Welcome to MEALPY’s documentation!

"Knowledge is power, sharing it is the premise of progress in life.
It seems like a burden to someone, but it is the only way to achieve immortality.
                                                `Nguyen Van Thieu`_

MEALPY is a Python library for the most of cutting-edge population meta-heuristic algorithms - a field which provides an fast and efficient way to find the global optimal point of mathematical optimization problems.

Population meta-heurisitc algorithms (PMA) are the most popular algorithm in the field of optimization. There are several type of PMA such as:

• Evolutionary inspired computing

• Swarm inspired computing

• Physics inspired computing

• Human inspired computing

• Biology inspired computing

• And others such as: Music inspired, Mathematical inspired computing,…

Features

• Our library provides all of the state-of-the-art population meta-heuristic algorithms for optimization problems.

• We implement all algorithms in Numpy to increase speed of algorithms.

• We’ve also designed the visualization module to help users understand and explore the result that the model discovers after learning

Quick Start:

• Introduction
  • MEALPY
  • Optimization
  • Meta-heuristics algorithms
• Guide to use model
  • Installation
  • Getting started in 30s
  • Fitness Function Preparation
  • Problem Preparation
  • Training
  • Advances
    • Lower/Upper Bound
    • Stopping Condition (Termination)
• Video Tutorials
  • Mealpy Tutorial Full
  • Mealpy + Neural Network
    • Gradient Descent Replacement
    • Optimize ANN Hyper-parameter
  • Other Mealpy Applications

Models API:

• All Models
  • Subpackages
    • mealpy.bio_based package
      • mealpy.bio_based.BBO
      • mealpy.bio_based.EOA
      • mealpy.bio_based.IWO
      • mealpy.bio_based.SBO
      • mealpy.bio_based.SMA
      • mealpy.bio_based.TPO
      • mealpy.bio_based.VCS
      • mealpy.bio_based.WHO
    • mealpy.evolutionary_based package
      • mealpy.evolutionary_based.CRO
      • mealpy.evolutionary_based.DE
      • mealpy.evolutionary_based.EP
      • mealpy.evolutionary_based.ES
      • mealpy.evolutionary_based.FPA
      • mealpy.evolutionary_based.GA
      • mealpy.evolutionary_based.MA
    • mealpy.human_based package
      • mealpy.human_based.BRO
      • mealpy.human_based.BSO
      • mealpy.human_based.CA
      • mealpy.human_based.CHIO
      • mealpy.human_based.FBIO
      • mealpy.human_based.GSKA
      • mealpy.human_based.ICA
      • mealpy.human_based.LCO
      • mealpy.human_based.QSA
      • mealpy.human_based.SARO
      • mealpy.human_based.SSDO
      • mealpy.human_based.TLO
    • mealpy.math_based package
      • mealpy.math_based.AOA
      • mealpy.math_based.CGO
      • mealpy.math_based.GBO
      • mealpy.math_based.HC
      • mealpy.math_based.SCA
    • mealpy.music_based package
      • mealpy.music_based.HS
    • mealpy.physics_based package
      • mealpy.physics_based.ASO
      • mealpy.physics_based.ArchOA
      • mealpy.physics_based.EFO
      • mealpy.physics_based.EO
      • mealpy.physics_based.HGSO
      • mealpy.physics_based.MVO
      • mealpy.physics_based.NRO
      • mealpy.physics_based.SA
      • mealpy.physics_based.TWO
      • mealpy.physics_based.WDO
    • mealpy.probabilistic_based package
      • mealpy.probabilistic_based.CEM
    • mealpy.swarm_based package
      • mealpy.swarm_based.ABC
      • mealpy.swarm_based.ACOR
      • mealpy.swarm_based.ALO
      • mealpy.swarm_based.AO
      • mealpy.swarm_based.BA
      • mealpy.swarm_based.BES
      • mealpy.swarm_based.BFO
      • mealpy.swarm_based.BSA
      • mealpy.swarm_based.BeesA
      • mealpy.swarm_based.COA
      • mealpy.swarm_based.CSA
      • mealpy.swarm_based.CSO
      • mealpy.swarm_based.DO
      • mealpy.swarm_based.EHO
      • mealpy.swarm_based.FA
      • mealpy.swarm_based.FFA
      • mealpy.swarm_based.FOA
      • mealpy.swarm_based.GOA
      • mealpy.swarm_based.GWO
      • mealpy.swarm_based.HGS
      • mealpy.swarm_based.HHO
      • mealpy.swarm_based.JA
      • mealpy.swarm_based.MFO
      • mealpy.swarm_based.MRFO
      • mealpy.swarm_based.MSA
      • mealpy.swarm_based.NMRA
      • mealpy.swarm_based.PFA
      • mealpy.swarm_based.PSO
      • mealpy.swarm_based.SFO
      • mealpy.swarm_based.SHO
      • mealpy.swarm_based.SLO
      • mealpy.swarm_based.SRSR
      • mealpy.swarm_based.SSA
      • mealpy.swarm_based.SSO
      • mealpy.swarm_based.SSpiderA
      • mealpy.swarm_based.SSpiderO
      • mealpy.swarm_based.WOA
    • mealpy.system_based package
      • mealpy.system_based.AEO
      • mealpy.system_based.GCO
      • mealpy.system_based.WCA
    • mealpy.utils package
      • mealpy.utils.visualize
      • mealpy.utils.history
      • mealpy.utils.problem
      • mealpy.utils.termination
  • mealpy.optimizer module
• Visualization

Support:

• Citations
• Important links
• Classification Table
• Model References
  • A.
  • B.
  • C.
  • D.
  • E.
  • F.
  • G.
  • H.
  • I.
  • J.
  • K.
  • L.
  • M.
  • N.
  • O.
  • P.
  • Q.
  • R.
  • S.
  • T.
  • U.
  • V.
  • W.
  • X.
  • Y.
  • Z.
  • Dummy Algorithms
• License

Indices and tables

• Index

• Module Index

• Search Page