Giter Club home page Giter Club logo

python-simulated-annealing's Introduction

8 Queens Problem ♟

This code implements the Simulated Annealing algorithm to solve the Eight Queens Puzzle. The puzzle involves placing eight chess queens on an 8×8 chessboard such that no two queens threaten each other; they cannot share the same row, column, or diagonal.

Problem Description

The Eight Queens Puzzle requires finding a configuration of queen placements on the chessboard where no queen can capture another. This code is able to find a solution to this problem using the Simulated Annealing algorithm.

Simulated Annealing

Simulated Annealing is a probabilistic optimization algorithm inspired by the process of annealing in metallurgy. It starts with an initial solution and iteratively explores neighboring solutions, gradually decreasing the probability of accepting worse solutions as it progresses. This allows the algorithm to escape local optima and converge towards a global optimum.

'Board'

  • Initializes and represents the chessboard.
  • 'reset()': Resets the board with random queen positions.
  • 'calculateCost()': Calculates the number of queen conflicts (threats) on the board.
  • 'calculateCostWithQueens(queens)': Static method to calculate the number of conflicts given a set of queen positions.
  • 'toString(queens)': Static method to convert queen positions to a string representation.

'SimulatedAnnealing'

  • Initializes and runs the Simulated Annealing algorithm.
  • 'run()': Runs the Simulated Annealing loop to find a solution.
  • 'getElapsedTime()': Calculates and returns the elapsed time during execution.

Running the Code

To run the code:

python <simulated-annealing.py>

The initial board state and the solution (if it is found) will be printed along with the elapsed time.

(School Project)

python-simulated-annealing's People

Contributors

eastonarcher avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.