozzle flow; Control of mass flow. p c. Thrust Chamber mixing and combustion

Subject: Modeling of Thermal Rocket Engines; Nozzle flow; Control of mass flow. p c. Thrust Chamber mixing and combustion 16.50 Leture 6 Subjet: Modeling of Thermal Roket Engines; Nozzle flow; Control of mass flow Though onetually simle, a roket engine is in fat hysially a very omlex devie and diffiult to reresent quantitatively

More information

On Active Surge Control of Compression Systems via Characteristic Linearization and Model Nonlinearity Cancellation

On Active Surge Control of Compression Systems via Characteristic Linearization and Model Nonlinearity Cancellation 34 J. Eng. Tehnol. Si., Vol. 46, No. 3, 4, 34-359 On Ative Surge Control of Compreion Systems via Charateristi Linearization and Model Nonlinearity Canellation Yohannes S.M. Simamora,3, Harijono A. Tjokronegoro,

More information

Experimental study with analytical validation of thermo-hydraulic performance of plate heat exchanger with different chevron angles

Experimental study with analytical validation of thermo-hydraulic performance of plate heat exchanger with different chevron angles Exerimental study with analytial validation of thermo-hydrauli erformane of late heat exhanger with different hevron angles Arunahala U C, Ajay R K and Sandee H M Abstrat The Plate heat exhanger is rominent

More information

Developing Excel Macros for Solving Heat Diffusion Problems

Developing Excel Macros for Solving Heat Diffusion Problems Session 50 Developing Exel Maros for Solving Heat Diffusion Problems N. N. Sarker and M. A. Ketkar Department of Engineering Tehnology Prairie View A&M University Prairie View, TX 77446 Abstrat This paper

More information

COMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION

COMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION 4 TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES COMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION Jiri Nozika*, Josef Adame*, Daniel Hanus** *Department of Fluid Dynamis and

More information

Control Theory association of mathematics and engineering

Control Theory association of mathematics and engineering Control Theory assoiation of mathematis and engineering Wojieh Mitkowski Krzysztof Oprzedkiewiz Department of Automatis AGH Univ. of Siene & Tehnology, Craow, Poland, Abstrat In this paper a methodology

More information

Research on Components Characteristics of Single Container Friction Hoist

Research on Components Characteristics of Single Container Friction Hoist 6 3 rd International Conferene on Mehanial, Industrial, and Manufaturing Engineering (MIME 6) ISB: 978--6595-33-7 Researh on Comonents Charateristis of Single Container Frition oist irong Xie, Jing Cheng,

More information

EE451/551: Digital Control. Relationship Between s and z Planes. The Relationship Between s and z Planes 11/10/2011

EE451/551: Digital Control. Relationship Between s and z Planes. The Relationship Between s and z Planes 11/10/2011 /0/0 EE45/55: Digital Control Chater 6: Digital Control System Design he Relationshi Between s and Planes As noted reviously: s j e e e e r s j where r e and If an analog system has oles at: s n jn a jd

More information

Dynamic Simulation and Composition Control in A 10 L Mixing Tank

Dynamic Simulation and Composition Control in A 10 L Mixing Tank roeeding of International Conferene on Chemial and Material Engineering ISBN : 978--97-8-7 SE.4 - Dynami Simulation and Composition Control in A L Mixing Tank Yulius Deddy Hermawan Chemial Engineering

More information

2.2 BUDGET-CONSTRAINED CHOICE WITH TWO COMMODITIES

2.2 BUDGET-CONSTRAINED CHOICE WITH TWO COMMODITIES Essential Miroeonomis -- 22 BUDGET-CONSTRAINED CHOICE WITH TWO COMMODITIES Continuity of demand 2 Inome effets 6 Quasi-linear, Cobb-Douglas and CES referenes 9 Eenditure funtion 4 Substitution effets and

More information

Symmetric Root Locus. LQR Design

Symmetric Root Locus. LQR Design Leture 5 Symmetri Root Lous LQR Design State Estimation Seletion of 'otimal' oles for SISO ole laement design: SRL LQR design examle Predition and urrent estimators L5:1 L5:2 Otimal ole laement for SISO

More information

NONLINEAR ADAPTIVE OBSERVER DESIGN IN COMBINED ERROR NONLINEAR ADAPTIVE CONTROL

NONLINEAR ADAPTIVE OBSERVER DESIGN IN COMBINED ERROR NONLINEAR ADAPTIVE CONTROL ХРАНИТЕЛНА НАУКА ТЕХНИКА И ТЕХНОЛОГИИ 3 8-9 октомври 3 Пловдив SCIENIFIC WORKS FOOD SCIENCE ENGINEERING AND ECHNOLOGY 3 8-9 Otober 3 Plovdiv NONLINEAR ADAPIVE OBSERVER DESIGN IN COMBINED ERROR NONLINEAR

More information

Speed-feedback Direct-drive Control of a Low-speed Transverse Flux-type Motor with Large Number of Poles for Ship Propulsion

