Proposed topology of Cognitive Elephant Herding Optimization Technique

Abstract

The Cognitive Elephant Herding Optimization (CEHO) technique, a new variation of Elephant Herding Optimization (EHO) that incorporates human learning principles-based techniques, has been proposed in this study. Two novel strategies—Socially Interactive Guidance (SIG) and Self-Adaptive Parameterized Perception (SAPP)—have been developed as a result of incorporating these concepts into EHO. The SIG approach incorporates guidance-based learning as its inspiration for exploration phase.  Similar to this, SAPP techniques are devoted to the exploitation phase that incorporates Self-Regulating Perception (SRP) and Generation Gap (GG) cognitive skills from people into the technique. On the CEC 2013 benchmark suits, a significant number of experimental assessments have been carried out.