An improved differential evolution algorithm using efficient adapted surrogate model for numerical optimization

• Main Authors: Noor H. Awad, Mostafa Z. Ali, Mallipeddi, Rammohan, Suganthan, Ponnuthurai Nagaratnam
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2020
• Subjects: Engineering::Electrical and electronic engineering; Evolutionary Algorithm; Differential Evolution
• Online Access: https://hdl.handle.net/10356/142645
• Institution: Nanyang Technological University

Contemporary real-world optimization benchmarks are subject to many constraints and are often high-dimensional problems. Typically, such problems are expensive in terms of computational time and cost. Conventional constraint-based solvers that are used to tackle such problems require a considerable...