Speed-feedback Direct-drive Control of a Low-speed Transverse Flux-type Motor with Large Number of Poles for Ship Propulsion Speed-feedbak Diret-drive Control of a Low-speed Transverse Flux-type Motor with Large Number of Poles for Ship Propulsion Y. Yamamoto, T. Nakamura 2, Y. Takada, T. Koseki, Y. Aoyama 3, and Y. Iwaji 3

More information

INFLUENCE OF OPERATING AND CONSTRUCTION PARAMETERS ON THE BEHAVIOR OF HYDRAULIC CYLINDER SUBJECTED TO JERKY MOTION

INFLUENCE OF OPERATING AND CONSTRUCTION PARAMETERS ON THE BEHAVIOR OF HYDRAULIC CYLINDER SUBJECTED TO JERKY MOTION Proeedings of ICFDP 8: 8 th International Congress of Fluid Dynamis & Propulsion Deember 14-17, 006, Sharm El-Shiekh, Sinai, Egypt ICFDP8-EG-154 INFLUENCE OF OPERATING AND CONSTRUCTION PARAMETERS ON THE

More information

Simple Cyclic loading model based on Modified Cam Clay

Simple Cyclic loading model based on Modified Cam Clay Simle li loading model based on Modified am la Imlemented in RISP main rogram version 00. and higher B Amir Rahim, The RISP onsortium Ltd Introdution This reort resents a simle soil model whih rovides

More information

Proceedings of ASME Turbo Expo 2014: Turbine Technical Conference and Exposition GT2014 June 16 20, 2014, Düsseldorf, Germany

Proceedings of ASME Turbo Expo 2014: Turbine Technical Conference and Exposition GT2014 June 16 20, 2014, Düsseldorf, Germany Proeedings of ASME Turbo Exo 2014: Turbine Tehnial Conferene and Exosition GT2014 June 16 20, 2014, Düsseldorf, Germany GT2014-26931 USE OF PRESSURE SPECTRAL MAPS FOR ANALYSIS OF INFLUENCE OF THE PLENUM

More information

A NONLILEAR CONTROLLER FOR SHIP AUTOPILOTS

A NONLILEAR CONTROLLER FOR SHIP AUTOPILOTS Vietnam Journal of Mehanis, VAST, Vol. 4, No. (), pp. A NONLILEAR CONTROLLER FOR SHIP AUTOPILOTS Le Thanh Tung Hanoi University of Siene and Tehnology, Vietnam Abstrat. Conventional ship autopilots are

More information

Optimal control of inverted pendulum system using PID controller, LQR and MPC

Optimal control of inverted pendulum system using PID controller, LQR and MPC IOP Conferene Series: aterials Siene and Engineering PAPER OPEN ACCESS Otimal ontrol of inverted endulum system using PID ontroller, LQR and PC To ite this artile: Elisa Sara Varghese et al 7 IOP Conf.

More information

Hankel Optimal Model Order Reduction 1

Hankel Optimal Model Order Reduction 1 Massahusetts Institute of Tehnology Department of Eletrial Engineering and Computer Siene 6.245: MULTIVARIABLE CONTROL SYSTEMS by A. Megretski Hankel Optimal Model Order Redution 1 This leture overs both

More information

Active Magnetic Bearings for Frictionless Rotating Machineries

Active Magnetic Bearings for Frictionless Rotating Machineries Ative Magneti Bearings for Fritionless Rotating Mahineries Joga Dharma Setiawan Abstrat Ative magneti bearing (AMB systems an support a rotor without physial ontat and enable users to preisely ontrol rotor

More information

USING GENETIC ALGORITHMS FOR OPTIMIZATION OF TURNING MACHINING PROCESS

USING GENETIC ALGORITHMS FOR OPTIMIZATION OF TURNING MACHINING PROCESS Journal of Engineering Studies and Researh Volume 19 (2013) No. 1 47 USING GENETIC ALGORITHMS FOR OPTIMIZATION OF TURNING MACHINING PROCESS DUSAN PETKOVIC 1, MIROSLAV RADOVANOVIC 1 1 University of Nis,

More information

Solutions of burnt-bridge models for molecular motor transport

Solutions of burnt-bridge models for molecular motor transport PHYSICAL REVIEW E 75, 0390 2007 Solutions of burnt-bridge models for moleular motor transort Alexander Yu. Morozov, Ekaterina Pronina, and Anatoly B. Kolomeisky Deartment of Chemistry, Rie University,

More information

Panos Kouvelis Olin School of Business Washington University

Panos Kouvelis Olin School of Business Washington University Quality-Based Cometition, Profitability, and Variable Costs Chester Chambers Co Shool of Business Dallas, TX 7575 hamber@mailosmuedu -768-35 Panos Kouvelis Olin Shool of Business Washington University

More information

silicon wafers p b θ b IR heater θ h p h solution bath cleaning filter bellows pump

silicon wafers p b θ b IR heater θ h p h solution bath cleaning filter bellows pump An Analysis of Cometitive Assoiative Net for Temerature Control of RCA Cleaning Solutions S Kurogi y, H Nobutomo y, T Nishida y, H Sakamoto y, Y Fuhikawa y, M Mimata z and K Itoh z ykyushu Institute of

