메뉴 건너뛰기




Volumn 43, Issue 6, 2013, Pages 1440-1450

A UKF-based predictable SVR learning controller for biped walking

Author keywords

Biped robot; Gait control; Learning control; State prediction; Support vector regression (SVR); Unscented Kalman filter (UKF)

Indexed keywords

KALMAN FILTERS; ROBOTS; SUPPORT VECTOR REGRESSION;

EID: 84897026343     PISSN: 10834427     EISSN: 21682232     Source Type: Journal    
DOI: 10.1109/TSMC.2013.2242887     Document Type: Article
Times cited : (30)

References (40)
  • 1
    • 79957534331 scopus 로고    scopus 로고
    • Walking motion generation, synthesis, and control for biped robot by using PGRL, LPI, and fuzzy logic
    • Jun
    • T. H. S. Li, Y. T. Su, S. W. Lai, and J.-J. Hu, "Walking motion generation, synthesis, and control for biped robot by using PGRL, LPI, and fuzzy logic," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 41, no. 3, pp. 736-748, Jun. 2011.
    • IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.41 , Issue.3 , pp. 736-748
    • Li, T.H.S.1    Su, Y.T.2    Lai, S.W.3    Hu, J.-J.4
  • 2
    • 84860202919 scopus 로고    scopus 로고
    • Stabilization of periodic orbits for planar walking with noninstantaneous doublesupport phase
    • May
    • K. A. Hamed, N. Sadati, W. A. Gruver, and G. A. Dumont, "Stabilization of periodic orbits for planar walking with noninstantaneous doublesupport phase," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 42, no. 3, pp. 685-706, May 2012 .
    • (2012) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.42 , Issue.3 , pp. 685-706
    • Hamed, K.A.1    Sadati, N.2    Gruver, W.A.3    Dumont, G.A.4
  • 3
    • 84862552621 scopus 로고    scopus 로고
    • Walking to grasp: Modeling of human movements as invariants and an application to humanoid robotics
    • Jul
    • M. Sreenivasa, P. Soueres, and J. Laumond, "Walking to grasp: Modeling of human movements as invariants and an application to humanoid robotics," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 42, no. 4, pp. 880-893, Jul. 2012.
    • (2012) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.42 , Issue.4 , pp. 880-893
    • Sreenivasa, M.1    Soueres, P.2    Laumond, J.3
  • 4
    • 4444353664 scopus 로고    scopus 로고
    • Forces acting on a biped robot. Center of pressure-zero moment point
    • Sep
    • P. Sardain and G. Bessonnet, "Forces acting on a biped robot. Center of pressure-zero moment point," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 34, no. 5, pp. 630-637, Sep. 2004.
    • (2004) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.34 , pp. 630-637
    • Sardain, P.1    Bessonnet, G.2
  • 5
    • 77953230060 scopus 로고    scopus 로고
    • Compliant control of multicontact and center-of-mass behaviors in humanoid robots
    • Jun
    • L. Sentis, J. Park, and O. Khatib, "Compliant control of multicontact and center-of-mass behaviors in humanoid robots," IEEE Trans. Robot., vol. 26, no. 3, pp. 483-501, Jun. 2010.
    • (2010) IEEE Trans. Robot. , vol.26 , Issue.3 , pp. 483-501
    • Sentis, L.1    Park, J.2    Khatib, O.3
  • 6
    • 79952685066 scopus 로고    scopus 로고
    • Walking trajectory planning on stairs using virtual slope for biped robots
    • Apr
    • T. Sato, S. Sakaino, E. Ohashi, and K. Ohnishi, "Walking trajectory planning on stairs using virtual slope for biped robots," IEEE Trans. Ind. Electron., vol. 58, no. 4, pp. 1385-1396, Apr. 2011.
    • IEEE Trans. Ind. Electron. , vol.58 , Issue.4 , pp. 1385-1396
    • Sato, T.1    Sakaino, S.2    Ohashi, E.3    Ohnishi, K.4
  • 7
    • 4444378214 scopus 로고    scopus 로고
    • Zero moment point-measurements from a human walker wearing robot feet as shoes
    • Sep
