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Multi-Agent Planning Heuristics.pdf

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Preview of Multi-Agent Planning Heuristics
🔗 Source: cdn.aaai.org
📊 Size: 411 KB
👤 Author: Alejandro Torreno
⬇️ Downloads: 190

Summary

Global heuristics for distributed cooperative multi-agent planning are crucial for efficiency, but their application is challenging due to the difficulty of applying classical heuristics in distributed environments. Most existing multi-agent planning approaches use local search heuristics, but recent attempts have been made to use global heuristics. The success of global heuristics in multi-agent planning depends on proper selection and combination of heuristics for distributed environments. This work analyzes the benefits of global heuristics in multi-agent planning and studies how combining these functions can improve the efficiency of cooperative multi-agent planning systems. Two distributed heuristic functions, hDTG and hLand, are formalized and combined into a novel multi-heuristic approach, MH-FMAP, which improves the performance of the FMAP framework. Experimental results evaluate the two heuristics and the multi-heuristic approach on various domains adapted from the International Planning Competition to a multi-agent context.

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Description

Global heuristics for distributed cooperative multi-agent planning are crucial for efficiency, but their application is challenging due to the difficulty of...

Technical Information

  • File Format: PDF
  • File Size: 411 KB
  • Pages: 9
  • Language: EN
  • Author: Alejandro Torreno
  • Total Downloads: 190
  • Last Updated: 2 hours ago

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