More information

Complexity of Regularization RBF Networks

Complexity of Regularization RBF Networks Complexity of Regularization RBF Networks Mark A Kon Department of Mathematis and Statistis Boston University Boston, MA 02215 mkon@buedu Leszek Plaskota Institute of Applied Mathematis University of Warsaw

More information

3. THE SOLUTION OF TRANSFORMATION PARAMETERS

3. THE SOLUTION OF TRANSFORMATION PARAMETERS Deartment of Geosatial Siene. HE SOLUION OF RANSFORMAION PARAMEERS Coordinate transformations, as used in ratie, are models desribing the assumed mathematial relationshis between oints in two retangular

More information

Investigating the Performance of a Hydraulic Power Take-Off

Investigating the Performance of a Hydraulic Power Take-Off Investigating the Performane of a Hydrauli Power Take-Off A.R. Plummer and M. Shlotter Centre for Power Transmission and Control, University of Bath, Bath, BA 7AY, UK E-mail: A.R.Plummer@bath.a.uk E-mail:

More information

The Nonlinear Accuracy Model of Electro-Hydrostatic Actuator

The Nonlinear Accuracy Model of Electro-Hydrostatic Actuator The Nonlinear Auray Model of Eletro-Hydrostati Atuator Rongjie Kang, Zongxia Jiao, Shuai Wu Yaoxing Shang Shool of Automation Siene and Eletrial Engineering Beihang University Beijing, China E-mail: angrongjie@vip.163.om

More information

MultiPhysics Analysis of Trapped Field in Multi-Layer YBCO Plates

MultiPhysics Analysis of Trapped Field in Multi-Layer YBCO Plates Exerpt from the Proeedings of the COMSOL Conferene 9 Boston MultiPhysis Analysis of Trapped Field in Multi-Layer YBCO Plates Philippe. Masson Advaned Magnet Lab *7 Main Street, Bldg. #4, Palm Bay, Fl-95,

More information

A Spatiotemporal Approach to Passive Sound Source Localization

A Spatiotemporal Approach to Passive Sound Source Localization A Spatiotemporal Approah Passive Sound Soure Loalization Pasi Pertilä, Mikko Parviainen, Teemu Korhonen and Ari Visa Institute of Signal Proessing Tampere University of Tehnology, P.O.Box 553, FIN-330,

More information

Millennium Relativity Acceleration Composition. The Relativistic Relationship between Acceleration and Uniform Motion

Millennium Relativity Acceleration Composition. The Relativistic Relationship between Acceleration and Uniform Motion Millennium Relativity Aeleration Composition he Relativisti Relationship between Aeleration and niform Motion Copyright 003 Joseph A. Rybzyk Abstrat he relativisti priniples developed throughout the six

More information

Application of Drucker-Prager Plasticity Model for Stress- Strain Modeling of FRP Confined Concrete Columns

Application of Drucker-Prager Plasticity Model for Stress- Strain Modeling of FRP Confined Concrete Columns Available online at www.sienediret.om Proedia Engineering 14 (211) 687 694 The Twelfth East Asia-Paifi Conferene on Strutural Engineering and Constrution Aliation of Druker-Prager Plastiity Model for Stress-

More information

INFORMATION TRANSFER THROUGH CLASSIFIERS AND ITS RELATION TO PROBABILITY OF ERROR

INFORMATION TRANSFER THROUGH CLASSIFIERS AND ITS RELATION TO PROBABILITY OF ERROR IFORMATIO TRAFER TROUG CLAIFIER AD IT RELATIO TO PROBABILITY OF ERROR Deniz Erdogmus, Jose C. Prini Comutational euroengineering Lab (CEL, University of Florida, Gainesville, FL 6 [deniz,rini]@nel.ufl.edu

More information

NONLINEAR MODEL: CELL FORMATION

NONLINEAR MODEL: CELL FORMATION ational Institute of Tehnology Caliut Deartment of Mehanial Engineering OLIEAR MODEL: CELL FORMATIO System Requirements and Symbols 0-Integer Programming Formulation α i - umber of interell transfers due

More information

Theory. Coupled Rooms

Theory. Coupled Rooms Theory of Coupled Rooms For: nternal only Report No.: R/50/TCR Prepared by:. N. taey B.., MO Otober 00 .00 Objet.. The objet of this doument is present the theory alulations to estimate the reverberant

More information

The synergy between the insect-inspired claws and adhesive pads increases the attachment ability on various rough surfaces

The synergy between the insect-inspired claws and adhesive pads increases the attachment ability on various rough surfaces The synergy between the inset-insired laws and adhesive ads inreases the attahment ability on various rough surfaes Yi Song 1, 2, Zhendong Dai 1, Zhouyi Wang 1, Aihong Ji 1 1, 3,*, and Stanislav Gorb 1