    • P. Sardain and G. Bessonnet, "Zero moment point-measurements from a human walker wearing robot feet as shoes," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 34, no. 5, pp. 638-648, Sep. 2004.
    • (2004) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.34 , pp. 638-648
    • Sardain, P.1    Bessonnet, G.2
  • 8
    • 79951669838 scopus 로고    scopus 로고
    • Generation of bipedal walking through interactions among the robot dynamics, the oscillator dynamics, and the environment: Stability characteristics of a five-link planar biped robot
    • Feb
    • S. Aoi and K. Tsuchiya, "Generation of bipedal walking through interactions among the robot dynamics, the oscillator dynamics, and the environment: Stability characteristics of a five-link planar biped robot," Auton. Robots, vol. 30, no. 2, pp. 123-141, Feb. 2011.
    • Auton. Robots , vol.30 , Issue.2 , pp. 123-141
    • Aoi, S.1    Tsuchiya, K.2
  • 10
    • 13844306287 scopus 로고    scopus 로고
    • Efficient bipedal robots based on passive-dynamic walkers
    • DOI 10.1126/science.1107799
    • S. Collins, A. Ruina, R. Tedrake, and M. Wisse, "Efficient bipedal robots based on passive dynamic walkers," Science, vol. 307, no. 5712, pp. 1082- 1085, Feb. 2005. (Pubitemid 40262108)
    • (2005) Science , vol.307 , pp. 1082-1085
    • Collins, S.1    Ruina, A.2    Tedrake, R.3    Wisse, M.4
  • 11
  • 12
    • 40949123394 scopus 로고    scopus 로고
    • Learning biped locomotion - Application of Poincare-map-based reinforcement learning
    • Jun
    • J. Morimoto and C. G. Atkeson, "Learning biped locomotion - Application of Poincare-map-based reinforcement learning," IEEE Robot. Autom. Mag., vol. 14, no. 2, pp. 41-51, Jun. 2007.
    • (2007) IEEE Robot. Autom. Mag. , vol.14 , Issue.2 , pp. 41-51
    • Morimoto, J.1    Atkeson, C.G.2
  • 13
    • 38649142135 scopus 로고    scopus 로고
    • Learning CPG-based biped locomotion with a policy gradient method: Application to a humanoid robot
    • DOI 10.1177/0278364907084980
    • G. Endo, J. Morimoto, T. Matsubara, J. Nakanishi, and G. Cheng, "Learning CPG-based biped locomotion with a policy gradient method: Application to a humanoid robot," Int. J. Robot. Res., vol. 27, no. 2, pp. 213-228, Feb. 2008. (Pubitemid 351169715)
    • (2008) International Journal of Robotics Research , vol.27 , Issue.2 , pp. 213-228
    • Endo, G.1    Morimoto, J.2    Matsubara, T.3    Nakanishi, J.4    Cheng, G.5
  • 14
    • 0034246566 scopus 로고    scopus 로고
    • Fuzzy neural network approaches for robotic gait synthesis
    • Aug
    • J. G. Juang, "Fuzzy neural network approaches for robotic gait synthesis," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 30, no. 4, pp. 594-601, Aug. 2000.
    • (2000) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.30 , Issue.4 , pp. 594-601
    • Juang, J.G.1
  • 15
    • 78649998184 scopus 로고    scopus 로고
    • Real time implementation of CTRNN and BPTT algorithm to learn on-line biped robot balance: Experiments on the standing posture
    • P. Henaff, V. Scesa, F. B. Ouezdou, and O. Bruneau, "Real time implementation of CTRNN and BPTT algorithm to learn on-line biped robot balance: Experiments on the standing posture," Control Eng. Pract., vol. 19, no. 1, pp. 89-99, 2011.
    • Control Eng. Pract. , vol.19 , Issue.1 , pp. 89-99
    • Henaff, P.1    Scesa, V.2    Ouezdou, F.B.3    Bruneau, O.4
  • 16
    • 72149089300 scopus 로고    scopus 로고
    • SVR versus neuralfuzzy network controllers for the sagittal balance of a biped robot
    • Dec
    • J. P. Ferreira, M. M. Crisostomo, and A. P. Coimbra, "SVR versus neuralfuzzy network controllers for the sagittal balance of a biped robot," IEEE Trans. Neural Netw., vol. 20, no. 12, pp. 1885-1897, Dec. 2009.
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.12 , pp. 1885-1897
