Open
Conversation
Extend canonical PSO with adaptive and diversity-preserving mechanisms: - Add time-varying acceleration coefficients (TVAC) for dynamic exploration/exploitation balance - Add chaotic inertia weight using logistic map for escaping local optima - Add velocity mutation threshold to prevent particle stagnation (HPSO) - Add velocity clamping to prevent explosive divergence - Add multiple initialization strategies: Latin Hypercube Sampling and Opposition-Based Learning - Add mutation operators: Gaussian and Cauchy with configurable application strategies (GlobalBestOnly, AllParticles, BelowAverage) - Implement iteration tracking via argmin State trait for time-varying strategies All enhancements maintain backward compatibility with canonical PSO defaults.
Replace manual Default implementations with derived implementations using #[derive(Default)] and #[default] attributes for InitializationStrategy, MutationStrategy, and MutationApplication.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Extend canonical PSO with adaptive and diversity-preserving mechanisms:
All enhancements maintain backward compatibility with canonical PSO defaults.