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Ulfah Mediaty Arief
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Arts Humanities Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Other

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Journal : International Journal of Artificial Intelligence Research

 1 
A Modified Meta-Heuristic Approach for Vehicle Routing Problem with Simultaneous Pickup and Delivery Faiz, Alfian; Subiyanto, Subiyanto; Arief, Ulfah Mediaty
International Journal of Artificial Intelligence Research Vol 2, No 2 (2018): December 2018
Publisher : Universitas Dharma Wacana

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (756.717 KB) | DOI: 10.29099/ijair.v2i2.71

Abstract

The aim of this work is to develop an intelligent optimization software based on enhanced VNS meta-heuristic to tackle Vehicle Routing Problem with Simultaneous Pickup and Delivery (VRPSPD). An optimization system developed based on enhanced Variable Neighborhood Search with Perturbation Mechanism and Adaptive Selection Mechanism as the simple but effective optimization approach presented in this work. The solution method composed by combining Perturbation based Variable Neighborhood Search (PVNS) with Adaptive Selection  Mechanism (ASM) to control perturbation scheme. Instead of stochastic approach, selection of perturbation scheme used in the algorithm employed an empirical selection based on each perturbation scheme success along the search. The ASM help algorithm to get more diversification degree and jumping from local optimum condition using most successful perturbation scheme empirically in the search process. A comparative analysis with a well-known exact approach is presented to test the solution method in a generated VRPSPD benchmark instance in limited computation time. Then a test to VRPSPD scenario provided by a liquefied petroleum gas distribution company is performed. The test result confirms that solution method present superior performance against exact approach solution in giving best solution for larger sized instance and successfully obtain substantial improvements when compared to the basic VNS and original route planning technique used by a distributor company.
Co-Authors Achmad Rifaldi Ade Putra Adhim Bagas Wisnu Aji Aditya Permana Afdam, Delano Hafis Agus Suryanto Ahmad Fashiha Hastawan Alfian Faiz Alrahma, Hanan Iqbal Anan Nugroho Ananda, Bella Risky Anantyo, Andika Andri Setiyawan Anggun Farisyatul Muslimah Arief Yulianto Bagas Perdana Abiyasa Baskoro, Aldo Luhung Baswara, Satsya Yoga Dewi Anggriani Dhidik Prastiyanto Djuniadi Djuniadi Dyah Nurani Setyaningsih Dyah Nurani Setyaningsih Dzulfikar, Andi Muhammad Ekarini, Fitria Eko Supraptono Faiz, Alfian Fathimah, Aisya Febianingrum, Anggun Fia Feddy Setio Pribadi Firdaus, Agung Adi Hanrian Rossa Hartoyo, Adhita Meizaldi Hesti Wahyu Nugroho, Hesti Wahyu I Made Sudana Indah Novi Yarman Intan Dwi Ariyani Maulana, Alfan Mihardja, Soma Moh. Umar Dani Atik Mubarak, Raihan Fa'iq Muhammad Jejen Sukrilah Mukti, Gandhi Satria Nadia, Amalia Khairun Noor Hudallah Nugroho, Anan Nur Iksan Nur Qudus Oktiagi, Radiva Hera Pradana, Irzhafran Ridho Praditya, Ambrosius Lingga Prakoso, Bima Dwi Pramudyo Wicaksono Pranata, Bayu Ari Pranata, Bayu Ari Prasetya, Johanes Adi Prawidana Kurniawan Puji, Nunuk Riza Putra Pratama, Mohammad Hazim Putri Khoirin Nashiroh Qunefi, Fuat Riana Defi Mahadji Putri Rifaldi, Achmad Samsudin Anis Saptriana Suryanto, Saptriana Septariza, Devina Ayu Septiani, Amalia Setiyo Wahyono, Setiyo Shofiani, Diah Sri Sukamta Sri Sukamta Sugeng Purbawanto Sugeng Purbawanto Sukamta, Sri - Sukrina, Nur Fitri Sulistyawan, Vera Noviana Supraptono , Eko Suryani, Titin Suwito Eko Pramono Syahida Mu’aliman Syarif Hidayatulloh Talitha Widiatningrum Tatyantoro Andrasto Tunnisa, Salsabila Wafa', Almas Diqya Wahyu Adi Ramadan Wahyudi, Tri Agus Wara Dyah Pita Rengga Wibowo, Apriansyah Wibowo, Salvo Eka Yarman, Indah Novi Yeri Sutopo Yulaekha, Novita Rizka Yulaekha, Novita Rizka