In recent years, the scholarly community has increasingly turned its attention to nature-inspired optimization algorithms, recognizing their efficacy in addressing complex optimization challenges.

This paper presents the Secant Optimization Algorithm (SOA), a novel mathematics-inspired metaheuristic derived from the Secant Method. SOA enhances search efficiency by repeating vector updates using ...