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Showing 1 to 5 of 5 for “"Sampling-based Planning"”.

  1. Learning Probabilistic Generative Models For Fast Sampling-Based Planning

    … and efficiency in high dimensional space, sampling-based motion planners have been gaining interest for robotic manipulation in recent years. We present several new learning approaches using probabilistic generative models for fast sampling-based planning. First, we propose fast collision …

    penn Repository record for Learning Probabilistic Generative Models For Fast Sampling-Based Planning (opens in a new tab)

  2. Sampling and Searching Methods for Practical Motion Planning Algorithms

    In its original conception, the motion planning problem considered the search of a robot path from an initial to a goal configuration. The study of motion planning has advanced significantly in recent years, in large part due to the development of highly successful sampling and searching …

    uiuc Repository record for Sampling and Searching Methods for Practical Motion Planning Algorithms (opens in a new tab)

  3. Efficient Learning and Inference for High-dimensional Lagrangian Systems

    … of these methods to high-dimensional motion planning. Algorithms are given to learn and exploit the struc- ture of holonomic motion planning problems effectively via spectral analysis and iterative dynamic programming, admitting solutions to problems of unprecedented dimension com- pared to …

    penn Repository record for Efficient Learning and Inference for High-dimensional Lagrangian Systems (opens in a new tab)

  4. Proving infeasibility in motion planning

    Motion planning is a fundamental problem in robotics that has received a lot of attention. The motion planning problem is NP-complete, but previous works in motion planning have been very successful in efficiently finding a valid path in motion planning problems. One class of solutions for solving …

    colo-mines Repository record for Proving infeasibility in motion planning (opens in a new tab)

  5. Rapid, assured planning for safe operation of integrated power, propulsion, and thermal systems

    Submission original under an indefinite embargo labeled 'Open Access'. The submission was exported from vireo on 2024-09-16 without embargo terms

    uiuc Repository record for Rapid, assured planning for safe operation of integrated power, propulsion, and thermal systems (opens in a new tab)