More information

Downloaded on T02:40:49Z

Downloaded on T02:40:49Z Title Author(s) Primary wave energy onversions of osillating water olumns Sheng, Wanan; Alorn, Raymond; Lewis, Anthony Publiation date 213-9 Original itation Tye of ubliation Link to ublisher's version

More information

TOWARD THE DEVELOPMENT OF A METHODOLOGY FOR DESIGNING HELICOPTER FLIGHT CONTROL LAWS BY INTEGRATING HANDLING QUALITIES REQUIREMENTS

TOWARD THE DEVELOPMENT OF A METHODOLOGY FOR DESIGNING HELICOPTER FLIGHT CONTROL LAWS BY INTEGRATING HANDLING QUALITIES REQUIREMENTS TOWARD THE DEVELOPMENT OF A METHODOLOGY FOR DESIGNING HELICOPTER FLIGHT CONTROL LAWS BY INTEGRATING HANDLING QUALITIES REQUIREMENTS Jean-Charles Antonioli ONERA Air Base 70 366 Salon de Provene Frane Armin

More information

Evaluation of effect of blade internal modes on sensitivity of Advanced LIGO

Evaluation of effect of blade internal modes on sensitivity of Advanced LIGO Evaluation of effet of blade internal modes on sensitivity of Advaned LIGO T0074-00-R Norna A Robertson 5 th Otober 00. Introdution The urrent model used to estimate the isolation ahieved by the quadruple

More information

Selection of 'optimal' poles for SISO pole placement design: SRL LQR design example Prediction and current estimators

Selection of 'optimal' poles for SISO pole placement design: SRL LQR design example Prediction and current estimators L5: Leture 5 Symmetri Root Lous LQR Design State Estimation Seletion of 'otimal' oles for SISO ole laement design: SRL LQR design examle Predition and urrent estimators L5:2 Otimal ole laement for SISO

More information

A numerical Study on the Acoustic Characteristics of a Centrifugal Impeller with a Splitter

A numerical Study on the Acoustic Characteristics of a Centrifugal Impeller with a Splitter GESTS Int l Trans. Computer Siene and Engr., Vol.2, No.1 17 A numerial Study on the Aousti Charateristis of a Centrifugal Impeller with a Splitter Wan-Ho Jeon 1 1 Tehnial Researh Lab., CEDIC Ltd., #113,

More information

Robust Flight Control Design for a Turn Coordination System with Parameter Uncertainties

Robust Flight Control Design for a Turn Coordination System with Parameter Uncertainties Amerian Journal of Applied Sienes 4 (7): 496-501, 007 ISSN 1546-939 007 Siene Publiations Robust Flight ontrol Design for a urn oordination System with Parameter Unertainties 1 Ari Legowo and Hiroshi Okubo

More information

DEB-oriented Modelling and Control of Coal-Fired Power Plant

DEB-oriented Modelling and Control of Coal-Fired Power Plant Prerints of the 9th World Congress he International Federation of Automati Control Cae own, South Afria. August 4-9, 4 DEB-oriented Modelling and Control of Coal-Fired Power Plant Li Sun*. Junyi Dong*.

More information

Stabilization of the Precision Positioning Stage Working in the Vacuum Environment by Using the Disturbance Observer

Stabilization of the Precision Positioning Stage Working in the Vacuum Environment by Using the Disturbance Observer Proeedings of the 4th IIAE International Conferene on Industrial Appliation Engineering 216 Stabilization of the Preision Positioning Stage Working in the Vauum Environment by Using the Disturbane Observer

More information

EFFECT OF PITCH NUMBER IN OVERALL HEAT TRANSFER RATE IN DOUBLE PIPE HELICAL HEAT EXCHANGER

EFFECT OF PITCH NUMBER IN OVERALL HEAT TRANSFER RATE IN DOUBLE PIPE HELICAL HEAT EXCHANGER Volume 116 No. 5 2017, 1-6 ISSN: 1311-8080 (printed version); ISSN: 1314-3395 (on-line version) url: http://www.ijpam.eu ijpam.eu EFFECT OF PITCH NUMBER IN OVERALL HEAT TRANSFER RATE IN DOUBLE PIPE HELICAL

More information

The simulation analysis of the bridge rectifier continuous operation in AC circuit

The simulation analysis of the bridge rectifier continuous operation in AC circuit Computer Appliations in Eletrial Engineering Vol. 4 6 DOI 8/j.8-448.6. The simulation analysis of the bridge retifier ontinuous operation in AC iruit Mirosław Wiślik, Paweł Strząbała Kiele University of

More information

Speed Regulation of a Small BLDC Motor using Genetic-Based Proportional Control

Speed Regulation of a Small BLDC Motor using Genetic-Based Proportional Control World Aademy of Siene, Engineering and Tehnology 47 8 Speed Regulation of a Small BLDC Motor using Geneti-Based Proportional Control S. Poonsawat, and T. Kulworawanihpong Abstrat This paper presents the

