Published October 27, 2020
| Version v1.0.3
Software
Open
thieu1995/mealpy: Update several variants version of some latest algorithms
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
- Added ModifiedEO by paper "An efficient equilibrium optimizer with mutation strategy for numerical optimization"
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:
- 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
Files
(243.3 kB)
Name | Size | Download all |
---|---|---|
md5:2961103f1402e791d7d623b561630401
|
243.3 kB | Preview Download |
Additional details
Related works
- Is supplement to
- https://github.com/thieu1995/mealpy/tree/v1.0.3 (URL)