MuJoCo, short for Multi-Joint dynamics with Contact, is a general purpose physics engine that is tailored to scientific use cases such as robotics, biomechanics and machine learning. It was first described in 2012 in a paper by Emanuel Todorov, Tom Erez, and Yuval Tassa, and later commercialized under Roboti LLC. According to a Google Scholar search, as of April 2024 the original publication has been cited 5329 times, and the MuJoCo engine 9250 times. It was described by Zhao and Queralta in their review as one of "the most widely used simulators in the literature".
MuJoCo was acquired by Google DeepMind in October 2021 and open-sourced under the Apache 2.0 license in May 2022. Parts of the Deepmind control suite are powered by the MuJoCo engine.
See also
External links
- mujoco on GitHub
- Official Documentation
- https://gymnasium.farama.org/environments/mujoco/
- https://www.therobotreport.com/mujoco-3-simulator-a-result-of-unified-efforts-at-google/
References
Todorov, Emanuel; Erez, Tom; Tassa, Yuval (2012). MuJoCo: A physics engine for model-based control. pp. 5026–5033. doi:10.1109/IROS.2012.6386109. ISBN 978-1-4673-1736-8. Retrieved 2023-12-07. 978-1-4673-1736-8 ↩
Mujoco: A physics engine for model-based control search. "Google Scholar". scholar.google.com.au. Retrieved 2024-04-03. https://scholar.google.com.au/scholar?cites=13956444606217623829&as_sdt=2005&sciodt=0,5 ↩
MuJoCo search. "Google Scholar". scholar.google.com.au. Retrieved 2024-04-03. https://scholar.google.com.au/scholar?hl=en&as_sdt=0,5&q=mujoco&btnG= ↩
Zhao, Wenshuai; Queralta, Jorge Pena; Westerlund, Tomi (2020). "Sim-to-Real Transfer in Deep Reinforcement Learning for Robotics: A Survey". 2020 IEEE Symposium Series on Computational Intelligence (SSCI). IEEE. pp. 737–744. arXiv:2009.13303. doi:10.1109/ssci47803.2020.9308468. ISBN 978-1-7281-2547-3. 978-1-7281-2547-3 ↩
"Open-sourcing MuJoCo". Google DeepMind. 2022-05-23. Retrieved 2023-12-07. https://deepmind.google/discover/blog/open-sourcing-mujoco/ ↩
Tassa, Yuval; Doron, Yotam; Muldal, Alistair; Erez, Tom; Li, Yazhe; Casas, Diego de Las; Budden, David; Abdolmaleki, Abbas; Merel, Josh (2018-01-02), DeepMind Control Suite, arXiv:1801.00690 /wiki/ArXiv_(identifier) ↩