More information

Labyrinth Seals Diameter and Length Effect Study on Nonlinear Dynamics

Labyrinth Seals Diameter and Length Effect Study on Nonlinear Dynamics Available online at www.sienediret.om SieneDiret Proedia Engineering 14 www.elsevier.om/loate/proedia APISAT14, 14 Asia-Paii International Symposium on Aerospae Tehnology, APISAT14 Labyrinth Seals Diameter

More information

Document Version Publisher s PDF, also known as Version of Record (includes final page, issue and volume numbers)

Document Version Publisher s PDF, also known as Version of Record (includes final page, issue and volume numbers) A omparison between ylindrial and ross-shaped magneti vibration isolators : ideal and pratial van Casteren, D.T.E.H.; Paulides, J.J.H.; Lomonova, E. Published in: Arhives of Eletrial Engineering DOI: 10.1515/aee-2015-0044

More information

UPPER-TRUNCATED POWER LAW DISTRIBUTIONS

UPPER-TRUNCATED POWER LAW DISTRIBUTIONS Fratals, Vol. 9, No. (00) 09 World Sientifi Publishing Company UPPER-TRUNCATED POWER LAW DISTRIBUTIONS STEPHEN M. BURROUGHS and SARAH F. TEBBENS College of Marine Siene, University of South Florida, St.

More information

The gravitational phenomena without the curved spacetime

The gravitational phenomena without the curved spacetime The gravitational phenomena without the urved spaetime Mirosław J. Kubiak Abstrat: In this paper was presented a desription of the gravitational phenomena in the new medium, different than the urved spaetime,

More information

Aircraft CAS Design with Input Saturation Using Dynamic Model Inversion

Aircraft CAS Design with Input Saturation Using Dynamic Model Inversion International Journal of Control, Automation, and Systems Vol., No. 3, September 003 35 Airraft CAS Design with Input Saturation sing Dynami Model Inversion Sangsoo Lim and Byoung Soo Kim Abstrat: This

More information

VIBRATIONAL ENERGY SCAVENGING WITH SI TECHNOLOGY ELECTROMAGNETIC INERTIAL MICROGENERATORS

VIBRATIONAL ENERGY SCAVENGING WITH SI TECHNOLOGY ELECTROMAGNETIC INERTIAL MICROGENERATORS Stresa, Italy, 6-8 Aril 6 VIBRATIONAL ENERGY SCAVENGING WITH SI TECHNOLOGY ELECTROMAGNETIC INERTIAL MICROGENERATORS C. Serre 1, A. Pérez-Rodríguez 1, N. Fondevilla 1, J.R. Morante 1, J. Montserrat, and

More information

STUDY OF INHERENT FREQUENCY OF HELMHOLTZ RESONATOR

STUDY OF INHERENT FREQUENCY OF HELMHOLTZ RESONATOR 005 WJTA Amerian Waterjet Conferene August -3, 005! Houston, Texas Paper 6B-4 STUDY OF INHERENT FREQUENCY OF HELMHOLT RESONATOR Gong Weili An Liqian Cui Longlian Xie Guixin Shool of Mehanis, Arhiteture

More information

The Procedure of Finding the Stress-Energy. Tensor and Equations of Vector Field of Any Form

The Procedure of Finding the Stress-Energy. Tensor and Equations of Vector Field of Any Form Advaned Studies in Theoretial Phsis Vol. 8, 14, no. 18, 771-779 HIKARI Ltd, www.m-hikari.om htt://d.doi.org/1.1988/ast.14.4711 The Proedure of Finding the Stress-Energ Tensor and Equations of Vetor Field

More information

ON-LINE ESTIMATION OF THE VENTILATION RATE OF GREENHOUSES

ON-LINE ESTIMATION OF THE VENTILATION RATE OF GREENHOUSES ON-LINE ESTIMATION OF THE VENTILATION RATE OF GREENHOUSES J. Bontsema *, E.J. van Henten *, J.G. Kornet *, J. Budding ** and T. Rieswijk ** * Agrotehnology and Food Innovations B.V., Greenhouse Tehnology

More information

Non-Markovian study of the relativistic magnetic-dipole spontaneous emission process of hydrogen-like atoms

Non-Markovian study of the relativistic magnetic-dipole spontaneous emission process of hydrogen-like atoms NSTTUTE OF PHYSCS PUBLSHNG JOURNAL OF PHYSCS B: ATOMC, MOLECULAR AND OPTCAL PHYSCS J. Phys. B: At. Mol. Opt. Phys. 39 ) 7 85 doi:.88/953-75/39/8/ Non-Markovian study of the relativisti magneti-dipole spontaneous

More information

Study on the leak test technology of spacecraft using ultrasonic

Study on the leak test technology of spacecraft using ultrasonic SINCE2013 Singapore International NDT Conferene & Exhibition 2013, 19-20 July 2013 Study on the test tehnology of spaeraft using ultrasoni Yan Rongxin, Li Weidan Beijing Institute of Spaeraft Environment

More information

Application of Level Set Method for Simulating Kelvin-Helmholtz Instability Including Viscous and Surface Tension Effects

