4 papers
Explainable Information Processing in Particle Swarm Optimization through Landscape and Search Behavior Analysis
Dikshit Chauhan, Nitin Gupta, Bapi Dutta +4
Swarm-based optimization algorithms have demonstrated remarkable success in solving complex problems, yet their widespread adoption remains limited due to poor transparency in how…
Enhancing Explainability and Reliable Decision-Making in Particle Swarm Optimization through Communication Topologies
Nitin Gupta, Indu Bala, Bapi Dutta +2
Swarm intelligence effectively optimizes complex systems across fields like engineering and healthcare, yet algorithm solutions often suffer from low reliability due to unclear con…
An Explainable Reconfiguration-Based Optimization Algorithm for Industrial and Reliability-Redundancy Allocation Problems
Dikshit Chauhan, Nitin Gupta, Anupam Yadav
Industrial and reliability optimization problems often involve complex constraints and require efficient, interpretable solutions. This paper presents AI-AEFA, an advanced paramete…
Advancements in Multimodal Differential Evolution: A Comprehensive Review and Future Perspectives
Dikshit Chauhan, Shivani, Donghwi Jung +1
Multi-modal optimization involves identifying multiple global and local optima of a function, offering valuable insights into diverse optimal solutions within the search space. Evo…