GA-based NQueen Solver with 2APL Multi-Agent System

GA-based NQueen Solver with 2APL Multi-Agent System

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This AI agent framework combines 2APL multi-agent programming with genetic algorithms to orchestrate autonomous queen-placement agents that collaborate and evolve solutions to the classic N-Queen problem. Each agent represents a potential board configuration and applies genetic operations like selection, crossover, and mutation. The system iteratively improves configurations through agent interactions and fitness-based evolution, producing valid N-Queen solutions. Users can customize population size, crossover rate, mutation parameters, and agent policies.
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May 14 2025
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GA-based NQueen Solver with 2APL Multi-Agent System
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What is GA-based NQueen Solver with 2APL Multi-Agent System?

The GA-based NQueen Solver uses a modular 2APL multi-agent architecture where each agent encodes a candidate N-Queen configuration. Agents evaluate their fitness by counting non-attacking queen pairs, then share high-fitness configurations with others. Genetic operators—selection, crossover, and mutation—are applied across the agent population to generate new candidate boards. Over successive iterations, agents collectively converge on valid N-Queen solutions. The framework is implemented in Java, supports parameter tuning for population size, crossover rate, mutation probability, and agent communication protocols, and outputs detailed logs and visualizations of the evolutionary process.

Who will use GA-based NQueen Solver with 2APL Multi-Agent System?

  • AI and multi-agent systems researchers
  • Computer science students learning genetic algorithms
  • Educators demonstrating agent-based optimization
  • Developers exploring open-source MAS frameworks

How to use the GA-based NQueen Solver with 2APL Multi-Agent System?

  • Step1: Clone the Git repository: git clone https://github.com/vishal7695/Genetic-Algorithm-based-solution-to-NQueen-Problem-using-2APL-multi-agent-system.git
  • Step2: Install Java JDK 8 or above and download the 2APL platform
  • Step3: Configure project dependencies and update GA parameters in config files
  • Step4: Compile the Java agents and launch the 2APL interpreter
  • Step5: Run the simulation script to start the genetic evolution
  • Step6: Monitor console logs or export result files for solution analysis
  • Step7: Adjust agent communication or GA settings and re-run to test variations

Platform

  • mac
  • windows
  • linux

GA-based NQueen Solver with 2APL Multi-Agent System's Core Features & Benefits

The Core Features

  • 2APL multi-agent framework integration
  • Genetic algorithm operations: selection, crossover, mutation
  • Automated N-Queen solution evolution
  • Configurable agent and GA parameters
  • Fitness evaluation and agent collaboration

The Benefits

  • Efficient search via agent-based genetic evolution
  • Modular and extensible multi-agent design
  • Customizable GA and agent policies
  • Open-source adaptability for research
  • Educational tool for MAS and GA concepts

GA-based NQueen Solver with 2APL Multi-Agent System's Main Use Cases & Applications

  • Solving N-Queen problem instances of varying sizes
  • Educational demonstrations of genetic algorithms and MAS
  • Research on distributed optimization techniques
  • Benchmarking performance of multi-agent frameworks

FAQs of GA-based NQueen Solver with 2APL Multi-Agent System

GA-based NQueen Solver with 2APL Multi-Agent System Company Information

GA-based NQueen Solver with 2APL Multi-Agent System Reviews

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GA-based NQueen Solver with 2APL Multi-Agent System's Main Competitors and alternatives?

  • Reinforcement Learning N-Queen Solvers
  • Constraint Programming N-Queen Libraries
  • Integer Programming N-Queen Solutions
  • Other MAS-based optimization frameworks

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