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All Journal Jurnal Teknologi Informasi dan Ilmu Komputer Journal of Information Technology and Computer Science Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Tirana Noor Fatyanosa, Tirana Noor
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Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Engineering

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Journal : Journal of Information Technology and Computer Science

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Hybrid Genetic Algorithm and Simulated Annealing for Function Optimization Fatyanosa, Tirana Noor; Sihananto, Andreas Nugroho; Alfarisy, Gusti Ahmad Fanshuri; Burhan, M Shochibul; Mahmudy, Wayan Firdaus
Journal of Information Technology and Computer Science Vol. 1 No. 2: November 2016
Publisher : Faculty of Computer Science (FILKOM) Brawijaya University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (879.719 KB) | DOI: 10.25126/jitecs.20161215

Abstract

The optimization problems on real-world usually have non-linear characteristics. Solving non-linear problems is time-consuming, thus heuristic approaches usually are being used to speed up the solution’s searching. Among of the heuristic-based algorithms, Genetic Algorithm (GA) and Simulated Annealing (SA) are two among most popular. The GA is powerful to get a nearly optimal solution on the broad searching area while SA is useful to looking for a solution in the narrow searching area. This study is comparing performance between GA, SA, and three types of Hybrid GA-SA to solve some non-linear optimization cases. The study shows that Hybrid GA-SA can enhance GA and SA to provide a better result
Co-Authors Achmad Ridok Agus Wahyu Widodo, Agus Wahyu Al Kautsar, Prima Daffa Andreas Nugroho Sihananto Azhari, Muhammad Rizqi Azzam, Ja'far Shidqul Candra Dewi Fidian, Diagne Alya Fitra Abdurrachman Bachtiar Gusti Ahmad Fanshuri Alfarisy, Gusti Ahmad Fanshuri Hakim, Gibran Hilmi, Fadhilah Kusuma, Satrio Condro Lailil Muflikhah Lazuardi, Muhammad Dzakwan Bintang Lina, Femi Novia M Shochibul Burhan, M Shochibul Marji Maulana, Muhammad Taufik Murnastiti, Nurul Annisa Nurwachid, Hafiz Rizky Pratama, Naufal Romero Putra Putra Pandu Adikara Ravindra Rahman, Azka Rizal Setya Perdana Sagala, Revaldo Gemino Kantana Taqiyassar, Kenzie Wayan Firdaus Mahmudy