Evolving Gaits for Legged Robots: Neural Networks with Geometric Patterns Perform Better




Rating is available when the video has been rented.
This feature is not available right now. Please try again later.
Published on Oct 20, 2012

Neural networks evolved to produce gaits for legged robots. The use of the HyperNEAT generative encoding produces geometric patterns (regularities) in the neural wiring of the evolved brains, which improves performance by producing coordinated, regular leg movements.

Visit JeffClune.com for more information, including the publications that describe this research. A video describing how this work was done is here: http://www.youtube.com/watch?v=Tx1G4B...

Evolving artificial neural networks (ANNs) and gaits for robots are difficult, time-consuming tasks for engineers, making them suitable for evolutionary algorithms (aka genetic algorithms). Generative encodings (aka indirect and developmental encodings) perform better than direct encodings by producing neural regularities that result in behavioral regularities.

• Clune J, Stanley KO, Pennock RT, Ofria C (2011) On the performance of indirect encoding across the continuum of regularity. IEEE Transactions on Evolutionary Computation. 15(3): 346-367.
• Clune J, Beckmann BE, Ofria C, and Pennock RT (2009) Evolving coordinated quadruped gaits with the HyperNEAT generative encoding. Proceedings of the IEEE Congress on Evolutionary Computing. 2762-2771.
• Yosinski J, Clune J, Hidalgo D, Nguyen S, Cristobal Zagal J, Lipson H (2011) Evolving robot gaits in hardware: the HyperNEAT generative encoding vs. parameter optimization. Proceedings of the European Conference on Artificial Life. 890-897.
• Lee S, Yosinski J, Glette K, Lipson H, Clune J (2013) Evolving robot gaits for physical robots with generative encodings: the benefits of simulation. In preparation.

Please contact Jeff Clune by visiting the Contact page at http://JeffClune.com

  • Category

  • Song

  • Artist

    • Clap Your Hands Say Yeah
  • Album

    • Clap Your Hands Say Yeah
  • Licensed to YouTube by

    • The Orchard Music, [Merlin] PIAS (on behalf of V2 Cooperative Music); ASCAP, LatinAutor, UBEM, and 3 Music Rights Societies


When autoplay is enabled, a suggested video will automatically play next.

Up next

to add this to Watch Later

Add to

Loading playlists...