# CIR-DE: A chaotic individual regeneration mechanism for solving the stagnation problem in differential evolution

> Research article (Swarm and Evolutionary Computation, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4401936399](https://www.wikidata.org/wiki/openalex:W4401936399)  
**Source**: https://4ort.xyz/entity/cir-de-a-chaotic-individual-regeneration-mechanism-for-solving-the-stagnation-problem-in-differential-evolution