dc.contributor.author | Karkazan, Kalthoum | |
dc.contributor.author | Topçuoğlu, Haluk Rahmi | |
dc.contributor.author | Shaaban, Sahmoud | |
dc.date.accessioned | 2024-12-23T07:48:42Z | |
dc.date.available | 2024-12-23T07:48:42Z | |
dc.date.issued | 2024 | en_US |
dc.identifier.citation | KARKAZAN, Kalthoum, Haluk Rahmi TOPÇUOĞLU & Shaaban SAHMOUD. "A Vector Autoregression-Based Algorithm for Dynamic Many-Objective Optimization Problems". 16th International Joint Conference on Computational Intelligence, 1 (2024): 279-287. | en_US |
dc.identifier.uri | https://hdl.handle.net/11352/5128 | |
dc.description.abstract | Dynamic Many-Objective Optimization Problems (DMaOPs) represent a significant challenge due to their
inherent dynamism and the presence of a large number of objectives. In addressing this complexity, this paper
proposes a new prediction-based strategy tailored to managing detected changes in such problems, which is
one of the first attempts to address the DMaOPs. Our proposed algorithm constructs a Vector Autoregressive
(VAR) model within a dimensionality-reduced space. This model effectively captures the mutual relationships
among decision variables and enables an accurate prediction of the initial positions for the evolving solutions
in dynamic environments. To accelerate the convergence process, the algorithm demonstrates adaptability
by responding multiple times to the same detected change. In our empirical study, the performance of the
proposed algorithm is evaluated using four selected test problems from various benchmarks. Our proposed
approach shows competitive results compared to the other algorithms in most test instances. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | Scitepress | en_US |
dc.relation.isversionof | 10.5220/0013009200003837 | en_US |
dc.rights | info:eu-repo/semantics/embargoedAccess | en_US |
dc.subject | Dynamic Many-Objective Optimization | en_US |
dc.subject | Many-Objective Evolutionary Algorithms | en_US |
dc.subject | Change Detection | en_US |
dc.subject | Predictionbased Optimization | en_US |
dc.title | A Vector Autoregression-Based Algorithm for Dynamic Many-Objective Optimization Problems | en_US |
dc.type | conferenceObject | en_US |
dc.relation.journal | 16th International Joint Conference on Computational Intelligence | en_US |
dc.contributor.department | FSM Vakıf Üniversitesi, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümü | en_US |
dc.identifier.volume | 1 | en_US |
dc.identifier.startpage | 279 | en_US |
dc.identifier.endpage | 287 | en_US |
dc.relation.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
dc.contributor.institutionauthor | Shaaban, Sahmoud | |