A survey of optimization-based task and motion planning: From classical to learning approaches

Z Zhao, S Cheng, Y Ding, Z Zhou… - IEEE/ASME …, 2024 - ieeexplore.ieee.org
Task and motion planning (TAMP) integrates high-level task planning and low-level motion
planning to equip robots with the autonomy to effectively reason over long-horizon, dynamic …

[HTML][HTML] Enabling robustness to failure with modular field robots

T Cordie, J Roberts, M Dunbabin… - Frontiers in Robotics …, 2024 - frontiersin.org
Actuator failure on a remotely deployed robot results in decreased efficiency or even renders
it inoperable. Robustness to these failures will become critical as robots are required to be …

Operating with Inaccurate Models by Integrating Control-Level Discrepancy Information into Planning

E Ratner, CJ Tomlin… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Typical robotic systems rely on models for planning. Therefore, the quality of the robot's
behavior is heavily dependent on how accurately the model can predict the outcome of the …

Task and Motion Planning for Execution in the Real

T Pan, R Shome, LE Kavraki - arXiv preprint arXiv:2406.03641, 2024 - arxiv.org
Task and motion planning represents a powerful set of hybrid planning methods that
combine reasoning over discrete task domains and continuous motion generation …

Learning Feasibility and Cost to Guide TAMP

C Bradley, N Roy - International Symposium on Experimental Robotics, 2023 - Springer
Recent work in Task and Motion Planning (TAMP) has enabled a new class of algorithms
that can better take advantage of off-the-shelf samplers and solvers to find solutions to sub …

Learning to Guide Search in Long-Horizon Task and Motion Planning

CP Bradley, N Roy - CoRL 2022 Workshop on Learning, Perception …, 2022 - openreview.net
Recent work in Task and Motion Planning (TAMP) has enabled a new class of algorithms to
better take advantage of off-the-shelf black-box samplers and solvers to find plans. However …

[PDF][PDF] Towards Scalable and Robust Integrated Task and Motion Planning in the Real World

T Pan - 2024 - repository.rice.edu
Future robotic deployments will require multiple heterogeneous robots to be sent to different
places, solving various complex tasks over long horizons. The robots must have the ability to …

[图书][B] Robot Planning and Execution with Unreliable Models

EM Ratner - 2022 - search.proquest.com
Many modern robotic systems rely on models to complete their tasks. A model captures all
aspects of the environment relevant to the robot, and enables the robot to predict the result …