- author = "Davut Ari",
- title = "The genetic programming and its applications in engineering",
- title_tr = "Genetik programlama ve m{\"{u}}hendislikte uygulamalar{\i}",
- school = "{\.{I}}n{\"{o}}n{\"{u}} University, Turkey",
- year = "2023",
- month = jan,
- keywords = "genetic algorithms, genetic programming, Gene Expression Programming, Hava kirliligi = Air pollution, Veri analizi = Data analysis",
-
URL = "
https://tez.yok.gov.tr/UlusalTezMerkezi/tezDetay.jsp?id=5cvay5p_jJQNEtvmnO5fww&no=HNOMlxzz-uJmirw8rmMHEQ",
- timestamp = "Sun, 29 Oct 2023 01:00:00 +0200",
-
biburl = "https://dblp.org/rec/phd/tr/Ari23.bib",
- bibsource = "dblp computer science bibliography, https://dblp.org",
- size = "123 pages",
- abstract = "Genetic Programming (GP) is an evolutionary computational method that can generate symbolic and mathematical models. In addition to being a type of evolutionary computing, the GP is also frequently used in solving symbolic regression problems in machine learning applications. Since its first appearance, it has become one of the popular evolutionary calculation methods as a result of being successfully applied for solution of modeling problems appeared in many different disciplines. Within the scope of this thesis, research studies have been carried out for development of data driven prediction models and their engineering applications by using the classical GP and its a variant, Gene Expression Programming (GEP). In order to increase the effectiveness of these GP methods in practice, data normalization, ensemble learning, hybrid model development and hyperparameter optimization techniques are studied. In addition, the chromosome structure of the GEP method has been modified and an optimal solution to the constant value determination problem has been proposed. Then, the modified GEP method was combined with popular metaheuristic optimization methods, and thus a metaheuristic optimization based GEP (MetaSezGEP) approach was developed. Contributions of these improvements to some engineering applications have been investigated.",
-
notes = "in Turkish
Tez No 774886. 36183619043
Supvervisor: Baris Baykant ALAGOZ",
