Cooperative Search Environment

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Cooperative Search Environment is a Python library enabling simulation and training of multiple agents in cooperative search tasks. It supports partial observability, dynamic communication topologies, customizable reward functions, and integrates with gym-compatible RL frameworks for efficient MARL experimentation.
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Cooperative Search Environment

Cooperative Search Environment

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Cooperative Search Environment
Cooperative Search Environment is a Python library enabling simulation and training of multiple agents in cooperative search tasks. It supports partial observability, dynamic communication topologies, customizable reward functions, and integrates with gym-compatible RL frameworks for efficient MARL experimentation.
Added on:
Social & Email:
Platform:
May 02 2025
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What is Cooperative Search Environment?

Cooperative Search Environment provides a flexible, gym-compatible multi-agent reinforcement learning environment tailored for cooperative search tasks in both discrete grid and continuous spaces. Agents operate under partial observability and can share information based on customizable communication topologies. The framework supports predefined scenarios like search-and-rescue, dynamic target tracking, and collaborative mapping, with APIs to define custom environments and reward structures. It integrates seamlessly with popular RL libraries such as Stable Baselines3 and Ray RLlib, includes logging utilities for performance analysis, and offers built-in visualization tools for real-time monitoring. Researchers can adjust grid sizes, agent counts, sensor ranges, and reward sharing mechanisms to evaluate coordination strategies and benchmark new algorithms effectively.

Who will use Cooperative Search Environment?

  • Multi-agent RL researchers
  • AI developers
  • Academic instructors
  • Graduate students

How to use the Cooperative Search Environment?

  • Step1: Clone the repository or install via pip
  • Step2: Import the CooperativeSearchEnv module in Python
  • Step3: Register the environment with the gym API
  • Step4: Configure scenario parameters (grid size, targets, communication)
  • Step5: Train agents using an RL framework (e.g., Stable Baselines3 or Ray RLlib)
  • Step6: Monitor training and visualize agent behaviors using built-in tools

Platform

  • mac
  • windows
  • linux

Cooperative Search Environment's Core Features & Benefits

The Core Features

  • Gym-compatible multi-agent environment
  • Configurable grid-based and continuous scenarios
  • Partial observability and customizable communication topologies
  • Customizable reward sharing mechanisms
  • Integration with Stable Baselines3 and Ray RLlib

The Benefits

  • Facilitates cooperative MARL research
  • Highly customizable and extensible
  • Lightweight Python implementation
  • Easy integration with existing workflows
  • Includes visualization and logging tools

Cooperative Search Environment's Main Use Cases & Applications

  • Search and rescue simulation studies
  • Cooperative target detection research
  • Team coordination algorithm benchmarking
  • Curriculum learning experiments in MARL

FAQs of Cooperative Search Environment

Cooperative Search Environment Company Information

Cooperative Search Environment Reviews

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Do You Recommend Cooperative Search Environment? Leave a Comment Below!

Cooperative Search Environment's Main Competitors and alternatives?

  • OpenAI Multi-Agent Particle Environment
  • PettingZoo MARL environments
  • MAgent
  • Ray RLlib multi-agent

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