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Kar Erime Optimizasyonu Algoritması ile Çok Katmanlı Yapay Sinir Ağının Eğitimi Skip to content Yıl 2024, Cilt: 39 Sayı: 2, 391 – 406, 11.07.2024
Feyza Nur Özdemir , Ahmet Özkış
https://doi.org/10.21605/cukurovaumfd.1514409
Öz The snow ablation optimizer (SAO) is a new metaheuristic algorithm proposed in 2023, inspired by snow melting. In this study, a hybrid model was developed with the SAO algorithm to update the artificial neural network weights. The developed hybrid model was compared with hybrid models created with gray wolf, reptile search, cuckoo and sine cosine algorithms on five different data sets named aggregation, balance, liver, pathbased and wine. Four different metrics called sensitivity, specificity, precision and f1-score were used to measure the success of the models. The success ranking of the models for each data set and the average success ranking for all data sets are given. When the results are examined, it is seen that the SAO model ranks 2nd in the wine data set and 1st in all other data sets for all metrics. Regarding average success rank, the SAO model achieved the best result with a value of 1.2 in all metrics. In addition, convergence graphs of the mean square error values of the hybrid models in the training phase were drawn and it was observed that the SAO hybrid model had a faster convergence performance than the compared models in all other data sets except Wine. Finally, the effect of the number of particles in the population on the success of the hybrid SAO model was analyzed and it was observed that the success increased when the number of individuals was 100.
Anahtar Kelimeler Snow ablation optimizer algorithm, Artificial neural networks, Machine learning, Supervised learning, Classification
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A New Ant Colony Optimization Algorithm for the Multidimensional Knapsack Problem. Computers Operations Research, 35(8), 2672-2683. 30. Irmak, B., 2022. Yapay Sinir Ağlarının Eğitimi Için Kelebek Optimizasyonu Algoritmasının Iyileştirilmesi. Yüksek Lisans Tezi, Necmettin Erbakan Üniversitesi, Fen Bilimleri Enstitüsü, Konya, Türkiye, 75. 31. Wolpert, D.H., Macready, W.G., 1997. No Free Lunch Theorems for Optimization. IEEE Transactions on Evolutionary Computation, 1(1), 67-82. 32. Singh, P., Pandey, V.K., Chakraborty, S., Dash, K.K., Singh, R., Béla, K., 2023. Ultrasound-Assisted Extraction of Phytochemicals from Green Coconut Shell: Optimization by Integrated Artificial Neural Network and Particle Swarm Technique. Heliyon, 9(12). 33. Bendine, K., Pereira, J.L.J., Gomes, G.F., 2023. Energy Harvesting Enhancement of Nonuniform Functionally Graded Piezoelectric Beam Using Artificial Neural Networks and Lichtenberg Algorithm. Structures, 105271. 34. Yang, S., Tian, X., Zhang, Q., Jiang, J., Dong, P., Tan, J., Meng, Y., Liu, P., Bai, H., Song, J., 2023. Microorganism Inspired Hydrogels: Optimization by Response Surface Methodology and Genetic Algorithm Based on Artificial Neural Network. European Polymer Journal, 201, 112497. 35. Wang, C., He, Q., Li, Z., Yu, J., Bello, I.T., Zheng, K., Han, M., Ni, M., 2024. A Novel in-Tube Reformer for Solid Oxide Fuel Cell for Performance Improvement and Efficient Thermal Management: A Numerical Study Based on Artificial Neural Network and Genetic Algorithm. Applied Energy, 357, 122030. 36. Cinar, A.C., Natarajan, N., 2022. An Artificial Neural Network Optimized by Grey Wolf Optimizer for Prediction of Hourly Wind Speed in Tamil Nadu, India. Intelligent Systems with Applications, 16, 200138. 