Hybrid Genetic Algorithm Based on Machine Learning and Fitness Function Estimation Proposal for Ground Vehicle and Drone Cooperative Delivery Problem
| dc.contributor.author | Özer, Muhammed Mirac | |
| dc.date.accessioned | 2025-03-17T12:22:44Z | |
| dc.date.available | 2025-03-17T12:22:44Z | |
| dc.date.issued | 2024 | |
| dc.department | Tarsus Üniversitesi | |
| dc.description.abstract | In this study, the development of a hybrid genetic algorithm, integrating machine learning and function estimation, presents a novel approach to address the simultaneous intervention challenge involving unmanned ground vehicles (UGVs) and unmanned aerial vehicles (UAVs). The adaptability of this hybrid genetic algorithm confers a notable advantage in managing drone scenarios. Notably, this work constitutes the inaugural attempt in the literature to devise an exact solution for the concurrent intervention of a UGV and a UAV, with the added innovation of minimizing intervention time. This pioneering methodology holds promise for extending the problem domain to encompass more realistic scenarios, thereby bridging a significant gap in the literature and furnishing a foundational framework for future research endeavors. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2024. | |
| dc.identifier.doi | 10.1007/978-3-031-66731-2_8 | |
| dc.identifier.endpage | 216 | |
| dc.identifier.issn | 1868-4394 | |
| dc.identifier.scopus | 2-s2.0-85205024908 | |
| dc.identifier.scopusquality | Q2 | |
| dc.identifier.startpage | 177 | |
| dc.identifier.uri | https://doi.org/10.1007/978-3-031-66731-2_8 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.13099/1333 | |
| dc.identifier.volume | 260 | |
| dc.indekslendigikaynak | Scopus | |
| dc.institutionauthor | Özer, Muhammed Mirac | |
| dc.language.iso | en | |
| dc.publisher | Springer Science and Business Media Deutschland GmbH | |
| dc.relation.ispartof | Intelligent Systems Reference Library | |
| dc.relation.publicationcategory | Kitap Bölümü - Uluslararası | |
| dc.rights | info:eu-repo/semantics/closedAccess | |
| dc.snmz | KA_Scopus_20250316 | |
| dc.subject | Fitness function estimation | |
| dc.subject | Hybrid genetic algorithm | |
| dc.subject | Machine learning | |
| dc.subject | Traveling salesman person | |
| dc.subject | Vehicle routing problem with drone | |
| dc.title | Hybrid Genetic Algorithm Based on Machine Learning and Fitness Function Estimation Proposal for Ground Vehicle and Drone Cooperative Delivery Problem | |
| dc.type | Book Part |
