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Journal : IJCCS (Indonesian Journal of Computing and Cybernetics Systems)

Genetic Algorithm for lecturing schedule optimization David Kristiadi; Rudy Hartanto
IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Vol 13, No 1 (2019): January
Publisher : IndoCEISS in colaboration with Universitas Gadjah Mada, Indonesia.

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/ijccs.43038

Abstract

Scheduling is a classic problem in lecturing. Rooms, lecturers, times and scheduling constraints must be managed well to get an optimal schedule. University of Boyolali (UBY) also encounter the same scheduling problems. The problem was tried to be solved by building a library based on Genetic Algorithm (GA). GA is a computation method which inspired by natural selection. The computation consists of some operators i.e. Tournament Selection, Uniform Crossover, Weak Parent Replacement and two mutation operators (Interchanging Mutation and Violated Directed Mutation (VDM)). The two mutation method are compared to find which better mutation operator. The library was planned to have a capability to define custom constraints (scheduling requirements that were not accommodated by the library) without core program modifications. The test results show that VDM is more promising for optimal solutions than Interchanging Mutation. In UBY cases, optimal solution (fitness value=1) is reached in 12 minutes 41 second with adding 6 new room and inactivated 2 constraint i.e. lecturing begins at 14.00 except for 3rd semester of science law study program with morning class and lecturing participants must not over classroom capacity.
Co-Authors -, Wikankara A.A. Ketut Agung Cahyawan W Achmad Djunaedi Adhistya Erna Permanasari Aditya Krisna Pratama Afrialdi Syahputra Agung Dinasti Permana Aiman Mobiu Anandya, Andhika Annisa, Nazma Nur Arief Kurniawan arifin La Adu arifin La Adu Aris Budianto, Aris Ayu Candra Dewi, Ayu Candra Bierig, Ralf Daud Samsudewa David Kristiadi Dian Wahyu Harjanti Dian Wahyu Harjanti Dimas Sasongko Dimas Sasongko Dini Atiyah Dini Atiyah, Dini Dwi Rahayu Dzaky, Dedi Imaduddin Edi Prayitno, Edi Edi Sukarmanto Edi Susilo Eka Firmansyah Eko Budi Susilo Eko Nugroho Epi Fitriah Fajar Wahyono Fariha, Nida Fathahillah Fathahillah Fransisco Danang Wijaya Hadi, Ridla Kumara Helni Mutiarsih Jumhur Hera Susanti Ida Ayu Putu Sri Widnyani Igi Ardiyanto Iis Rohayati Imanto, Nurul Yuliyani Indah Soesanti Inna Yoana Sari Tarigan S Intan Sulistyaningrum Sakkinah Iyon Sukma Wicaksana J Kristianto Jeffry Andhika Putra Khairul Aulia Khamidudin Azzakiy Khoir, Mulyanto Abdullah Komaran, Muhammad Dhafin Lukas Chrisantyo Lukito Edi Nugroho Luthfi Nurwandi Marcus Nurtiantoro Aji Meirina Gartika Mey Maemunah Mochamad Zaenal Arif Mohammad Ali, Nor Dayana Mohammad Aziz, Nadia muhammad wisynu kurniawan Munanto, Teddy Cahyo Mustamik, Khoirul Nasrizal Akbar Noor Akhmad Setiawan Nurtiantoro Aji, Marcus Nurul Tiara Kadir Nurul Yuliyani Imanto P. Insap Santoso Paulus Insap Santosa Pipit Utami Pramono, irena Paramita Prapto Nugroho Pratama, Taftazani Ghazi Prihantro, Yusuf Wili Priyanto, Catur Puguh Setyopratomo Pupung Purnamasari Rahmad Syaifudin, Rahmad Ratna Indriyanti, Ratna Reni Harni Ridi Ferdiana Rina Yulius Rini Lestari Rosdiana, Yuni Rusli Abdul Hamid Sasongko Pramono Hadi Selo Sulistyo, Selo Selo, S Silmi Fauziati Silvester Tena Soedjatmiko Soedjatmiko Soedjatmiko Soedjatmiko Soewondo, Williyanti Sri Fadilah Suangga, Asri Sunu Wibirama Suprapto, Agung Teguh Bharata Adji Tikaridha Hardiani Tio Eko Prabowo Tiyono Tsabit Rahman Tsarwah, Almira Khayyira Tumiran Wahyu Dewanto Wicaksana, Iyon Sukma Wicaksana, Iyon Sukma Widyawan Yahya, Nur Hanis Adibah Yogi Sawitra Yudi Setiawan Yudi Setiawan Yuhka Sundaya Yulianto, Dinan