    • Ferreira, J.P.1    Crisostomo, M.M.2    Coimbra, A.P.3
  • 17
    • 0032787485 scopus 로고    scopus 로고
    • Internal models for motor control and trajectory planning
    • Dec
    • M. Kawato, "Internal models for motor control and trajectory planning," Curr. Opin. Neurobiol., vol. 9, no. 6, pp. 718-727, Dec. 1999.
    • (1999) Curr. Opin. Neurobiol. , vol.9 , Issue.6 , pp. 718-727
    • Kawato, M.1
  • 18
    • 33750202792 scopus 로고    scopus 로고
    • Sensor data fusion for body state estimation in a hexapod robot with dynamical gaits
    • DOI 10.1109/TRO.2006.878954
    • P. C. Lin, H. Komsuoglu, and D. E. Koditschek, "Sensor data fusion for body state estimation in a hexapod robot with dynamical gaits," IEEE Trans. Robot., vol. 22, no. 5, pp. 932-943, Oct. 2006. (Pubitemid 44604860)
    • (2006) IEEE Transactions on Robotics , vol.22 , pp. 932-943
    • Lin, P.-C.1    Komsuoglu, H.2    Koditschek, D.E.3
  • 19
    • 27744587354 scopus 로고    scopus 로고
    • Extended Kalman filter-based sensor fusion for operational space control of a robot arm
    • Dec
    • R. Jassemi-Zargani and D. Necsulescu, "Extended Kalman filter-based sensor fusion for operational space control of a robot arm," IEEE Trans. Instrum. Meas., vol. 51, no. 6, pp. 1279-1282, Dec. 2002.
    • (2002) IEEE Trans. Instrum. Meas. , vol.51 , Issue.6 , pp. 1279-1282
    • Jassemi-Zargani, R.1    Necsulescu, D.2
  • 20
    • 78149258080 scopus 로고    scopus 로고
    • A real-time stereo depth extraction hardware for intelligent home assistant robot
    • Aug
    • D. S. Kim, S. S. Lee, and B. H. Choi, "A real-time stereo depth extraction hardware for intelligent home assistant robot," IEEE Trans. Consum. Electron., vol. 56, no. 3, pp. 1782-1788, Aug. 2010.
    • (2010) IEEE Trans. Consum. Electron. , vol.56 , Issue.3 , pp. 1782-1788
    • Kim, D.S.1    Lee, S.S.2    Choi, B.H.3
  • 21
    • 77949776001 scopus 로고    scopus 로고
    • Impedance learning for robotic contact tasks using natural actor-critic algorithm
    • Apr
    • K. Byungchan, P. Jooyoung, P. Shinsuk, and K. Sungchul, "Impedance learning for robotic contact tasks using natural actor-critic algorithm," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 2, pp. 433-443, Apr. 2010.
    • (2010) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.40 , Issue.2 , pp. 433-443
    • Byungchan, K.1    Jooyoung, P.2    Shinsuk, P.3    Sungchul, K.4
  • 22
    • 70349333857 scopus 로고    scopus 로고
    • New entropy-based adaptive particle filter for mobile robot localization
    • G. H. Cen, N. Matsuhira, J. Hirokawa, H. Ogawa, and I. Hagiwara, "New entropy-based adaptive particle filter for mobile robot localization," Adv. Robot., vol. 23, no. 12/13, pp. 1761-1778, 2009.
    • (2009) Adv. Robot. , vol.23 , Issue.12-13 , pp. 1761-1778
    • Cen, G.H.1    Matsuhira, N.2    Hirokawa, J.3    Ogawa, H.4    Hagiwara, I.5
  • 23
    • 61549095815 scopus 로고    scopus 로고
    • Multisensor-based human detection and tracking for mobile service robots
    • Feb
    • N. Bellotto and H. S. Hu, "Multisensor-based human detection and tracking for mobile service robots," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 39, no. 1, pp. 167-181, Feb. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.39 , Issue.1 , pp. 167-181
    • Bellotto, N.1    Hu, H.S.2
  • 24
    • 67349245013 scopus 로고    scopus 로고
    • An O(N-2) square root unscented Kalman filter for visual simultaneous localization and mapping
    • Jul
    • S. A. Holmes, G. Klein, and D. W. Murray, "An O(N-2) square root unscented Kalman filter for visual simultaneous localization and mapping," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 7, pp. 1251-1263, Jul. 2009.
    • (2009) IEEE Trans. Pattern Anal. Mach. Intell. , vol.31 , Issue.7 , pp. 1251-1263