Application of Level Set Method for Simulating Kelvin-Helmholtz Instability Including Viscous and Surface Tension Effects International Journal of Mathematis and Comutational Siene Vol. 1, o. 2, 2015,. 30-36 htt://www.ublisieneframewor.org/journal/ijms Aliation of Level Set Method for Simulating Kelvin-Helmholtz Instability

More information

Optimization of Statistical Decisions for Age Replacement Problems via a New Pivotal Quantity Averaging Approach

Optimization of Statistical Decisions for Age Replacement Problems via a New Pivotal Quantity Averaging Approach Amerian Journal of heoretial and Applied tatistis 6; 5(-): -8 Published online January 7, 6 (http://www.sienepublishinggroup.om/j/ajtas) doi:.648/j.ajtas.s.65.4 IN: 36-8999 (Print); IN: 36-96 (Online)

More information

Measuring & Inducing Neural Activity Using Extracellular Fields I: Inverse systems approach

Measuring & Inducing Neural Activity Using Extracellular Fields I: Inverse systems approach Measuring & Induing Neural Ativity Using Extraellular Fields I: Inverse systems approah Keith Dillon Department of Eletrial and Computer Engineering University of California San Diego 9500 Gilman Dr. La

More information

An Integrated Architecture of Adaptive Neural Network Control for Dynamic Systems

An Integrated Architecture of Adaptive Neural Network Control for Dynamic Systems An Integrated Arhiteture of Adaptive Neural Network Control for Dynami Systems Robert L. Tokar 2 Brian D.MVey2 'Center for Nonlinear Studies, 2Applied Theoretial Physis Division Los Alamos National Laboratory,

More information

Remark 4.1 Unlike Lyapunov theorems, LaSalle s theorem does not require the function V ( x ) to be positive definite.

Remark 4.1 Unlike Lyapunov theorems, LaSalle s theorem does not require the function V ( x ) to be positive definite. Leture Remark 4.1 Unlike Lyapunov theorems, LaSalle s theorem does not require the funtion V ( x ) to be positive definite. ost often, our interest will be to show that x( t) as t. For that we will need

More information

Physical Laws, Absolutes, Relative Absolutes and Relativistic Time Phenomena

Physical Laws, Absolutes, Relative Absolutes and Relativistic Time Phenomena Page 1 of 10 Physial Laws, Absolutes, Relative Absolutes and Relativisti Time Phenomena Antonio Ruggeri modexp@iafria.om Sine in the field of knowledge we deal with absolutes, there are absolute laws that

More information

FINITE WORD LENGTH EFFECTS IN DSP

FINITE WORD LENGTH EFFECTS IN DSP FINITE WORD LENGTH EFFECTS IN DSP PREPARED BY GUIDED BY Snehal Gor Dr. Srianth T. ABSTRACT We now that omputers store numbers not with infinite preision but rather in some approximation that an be paed

More information

General Closed-form Analytical Expressions of Air-gap Inductances for Surfacemounted Permanent Magnet and Induction Machines

General Closed-form Analytical Expressions of Air-gap Inductances for Surfacemounted Permanent Magnet and Induction Machines General Closed-form Analytial Expressions of Air-gap Indutanes for Surfaemounted Permanent Magnet and Indution Mahines Ronghai Qu, Member, IEEE Eletroni & Photoni Systems Tehnologies General Eletri Company

More information

EconS 503 Homework #8. Answer Key

EconS 503 Homework #8. Answer Key EonS 503 Homework #8 Answer Key Exerise #1 Damaged good strategy (Menu riing) 1. It is immediate that otimal rie is = 3 whih yields rofits of ππ = 3/ (the alternative being a rie of = 1, yielding ππ =

More information

Where as discussed previously we interpret solutions to this partial differential equation in the weak sense: b

Where as discussed previously we interpret solutions to this partial differential equation in the weak sense: b Consider the pure initial value problem for a homogeneous system of onservation laws with no soure terms in one spae dimension: Where as disussed previously we interpret solutions to this partial differential

More information

Comparison of Alternative Equivalent Circuits of Induction Motor with Real Machine Data

Comparison of Alternative Equivalent Circuits of Induction Motor with Real Machine Data Comparison of Alternative Equivalent Ciruits of Indution Motor with Real Mahine Data J. radna, J. auer, S. Fligl and V. Hlinovsky Abstrat The algorithms based on separated ontrol of the motor flux and

More information

Effect of magnetization process on levitation force between a superconducting. disk and a permanent magnet

Effect of magnetization process on levitation force between a superconducting. disk and a permanent magnet Effet of magnetization proess on levitation fore between a superonduting disk and a permanent magnet L. Liu, Y. Hou, C.Y. He, Z.X. Gao Department of Physis, State Key Laboratory for Artifiial Mirostruture

More information

A model for measurement of the states in a coupled-dot qubit

A model for measurement of the states in a coupled-dot qubit A model for measurement of the states in a oupled-dot qubit H B Sun and H M Wiseman Centre for Quantum Computer Tehnology Centre for Quantum Dynamis Griffith University Brisbane 4 QLD Australia E-mail:

