MEALPY: a Framework of The State-of-The-Art Meta-Heuristic Algorithms in Python

Update

• Fixed bug all fitness values are equals in function "get index roulette wheel selection" in Optimizer class
• Rename AdaptiveAEO by AugmentedAEO (Add reference)
• Update text of Dwarf Mongoose Optimization Algorithm belongs to Swarm-based group
• Fixed all tests and update all documents

• Update Termination class, you can now design multiple Stopping Conditions for Optimizer

• Bio-based group:

  • Add Brown-Bear Optimization Algorithm (BBOA)
    • Ref: A Novel Brown-bear Optimization Algorithm for Solving Economic Dispatch Problem

• Human-based group:

  • Add Heap-based optimizer (HBO)
    • Ref: Heap-based optimizer inspired by corporate rank hierarchy for global optimization
  • Add War Strategy Optimization (WarSO)
    • Ref: War Strategy Optimization Algorithm: A New Effective Metaheuristic Algorithm for Global Optimization
  • Add Human Conception Optimizer (HCO)
    • Ref: A novel Human Conception Optimizer for solving optimization problems

• Math-based group:

  • Add Q-Learning Embedded Sine Cosine Algorithm (QLESCA)
    • Ref: Q-learning embedded sine cosine algorithm (QLESCA)
  • Add Success History Intelligent Optimizer (SHIO)
    • Ref: Success history intelligent optimizer

• Physics-based group:

  • Add rime-ice (RIME)
    • Ref: RIME: A physics-based optimization
  • Add Energy Valley Optimizer (EVO)
    • Ref: Energy valley optimizer: a novel metaheuristic algorithm
  • Add Chernobyl Disaster Optimizer (CDO)
    • Ref: Chernobyl disaster optimizer (CDO): a novel meta-heuristic method for global optimization
  • Add Fick's Law Algorithm (FLA)
    • Ref: Not accepted yet

• Evolutionary-based group:

  • Add CMA-ES and Simple-CMA-ES
    • Ref: Completely derandomized self-adaptation in evolution strategies.

• Swarm-based group:

  • Add Wavelet Mutation and Quadratic Interpolation MRFO (WMQIMRFO)
    • Ref: An enhanced manta ray foraging optimization algorithm for shape optimization of complex CCG-Ball curves
  • Add Egret Swarm Optimization Algorithm (ESOA)
    • Ref: Egret Swarm Optimization Algorithm: An Evolutionary Computation Approach for Model Free Optimization
  • Add Sea-Horse Optimization (SeaHO)
    • Ref: Sea-horse optimizer: A nature-inspired meta-heuristic for global optimization and engineering application
  • Add Mountain Gazelle Optimizer (MGO)
    • Ref: Mountain Gazelle Optimizer: A new Nature-inspired Metaheuristic Algorithm for Global Optimization Problems
  • Add Golden jackal optimization (GJO)
    • Ref: Golden jackal optimization: A novel nature-inspired optimizer for engineering applications
  • Add Fox Optimizer (FOX)
    • Ref: FOX: a FOX-inspired optimization algorithm
  • Add Giant Trevally Optimizer (GTO)
    • Ref: Giant Trevally Optimizer (GTO): A Novel Metaheuristic Algorithm for Global Optimization and Challenging Engineering Problems

• Warning: The list of all algorithms below we should avoid to use it

  • Add Zebra Optimization Algorithm (ZOA)
    • Ref: Zebra Optimization Algorithm: A New Bio-Inspired Optimization Algorithm for Solving Optimization Algorithm
  • Add Osprey Optimization Algorithm (OOA)
    • Ref: Osprey optimization algorithm: A new bio-inspired metaheuristic algorithm for solving engineering optimization problems
  • Add Coati Optimization Algorithm (CoatiOA)
    • Ref: Coati Optimization Algorithm: A New Bio-Inspired Metaheuristic Algorithm for Solving Optimization Problems
  • Add Pelican Optimization Algorithm (POA)
    • Ref: Pelican optimization algorithm: A novel nature-inspired algorithm for engineering applications
  • Add Northern Goshawk Optimization (NGO)
    • Ref: Northern Goshawk Optimization: A New Swarm-Based Algorithm for Solving Optimization Problems
  • Add Serval Optimization Algorithm (ServalOA)
    • Ref: Serval Optimization Algorithm: A New Bio-Inspired Approach for Solving Optimization Problems
  • Add Siberian Tiger Optimization (STO)
    • Ref: Siberian Tiger Optimization: A New Bio-Inspired Metaheuristic Algorithm for Solving Engineering Optimization Problems
  • Add Walrus Optimization Algorithm (WaOA)
    • Ref: Walrus Optimization Algorithm: A New Bio-Inspired Metaheuristic Algorithm
  • Add Tasmanian Devil Optimization (TDO)
    • Ref: Tasmanian devil optimization: a new bio-inspired optimization algorithm for solving optimization algorithm
  • Add Fennec Fox Optimization (FFO)
    • Ref: Fennec Fox Optimization: A New Nature-Inspired Optimization Algorithm
  • Add Teamwork Optimization Algorithm (TOA)
    • Ref: Teamwork Optimization Algorithm: A New Optimization Approach for Function Minimization/Maximization

• Notes on plagiarism and fake algorithm:

  • OOA and STO with the same exact code
  • POA ServalOA, NGO, WaOA, and TDO with almost the same exact code
  • ZOA and CoatiOA with almost the same exact code
  • FFO is swap two phases of POA
  • TOA is kinda same as OOA and POA