    • Holmes, S.A.1    Klein, G.2    Murray, D.W.3
  • 26
    • 67649598885 scopus 로고    scopus 로고
    • Cubature Kalman filters
    • Jun
    • I. Arasaratnam and S. Haykin, "Cubature Kalman filters," IEEE Trans. Autom. Control, vol. 54, no. 6, pp. 1254-1269, Jun. 2009.
    • (2009) IEEE Trans. Autom. Control , vol.54 , Issue.6 , pp. 1254-1269
    • Arasaratnam, I.1    Haykin, S.2
  • 27
    • 77956781868 scopus 로고    scopus 로고
    • Cubature Kalman filtering for continuous-discrete systems: Theory and simulations
    • Oct
    • I. Arasaratnam, S. Haykin, and T. R. Hurd, "Cubature Kalman filtering for continuous-discrete systems: Theory and simulations," IEEE Trans. Signal Process., vol. 58, no. 10, pp. 4977-4993, Oct. 2010.
    • (2010) IEEE Trans. Signal Process. , vol.58 , Issue.10 , pp. 4977-4993
    • Arasaratnam, I.1    Haykin, S.2    Hurd, T.R.3
  • 28
    • 84862977167 scopus 로고    scopus 로고
    • Location of mobile station with maneuvers using an IMM-based cubature Kalman filter
    • Nov
    • W. Li and Y. Jia, "Location of mobile station with maneuvers using an IMM-based cubature Kalman filter," IEEE Trans. Ind. Electron., vol. 59, no. 11, pp. 4338-4348, Nov. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.59 , Issue.11 , pp. 4338-4348
    • Li, W.1    Jia, Y.2
  • 29
    • 84871743568 scopus 로고    scopus 로고
    • Transformed unscented Kalman filter
    • Jan
    • L. Chang, B. Hu, A. Li, and F. Qin, "Transformed unscented Kalman filter," IEEE Trans. Autom. Control, vol. 59, no. 1, pp. 252-257, Jan. 2013.
    • (2013) IEEE Trans. Autom. Control , vol.59 , Issue.1 , pp. 252-257
    • Chang, L.1    Hu, B.2    Li, A.3    Qin, F.4
  • 30
    • 80052751526 scopus 로고    scopus 로고
    • Cubature Kalman smoothers
    • Oct
    • I. Arasaratnam and S. Haykin, "Cubature Kalman smoothers," Automatica, vol. 47, no. 10, pp. 2245-2250, Oct. 2011.
    • Automatica , vol.47 , Issue.10 , pp. 2245-2250
    • Arasaratnam, I.1    Haykin, S.2
  • 33
    • 84899104200 scopus 로고    scopus 로고
    • Balance control of a biped robot using the ZMP state prediction by the Kalman estimator
    • Palmerston North, New Zealand
    • S. Park, Y. Han, and H. Hahn, "Balance control of a biped robot using the ZMP state prediction by the Kalman estimator," in Proc. 3rd ICARA, Palmerston North, New Zealand, 2006, pp. 183-188.
    • (2006) Proc. 3rd ICARA , pp. 183-188
    • Park, S.1    Han, Y.2    Hahn, H.3
  • 35
    • 27144551344 scopus 로고    scopus 로고
    • Sensory reflex control for humanoid walking
    • DOI 10.1109/TRO.2005.851381
    • Q. Huang and Y. Nakamura, "Sensory reflex control for humanoid walking," IEEE Trans. Robot., vol. 21, no. 5, pp. 977-984, Oct. 2005. (Pubitemid 41489347)
    • (2005) IEEE Transactions on Robotics , pp. 977-984
    • Huang, Q.1    Nakamura, Y.2
  • 38
    • 0032166140 scopus 로고    scopus 로고
    • Stable neural-network-based adaptive control for sampled-data nonlinear systems
    • Sep
    • F. C. Sun, Z. Q. Sun, and P. Y. Woo, "Stable neural-network-based adaptive control for sampled-data nonlinear systems," IEEE Trans. Neural Netw., vol. 9, no. 5, pp. 956-968, Sep. 1998.
    • (1998) IEEE Trans. Neural Netw. , vol.9 , pp. 956-968
    • Sun, F.C.1    Sun, Z.Q.2    Woo, P.Y.3
  • 40
    • 49149114060 scopus 로고    scopus 로고
    • Global convergence of SMO algorithm for support vector regression
    • Jun
    • N. Takahashi, J. Guo, and T. Nishi, "Global convergence of SMO algorithm for support vector regression," IEEE Trans. Neural Netw., vol. 19, no. 6, pp. 971-982, Jun. 2008.
    • (2008) IEEE Trans. Neural Netw. , vol.19 , Issue.6 , pp. 971-982
    • Takahashi, N.1    Guo, J.2    Nishi, T.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.