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Published October 27, 2020 | Version v1.0.3
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thieu1995/mealpy: Update several variants version of some latest algorithms

  • 1. AIIR Group

Description

Change models

  • Update AEO and its variants

    • Replace LevyAEO by AdaptiveAEO by using levy-flight in both Consumption and Decomposition process.
    • Added Improved version by paper "Artificial ecosystem optimizer for parameters identification of proton exchange membrane fuel cells model"
    • Added Enhanced version by paper "An Enhanced Artificial Ecosystem-Based Optimization for Optimal Allocation of Multiple Distributed Generations"
    • Added Modified version by paper "Effective Parameter Extraction of Different Polymer Electrolyte Membrane Fuel Cell Stack Models Using a Modified Artificial Ecosystem Optimization Algorithm"
  • Update LCBO and its variants (ILCO > MLCO > LCBO)

    • Changed LevyLCBO to ModifiedLCO
    • Added the best version ImprovedLCO -- current best version
  • Update EO and its variants (MEO > AEO > LevyEO > EO))

    • Added ModifiedEO by paper "An efficient equilibrium optimizer with mutation strategy for numerical optimization"
      • Currently the best version of EO
      • Based on mutation strategy and gaussian distribution search
    • Added AdaptiveEO by paper "A novel interdependence based multilevel thresholding technique using adaptive equilibrium optimizer"
      • The second best version of EO, after ModifiedEO
      • Based on Fitness average and memory saving of previous iteration
  • Update GWO and its variants (GWO > RW_GWO)

    • Added Random Walk Grey Wolf Optimization - RW_GWO
    • BaseGWO always perform better than RW_GWO
  • Update root.py

    • Added improved_ms() function based on mutation and search mechanism - current better than levy-flight technique
  • Add Forensic-Based Investigation Optimization (FBIO) to human_based group:

Change others
  • models_history.csv: Update history of meta-heuristic algorithms
  • examples:
    • Add FBIO examples with large-scale benchmark functions

Files

thieu1995/mealpy-v1.0.3.zip

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