37. Bernard, J., Popescu, E., Graf, S., 2022. Improving Online Education through Automatic Learning Style Identification Using a Multi-Step Architecture with Ant Colony System and Artificial Neural Networks. Applied Soft Computing, 131, 109779. 38. Zhang, H., Nguyen, H., Bui, X.-N., Nguyen-Thoi, T., Bui, T.-T., Nguyen, N., Vu, D.-A., Mahesh, V., Moayedi, H., 2020. Developing a Novel Artificial Intelligence Model to Estimate the Capital Cost of Mining Projects Using Deep Neural Network-Based Ant Colony Optimization Algorithm. Resources Policy, 66, 101604. 39. Mirjalili, S., 2015. How Effective Is the Grey Wolf Optimizer in Training Multi-Layer Perceptrons. Applied Intelligence, 43, 150-161. 40. Gülcü, Ş., 2022. Training of the Feed Forward Artificial Neural Networks Using Dragonfly Algorithm. Applied Soft Computing, 124, 109023. 41. Turkoglu, B., Kaya, E., 2020. Training Multi-Layer Perceptron with Artificial Algae Algorithm. Engineering Science Technology, an International Journal, 23(6), 1342-1350. 42. Qaddoura, R., Faris, H., Aljarah, I., Castillo, P.A., 2021. Evocluster: An Open-Source Nature-Inspired Optimization Clustering Framework. SN Computer Science, 2, 1-12. 43. Ataseven, B., 2013. Yapay Sinir Ağlari Ile Öngörü Modellemesi. Öneri Dergisi, 10(39), 101-115. 44. Yang, X.-S., Deb, S., 2009. Cuckoo Search Via Lévy Flights. 2009 World Congress on Nature & Biologically inspired computing (NaBIC), Coimbatore, India, 210-214. 45. Pu, Y., Song, J., Wu, M., Xu, X., Wu, W., 2023. Node Location Using Cuckoo Search Algorithm with Grouping and Drift Strategy for Wsn. Physical Communication, 59, 102088. 46. Mirjalili, S., Mirjalili, S.M., Lewis, A., 2014. Grey Wolf Optimizer. Advances in Engineering Software, 69, 46-61. 47. Abualigah, L., Abd Elaziz, M., Sumari, P., Geem, Z.W., Gandomi, A.H., 2022. Reptile Search Algorithm (RSA): A Nature-Inspired Meta-Heuristic Optimizer. Expert Systems with Applications, 191, 116158. 48. Mirjalili, S., 2016. Sca: A Sine Cosine Algorithm for Solving Optimization Problems. Knowledge-Based Systems, 96, 120-133.
Kar Erime Optimizasyonu Algoritması ile Çok Katmanlı Yapay Sinir Ağının Eğitimi Yıl 2024, Cilt: 39 Sayı: 2, 391 – 406, 11.07.2024
Feyza Nur Özdemir , Ahmet Özkış
https://doi.org/10.21605/cukurovaumfd.1514409
Öz Kar erime optimizasyonu (snow ablation optimizer, SAO) algoritması, karın erimesinden ilham alınarak 2023 yılında önerilen yeni bir metasezgisel algoritmadır. Bu çalışmada, yapay sinir ağının ağırlıklarının güncellenmesi amacıyla SAO algoritması ile hibrit bir model geliştirilmiştir. Geliştirilen hibrit model aggregation, balance, liver, pathbased ve wine adlı beş farklı veri seti üzerinde gri kurt, sürüngen arama, guguk kuşu ve sinüs kosinüs algoritmaları ile oluşturulan hibrit modeller ile karşılaştırılmıştır. Modellerin başarısını ölçmek için duyarlılık, özgüllük, kesinlik ve f1-puanı adı verilen dört farklı metrik kullanılmıştır. Modellerin her veri seti için başarı sıralaması ve tüm veri setleri için ortalama başarı sıralaması verilmiştir. Sonuçlar incelendiğinde, SAO modelinin tüm metrikler için wine veri setinde 2., diğer tüm veri setlerinde 1. olduğu görülmektedir. Ortalama başarı sırası açısından ise SAO modeli tüm metriklerde 1.2 değeri ile en iyi sonucu elde etmiştir. Ayrıca hibrit modellerin, eğitim aşamasındaki ortalama karesel hata değerlerinin yakınsama grafikleri çizdirilmiş ve SAO hibrit modelinin wine hariç diğer tüm veri setlerinde karşılaştırılan modellerden daha hızlı bir yakınsama performansına sahip olduğu gözlenmiştir. Son olarak popülasyondaki parçacık sayısının hibrit SAO modelinin başarısına etkisi analiz edilmiş ve birey sayısının 100 olması durumunda başarının arttığı gözlenmiştir.
