dm_control: Software and tasks for continuous control
The dm_control software package is a collection of Python libraries and task suites for reinforcement learning agents in an articulated-body simulation. Infrastructure includes a wrapper for the MuJoCo physics engine and libraries for procedural model manipulation and task authoring. Task suites inc...
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Veröffentlicht in: | Software impacts 2020-11, Vol.6, p.100022, Article 100022 |
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Hauptverfasser: | , , , , , , , , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | The dm_control software package is a collection of Python libraries and task suites for reinforcement learning agents in an articulated-body simulation. Infrastructure includes a wrapper for the MuJoCo physics engine and libraries for procedural model manipulation and task authoring. Task suites include the Control Suite, a set of standardized tasks intended to serve as performance benchmarks, a locomotion framework and task families, and a set of manipulation tasks with a robot arm and snap-together bricks. An adjunct tech report and interactive tutorial are also provided. |
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ISSN: | 2665-9638 2665-9638 |
DOI: | 10.1016/j.simpa.2020.100022 |