More information

LOAD-RATIO DEPENDENCE ON FATIGUE LIFE OF COMPOSITES

LOAD-RATIO DEPENDENCE ON FATIGUE LIFE OF COMPOSITES LOAD-RATIO DEPENDENCE ON FATIGUE LIFE OF COMPOSITES Joakim Shön 1 and Anders F. Blom 1, 1 Strutures Department, The Aeronautial Researh Institute of Sweden Box 1101, SE-161 11 Bromma, Sweden Department

More information

IMPEDANCE EFFECTS OF LEFT TURNERS FROM THE MAJOR STREET AT A TWSC INTERSECTION

IMPEDANCE EFFECTS OF LEFT TURNERS FROM THE MAJOR STREET AT A TWSC INTERSECTION 09-1289 Citation: Brilon, W. (2009): Impedane Effets of Left Turners from the Major Street at A TWSC Intersetion. Transportation Researh Reord Nr. 2130, pp. 2-8 IMPEDANCE EFFECTS OF LEFT TURNERS FROM THE

More information

A Queueing Model for Call Blending in Call Centers

A Queueing Model for Call Blending in Call Centers A Queueing Model for Call Blending in Call Centers Sandjai Bhulai and Ger Koole Vrije Universiteit Amsterdam Faulty of Sienes De Boelelaan 1081a 1081 HV Amsterdam The Netherlands E-mail: {sbhulai, koole}@s.vu.nl

More information

Maximum entropy generation rate in a heat exchanger at constant inlet parameters

Maximum entropy generation rate in a heat exchanger at constant inlet parameters Maximum entroy generation rate in a heat exhanger at onstant inlet arameters Rafał LASKOWSKI, Maiej JAWORSKI Online: htt://www.jmee.tu.koszalin.l/download_artile/jmee_7 7986.df Cite this artile as: Laskowski

More information

Collinear Equilibrium Points in the Relativistic R3BP when the Bigger Primary is a Triaxial Rigid Body Nakone Bello 1,a and Aminu Abubakar Hussain 2,b

Collinear Equilibrium Points in the Relativistic R3BP when the Bigger Primary is a Triaxial Rigid Body Nakone Bello 1,a and Aminu Abubakar Hussain 2,b International Frontier Siene Letters Submitted: 6-- ISSN: 9-8, Vol., pp -6 Aepted: -- doi:.8/www.sipress.om/ifsl.. Online: --8 SiPress Ltd., Switzerland Collinear Equilibrium Points in the Relativisti

More information

Fig Review of Granta-gravel

Fig Review of Granta-gravel 0 Conlusion 0. Sope We have introdued the new ritial state onept among older onepts of lassial soil mehanis, but it would be wrong to leave any impression at the end of this book that the new onept merely

More information

Optimal Control of Air Pollution

Optimal Control of Air Pollution Punjab University Journal of Mathematis (ISSN 1016-2526) Vol. 49(1)(2017) pp. 139-148 Optimal Control of Air Pollution Y. O. Aderinto and O. M. Bamigbola Mathematis Department, University of Ilorin, Ilorin,

More information

Sensitivity Analysis in Markov Networks

Sensitivity Analysis in Markov Networks Sensitivity Analysis in Markov Networks Hei Chan and Adnan Darwihe Computer Siene Department University of California, Los Angeles Los Angeles, CA 90095 {hei,darwihe}@s.ula.edu Abstrat This paper explores

More information

Lyapunov Exponents of Second Order Linear Systems

Lyapunov Exponents of Second Order Linear Systems Reent Researhes in Computational Intelligene and Information Seurity Lyapunov Exponents of Seond Order Linear Systems ADAM CZORNIK and ALEKSANDER NAWRAT Department of Automati Control Silesian Tehnial

More information

INTUITIONISTIC FUZZY SOFT MATRIX THEORY IN MEDICAL DIAGNOSIS USING MAX-MIN AVERAGE COMPOSITION METHOD

INTUITIONISTIC FUZZY SOFT MATRIX THEORY IN MEDICAL DIAGNOSIS USING MAX-MIN AVERAGE COMPOSITION METHOD Journal of Theoretial and lied Information Tehnology 10 th Setember 014. Vol. 67 No.1 005-014 JTIT & LLS. ll rights reserved. ISSN: 199-8645 www.atit.org E-ISSN: 1817-3195 INTUITIONISTI FUZZY SOFT MTRIX

More information

3 Tidal systems modelling: ASMITA model

3 Tidal systems modelling: ASMITA model 3 Tidal systems modelling: ASMITA model 3.1 Introdution For many pratial appliations, simulation and predition of oastal behaviour (morphologial development of shorefae, beahes and dunes) at a ertain level

