| Title |
Review and computational study on practicality of derivative-free DIRECT-type methods / |
| Authors |
Stripinis, Linas ; Paulavičius, Remigijus |
| DOI |
10.15388/24-INFOR548 |
| Full Text |
|
| Is Part of |
Informatica.. Vilnius : Vilniaus universiteto leidykla. 2024, Early Access, p. [1-34].. ISSN 0868-4952. eISSN 1822-8844 |
| Keywords [eng] |
derivative-free optimization ; DIRECT-type algorithms ; evolutionary algorithms ; real-world applications ; systematic literature review ; benchmarking |
| Abstract [eng] |
Derivative-free DIRECT-type global optimization algorithms are increasingly favoured for their simplicity and effectiveness in addressing real-world optimization challenges. This review examines their practical applications through a systematic analysis of scientific journals and computational studies. In particular, significant challenges in reproducibility have been identified with practical problems. To address this, we conducted an experimental study using practical problems from reputable CEC libraries, comparing DIRECT-type techniques against their state-of-the-art counterparts. Therefore, this study sheds light on current gaps, opportunities, and future prospects for advanced research in this domain, laying the foundation for replicating and expanding the research findings presented herein. |
| Published |
Vilnius : Vilniaus universiteto leidykla |
| Type |
Journal article |
| Language |
English |
| Publication date |
2024 |
| CC license |
|
