Publications

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2012
J. Degrave, F. wyffels, T. Waegeman, P. - J. Kindermans, and B. Schrauwen, Applying morphological changes during the evolution of quadruped robots results in robust gaits, in Proceedings of the 21st Belgian-Dutch Conference on Machine Learning, 2012.
S. M. Khansari-Zadeh and A. Billard, A dynamical system approach to realtime obstacle avoidance, Autonomous Robots, vol. 32, pp. 433-454, 2012.
S. Kim and A. Billard, Estimating the non-linear dynamics of free-flying objects, Robotics and Autonomous Systems, p. –, 2012.
S. Kim and A. Billard, Estimating the non-linear dynamics of free-flying objects, Robotics and Autonomous Systems, vol. 60, p. 1108–-1122, 2012.
H. Dallali, P. Kormushev, Z. Li, and D. G. Caldwell, On Global Optimization of Walking Gaits for the Compliant Humanoid Robot, COMAN Using Reinforcement Learning, Journal of Cybernetics and Information Technologies, vol. vol. 12, no. 3, pp. pp. 39-52, 2012.
S. M. Khansari-Zadeh, K. Kronander, and A. Billard, Learning to Play Minigolf: A Dynamical System-based Approach, Advanced Robotics, 2012.
S. M. Khansari-Zadeh, K. Kronander, and A. Billard, Learning to Play Minigolf: A Dynamical System-based Approach, Advanced Robotics, 2012.
S. Mohammad Khansari-Zadeh and A. Billard, Realtime Avoidance of Fast Moving Objects: A Dynamical System-based Approach, in {E}lectronic proc. of the {W}orkshop on {R}obot {M}otion {P}lanning: {O}nline, {R}eactive, and in {R}eal-{T}ime, {I}nt. {C}onf. on {I}ntelligent {R}obots and {S}ystems ({IROS}), 2012.
P. - J. Kindermans, F. wyffels, K. Caluwaerts, B. Guns, and B. Schrauwen, Towards incorporation of hierarchical Bayesian models into evolution strategies for quadruped gait generation, in Proceedings of the 21st Belgian-Dutch Conference on Machine Learning, 2012.
2010
S. M. Khansari-Zadeh and A. Billard, {BM}: An Iterative Algorithm to Learn Stable Non-Linear Dynamical Systems with Gaussian Mixture Models, in Proceeding of the International Conference on Robotics and Automation (ICRA), 2010, pp. 2381-2388.
S. M. Khansari-Zadeh and A. Billard, Imitation Learning of Globally Stable Non-Linear Point-to-Point Robot Motions using Nonlinear Programming, in Proceeding of the 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2010, pp. 2676-2683.
S. Kim, E. Gribovskaya, and A. Billard, Learning motion dynamics to catch a moving object, in 10th IEEE-RAS International Conference on Humanoid Robots (Humanoids), Nashville, TN, 2010, pp. 106-111.

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