More information

IN-PLANE VIBRATIONS OF CURVED BEAMS WITH VARIABLE CROSS-SECTIONS CARRYING ADDITIONAL MASS

IN-PLANE VIBRATIONS OF CURVED BEAMS WITH VARIABLE CROSS-SECTIONS CARRYING ADDITIONAL MASS 11 th International Conferene on Vibration Problems Z. Dimitrovová et al. (eds.) Lisbon, Portugal, 9-1 September 013 IN-PLANE VIBRATIONS OF CURVED BEAMS WITH VARIABLE CROSS-SECTIONS CARRYING ADDITIONAL

More information

Model Predictive Control of a Nonlinear System with Known Scheduling Variable

Model Predictive Control of a Nonlinear System with Known Scheduling Variable Proeedings of the 17th Nordi Proess Control Worshop Tehnial University of Denmar, Kgs Lyngby, Denmar Model Preditive Control of a Nonlinear System with Known Sheduling Variable Mahmood Mirzaei Niels Kjølstad

More information

THE EFFECT OF CONSOLIDATION RATIOS ON DYNAMIC SHEAR MODULUS OF SOIL

THE EFFECT OF CONSOLIDATION RATIOS ON DYNAMIC SHEAR MODULUS OF SOIL Otober 12-17, 28, Beijing, China THE EFFECT OF CONSOLIDATION RATIOS ON DYNAMIC SHEAR MODULUS OF SOIL J. Sun 1 and X.M. Yuan 2 1 Assoiate Professor, Institute of Civil Engineering, Heilongjiang University,

More information

Design of a low power 12bit SAR ADC with self calibration

Design of a low power 12bit SAR ADC with self calibration International Journal of Engeerg Inventions e-issn: 2278-746, -ISSN: 239-9 olume 6, Issue 3 (Marh. 206) : 22-27 Design of a low ower 2bit SAR AD with self alibration Wang Jun, Zuo Yan 2 Shool of Eletronis

More information

Thermal Power Density Barriers of Converter Systems

Thermal Power Density Barriers of Converter Systems Thermal Power Density Barriers of Converter Systems Uwe DOFENIK and Johann W. KOLA Power Eletroni Systems Laboratory (PES ETH Zurih ETH-Zentrum / ETL H CH-89 Zurih Switzerland Phone: +4--6-467 Fax: +4--6-

More information

Heat propagation and stability in a small high T superconductor. coil

Heat propagation and stability in a small high T superconductor. coil Ž. Physia C 310 1998 372 376 Heat propagation and stability in a small high T superondutor oil T. Kiss a,), V.S. Vysotsky a, H. Yuge a, H. Saho a, Yu.A. Ilyin a, M. Takeo a, K. Watanabe b, F. Irie a Graduate

More information

Advances in Radio Science

Advances in Radio Science Advanes in adio Siene 2003) 1: 99 104 Copernius GmbH 2003 Advanes in adio Siene A hybrid method ombining the FDTD and a time domain boundary-integral equation marhing-on-in-time algorithm A Beker and V

More information

EFFECTS OF COUPLE STRESSES ON PURE SQUEEZE EHL MOTION OF CIRCULAR CONTACTS

EFFECTS OF COUPLE STRESSES ON PURE SQUEEZE EHL MOTION OF CIRCULAR CONTACTS -Tehnial Note- EFFECTS OF COUPLE STRESSES ON PURE SQUEEZE EHL MOTION OF CIRCULAR CONTACTS H.-M. Chu * W.-L. Li ** Department of Mehanial Engineering Yung-Ta Institute of Tehnology & Commere Ping-Tung,

More information

Flow Characteristics of High-Pressure Hydrogen Gas in the Critical Nozzle

Flow Characteristics of High-Pressure Hydrogen Gas in the Critical Nozzle Flow Charateristis of High-Pressure Hydrogen Gas in the Critial Nozzle Shigeru MATSUO *1, Soihiro KOYAMA *2, Junji NAGAO *3 and Toshiaki SETOGUCHI *4 *1 Saga University, Det. of Mehanial Engineering, 1

More information

QCLAS Sensor for Purity Monitoring in Medical Gas Supply Lines

QCLAS Sensor for Purity Monitoring in Medical Gas Supply Lines DOI.56/sensoren6/P3. QLAS Sensor for Purity Monitoring in Medial Gas Supply Lines Henrik Zimmermann, Mathias Wiese, Alessandro Ragnoni neoplas ontrol GmbH, Walther-Rathenau-Str. 49a, 7489 Greifswald, Germany

More information

FACTS device allocation for Transmission Congestion Management in Deregulated Power Market

FACTS device allocation for Transmission Congestion Management in Deregulated Power Market FACTS devie alloation for Transmission Congestion Management in Deregulated Power Market Dipak S.Yeole 1, Dr.P.K.Katti 1 Department of Eletrial Engineering, Dr.Basaheb Ambedkar Tehnologial University,

More information

Anelastic MHD Equations : Theory

Anelastic MHD Equations : Theory Anelasti MHD Equations : Theory Abhishek Kr. Srivastava Armagh Observatory Northern Ireland Different zones of the Sun Comlex magneti field is the key behind all tyes of solar ativity and formation of

More information