Anahtar Kelimeler Kar erime optimizasyonu algoritması, Yapay sinir ağları, Makine öğrenmesi, Danışmanlı öğrenme, Sınıflandırma
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Cotton Color Grading with a Neural Network. Textile Research Journal, 70(5), 430-436. 17. Yaman, S., Karakaya, B., Köküm, M., 2024. A Neural Network Approach for Classification of Fault-Slip Data in Geoscience. Ain Shams Engineering Journal, 15(1), 102325. 18. Elangasinghe, M., Singhal, N., Dirks, K., Salmond, J., Samarasinghe, S., 2014. Complex Time Series Analysis of Pm10 and Pm2. 5 for a Coastal Site Using Artificial Neural Network Modelling and K-Means Clustering. Atmospheric Environment, 94, 106-116. 19. Erilli, N.A., Yolcu, U., Eğrioğlu, E., Aladağ, Ç.H., Öner, Y., 2011. Determining the Most Proper Number of Cluster in Fuzzy Clustering by Using Artificial Neural Networks. Expert Systems with Applications, 38(3), 2248-2252. 20. Nithya, A., Appathurai, A., Venkatadri, N., Ramji, D., Palagan, C.A., 2020. Kidney Disease Detection and Segmentation Using Artificial Neural Network and Multi-Kernel K-Means Clustering for Ultrasound Images. Measurement, 149, 106952. 21. Jiadong, Q., Ohl, J.P., Tran, T.-T., 2024. Predicting Clay Compressibility for Foundation Design with High Reliability and Safety: A Geotechnical Engineering Perspective Using Artificial Neural Network and Five Metaheuristic Algorithms. Reliability Engineering System Safety, 243, 109827. 22. Alameer, Z., Abd Elaziz, M., Ewees, A.A., Ye, H., Jianhua, Z., 2019. Forecasting Gold Price Fluctuations Using Improved Multilayer Perceptron Neural Network and Whale Optimization Algorithm. Resources Policy, 61, 250-260. 23. Du, W., Zhang, Q., Chen, Y., Ye, Z., 2021. An Urban Short-Term Traffic Flow Prediction Model Based on Wavelet Neural Network with Improved Whale Optimization Algorithm. Sustainable Cities Society, 69, 102858. 24. Ouladbrahim, A., Belaidi, I., Khatir, S., Magagnini, E., Capozucca, R., Wahab, M.A., 2022. Experimental Crack Identification of Api X70 Steel Pipeline Using Improved Artificial Neural Networks Based on Whale Optimization Algorithm. Mechanics of Materials, 166, 104200. 25. Deng, L., Liu, S., 2023. Snow Ablation Optimizer: A Novel Metaheuristic Technique for Numerical Optimization and Engineering Design. Expert Systems with Applications, 225, 120069. 26. Karakoyun, M., Özkış, A., 2021. Transfer Fonksiyonları Kullanarak İkili Güve-Alev Optimizasyonu Algoritmalarının Geliştirilmesi ve Performanslarının Karşılaştırılması. Necmettin Erbakan Üniversitesi Fen ve Mühendislik Bilimleri Dergisi, 3(2), 1-10. 27. Özkış, A., Karakoyun, M., 2023. A Binary Enhanced Moth Flame Optimization Algorithm for Uncapacitated Facility Location Problems. Pamukkale University Journal of Engineering Sciences, 29(7), 737-751. 28. Çelik, İ., Yıldız, C., Şekkeli, M., 2018. Rüzgâr Enerji Santrali Kurulumunda Rüzgâr Türbinlerinin Mikro Yerleşimi Için Bir Optimizasyon Modeli. Gazi University Journal of Science Part C: Design Technology, 6(4), 898-908. 29. Kong, M., Tian, P., Kao, Y., 2008. A New Ant Colony Optimization Algorithm for the Multidimensional Knapsack Problem. Computers Operations Research, 35(8), 2672-2683. 30. Irmak, B., 2022. Yapay Sinir Ağlarının Eğitimi Için Kelebek Optimizasyonu Algoritmasının Iyileştirilmesi. Yüksek Lisans Tezi, Necmettin Erbakan Üniversitesi, Fen Bilimleri Enstitüsü, Konya, Türkiye, 75. 31. Wolpert, D.H., Macready, W.G., 1997. No Free Lunch Theorems for Optimization. IEEE Transactions on Evolutionary Computation, 1(1), 67-82. 32. Singh, P., Pandey, V.K., Chakraborty, S., Dash, K.K., Singh, R., Béla, K., 2023. Ultrasound-Assisted Extraction of Phytochemicals from Green Coconut Shell: Optimization by Integrated Artificial Neural Network and Particle Swarm Technique. Heliyon, 9(12). 