Comprehensive analysis of Adaptive PSO vs Standard PSO on CEC2017 benchmarks. APSO demonstrates 15-40% better solution quality and 20-60% faster convergence across 30 test functions (10-100 dimensions). Foundation for real-world optimization applications.