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» Optimal Control with Adaptive Internal Dynamics Models
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IROS
2008
IEEE
191views Robotics» more  IROS 2008»
15 years 10 months ago
Local Gaussian process regression for real-time model-based robot control
— High performance and compliant robot control requires accurate dynamics models which cannot be obtained analytically for sufficiently complex robot systems. In such cases, mac...
Duy Nguyen-Tuong, Jan Peters
JIRS
2008
100views more  JIRS 2008»
15 years 4 months ago
Model-based Predictive Control of Hybrid Systems: A Probabilistic Neural-network Approach to Real-time Control
Abstract This paper proposes an approach for reducing the computational complexity of a model-predictive-control strategy for discrete-time hybrid systems with discrete inputs only...
Bostjan Potocnik, Gasper Music, Igor Skrjanc, Boru...
ICRA
2009
IEEE
98views Robotics» more  ICRA 2009»
15 years 10 months ago
Path following for an omnidirectional mobile robot based on model predictive control
— In this paper, the path following problem of an omnidirectional mobile robot has been studied. Given the error dynamic model derived from the robot state vector and the path st...
Kiattisin Kanjanawanishkul, Andreas Zell
CDC
2009
IEEE
170views Control Systems» more  CDC 2009»
15 years 8 months ago
Adaptive constraint-filtering method and its application to GPS positioning
—To deal with the estimation problem for systems subject to constraints while the corresponding noise processes are not completely known, the adaptive constraint-filtering method...
Tsai-Hsin Chang, Li-Sheng Wang, Fan-Ren Chang
IROS
2006
IEEE
217views Robotics» more  IROS 2006»
15 years 10 months ago
Active SLAM using Model Predictive Control and Attractor based Exploration
– Active SLAM poses the challenge for an autonomous robot to plan efficient paths simultaneous to the SLAM process. The uncertainties of the robot, map and sensor measurements, a...
Cindy Leung, Shoudong Huang, Gamini Dissanayake