33. Bendine, K., Pereira, J.L.J., Gomes, G.F., 2023. Energy Harvesting Enhancement of Nonuniform Functionally Graded Piezoelectric Beam Using Artificial Neural Networks and Lichtenberg Algorithm. Structures, 105271. 34. Yang, S., Tian, X., Zhang, Q., Jiang, J., Dong, P., Tan, J., Meng, Y., Liu, P., Bai, H., Song, J., 2023. Microorganism Inspired Hydrogels: Optimization by Response Surface Methodology and Genetic Algorithm Based on Artificial Neural Network. European Polymer Journal, 201, 112497. 35. Wang, C., He, Q., Li, Z., Yu, J., Bello, I.T., Zheng, K., Han, M., Ni, M., 2024. A Novel in-Tube Reformer for Solid Oxide Fuel Cell for Performance Improvement and Efficient Thermal Management: A Numerical Study Based on Artificial Neural Network and Genetic Algorithm. Applied Energy, 357, 122030. 36. Cinar, A.C., Natarajan, N., 2022. An Artificial Neural Network Optimized by Grey Wolf Optimizer for Prediction of Hourly Wind Speed in Tamil Nadu, India. Intelligent Systems with Applications, 16, 200138. 37. Bernard, J., Popescu, E., Graf, S., 2022. Improving Online Education through Automatic Learning Style Identification Using a Multi-Step Architecture with Ant Colony System and Artificial Neural Networks. Applied Soft Computing, 131, 109779. 38. Zhang, H., Nguyen, H., Bui, X.-N., Nguyen-Thoi, T., Bui, T.-T., Nguyen, N., Vu, D.-A., Mahesh, V., Moayedi, H., 2020. Developing a Novel Artificial Intelligence Model to Estimate the Capital Cost of Mining Projects Using Deep Neural Network-Based Ant Colony Optimization Algorithm. Resources Policy, 66, 101604. 39. Mirjalili, S., 2015. How Effective Is the Grey Wolf Optimizer in Training Multi-Layer Perceptrons. Applied Intelligence, 43, 150-161. 40. Gülcü, Ş., 2022. Training of the Feed Forward Artificial Neural Networks Using Dragonfly Algorithm. Applied Soft Computing, 124, 109023. 41. Turkoglu, B., Kaya, E., 2020. Training Multi-Layer Perceptron with Artificial Algae Algorithm. Engineering Science Technology, an International Journal, 23(6), 1342-1350. 42. Qaddoura, R., Faris, H., Aljarah, I., Castillo, P.A., 2021. Evocluster: An Open-Source Nature-Inspired Optimization Clustering Framework. SN Computer Science, 2, 1-12. 43. Ataseven, B., 2013. Yapay Sinir Ağlari Ile Öngörü Modellemesi. Öneri Dergisi, 10(39), 101-115. 44. Yang, X.-S., Deb, S., 2009. Cuckoo Search Via Lévy Flights. 2009 World Congress on Nature & Biologically inspired computing (NaBIC), Coimbatore, India, 210-214. 45. Pu, Y., Song, J., Wu, M., Xu, X., Wu, W., 2023. Node Location Using Cuckoo Search Algorithm with Grouping and Drift Strategy for Wsn. Physical Communication, 59, 102088. 46. Mirjalili, S., Mirjalili, S.M., Lewis, A., 2014. Grey Wolf Optimizer. Advances in Engineering Software, 69, 46-61. 47. Abualigah, L., Abd Elaziz, M., Sumari, P., Geem, Z.W., Gandomi, A.H., 2022. Reptile Search Algorithm (RSA): A Nature-Inspired Meta-Heuristic Optimizer. Expert Systems with Applications, 191, 116158. 48. Mirjalili, S., 2016. Sca: A Sine Cosine Algorithm for Solving Optimization Problems. Knowledge-Based Systems, 96, 120-133. Toplam 48 adet kaynakça vardır.
Ayrıntılar Birincil Dil Türkçe Konular Yapay Zeka (Diğer) Bölüm Makaleler Yazarlar Feyza Nur Özdemir NECMETTİN ERBAKAN ÜNİVERSİTESİ, FEN BİLİMLERİ ENSTİTÜSÜ 0000-0001-7803-7725 Türkiye
Ahmet Özkış NECMETTİN ERBAKAN ÜNİVERSİTESİ, MÜHENDİSLİK VE MİMARLIK FAKÜLTESİ, BİLGİSAYAR MÜHENDİSLİĞİ BÖLÜMÜ 0000-0002-1899-5494 Türkiye
Yayımlanma Tarihi 11 Temmuz 2024 Gönderilme Tarihi 25 Ocak 2024 Kabul Tarihi 27 Haziran 2024 Yayımlandığı Sayı Yıl 2024 Cilt: 39 Sayı: 2
Kaynak Göster APA Özdemir, F. N., & Özkış, A. (2024). Kar Erime Optimizasyonu Algoritması ile Çok Katmanlı Yapay Sinir Ağının Eğitimi. Çukurova Üniversitesi Mühendislik Fakültesi Dergisi, 39(2), 391-406. https://doi.org/10.21605/cukurovaumfd.1514409
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