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Journal : Journal of Robotics and Control (JRC)

A Novel Hybrid Prairie Dog Optimization Algorithm - Marine Predator Algorithm for Tuning Parameters Power System Stabilizer Aribowo, Widi; Rohman, Miftahur; Baskoro, Farid; Harimurti, Rina; Yamasari, Yuni; Yustanti, Wiyli
Journal of Robotics and Control (JRC) Vol 4, No 5 (2023)
Publisher : Universitas Muhammadiyah Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18196/jrc.v4i5.19521

Abstract

The article presents the parameter tuning of the Power System Stabilizer (PSS) using the hybrid method. The hybrid methods proposed in this article are Praire Dog Optimization (PDO) and Marine Predator Algorithm (MPA). The proposed method can be called PDOMPA. In the PDOMPA method, the marine predator algorithm (MPA) is able to search around optimal individuals when updating population positions. MPA is used to make the exploration and exploitation stages of PDO more valid and accurate. PDO is an algorithm inspired by the life of prairie dogs. Prairie dogs are adapted to colonizing in burrows underground. Prairie dogs have daily habits of eating, observing for predators, establishing fresh burrows, or preserving existing ones. Meanwhile, MPA is a duplication of marine predator life which is modeled mathematically. In order to validate the performance of the PDOMPA method, this article presents a comparative simulation of the objective function and the transient response of PSS. This research uses validation by comparing with conventional methods, Whale Optimization Algorithm (WOA), Grasshopper Optimization Algorithm (GOA), Marine Predator Algorithm (MPA), and Praire Dog Optimization (PDO). Based on the simulation results, PDOMPA presents fast convergence in some cases and shows optimal results compared to competitive algorithms. From the simulation results using load variations, it was found that the proposed method has the ability to reduce the average undershoot and overshoot of speed by 42.2% and 85.37% compared to the PSS-Lead Lag method. Meanwhile the average settling time value of speed is 50.7%.
Co-Authors Achmad Imam Agung Agus Budi Santosa Akbar Ramadlon, Muhammad Fadlil Akbar, Kamilah Salsabila Sofatul Amroin, Jaya Abadi Andi Iwan Nurhidayat Anggraini Yussi Puspitasari, Anggraini Yussi Anistyasari, Yeni ANITA QOIRIAH Anita Qoiriah Anita Qoiriah Ardiansah, Fiki Arif Widodo Ashab, Khoirul Ashari, Saskiyah Firda Asmunin Asmunin Asyubi, Mohamad Sholahudin Aziz, Maretha Rendy Ahmadan Abdul Cahyani, Marisania Pramesti Damayanti, Latifah Darmawan, Muhammad Ridwan Dwi Fatrianto Suyatno DWI SASONGKO, ANJAR Edy Sulistiyo Ekohariadi Elizabeth Titiek Winanti Ernanda, Bagus FAISAL FANANI, MUHAMMAD Fani, Listania Dunu Farid Baskoro Febiyanti, Nur Fendi Achmad Fijayanto, Ricky Fikar, Muhammad Nizar Fransisca, Yulia Guntoro, Renita Hidayad, Arrori Ashar Hidayatulloh, Asyraf Rahmat Hikmah, Milhatul I Gusti Putu Asto B I Gusti Putu Asto Buditjahjanto I. G. P. Asto Buditjahjanto Ifani, Lutfi Nur IZZA, KHODIJATUL Joko Joko Junior, Ludowikus Dumatus Juon KHOIRI, ANWAR Laksana, Baghas Elmo Adil Lestari, Dinda Wahyu Lestari, Yoni Dwi Lilik Anifah Lusia Rakhmawati M. Syariffuddien Zuhrie Mahameru, Krisna Bayu Ma’mun, Syukron Meini Sondang Sumbawati Muhtadun, Muhammad Abib Mukti Hidayat Pradany Mulyadinata, Muchammad Alfatih Munoto Munoto Munoto Munoto Ningrum, L Endah Cahya Ningrum, L. Endah Cahya Ningrum, Pristika NINGTIAS, LUTFIA Nur Kholis Nursofi, Rofif Oky Juan Saputra Pahlevi, Mochammad Azriel Pamungkas, Abdillah Ibnu Parama Diptya Widayaka Prasetyo, Ilham Andhy Priyono, Eka Aditya Puput Wanarti Rusimamto Purnama, Rizki Dwi Putra PUTRI PURWITASARI, IKA Putri, Widia Faradila Raden Mohamad Herdian Bhakti Rahmadian, Reza Renaldy, Prima Ridho Nugroho Rochman, Mohamad Ali Rohmad, Muhammad Azmi Hanif Rohman, Kholilur Romadhon, Iqbal Wahyu Romadhoni, M. Aldo Fatkur Rosmelati, Malinda Putri Rozaq, Choirur RR. Ella Evrita Hestiandari Safitri, Lailatul Safitri, Rahardian Daniar Setiabudi, Arif Subuh Isnur Haryudo SULISTIYO, EDY Sulistyo, Edy Sulthoni, Maulana Suparji Suparji Suyatno, Dwi Fatrianto Tri Rijanto Tri Rijanto Wafiyah, Alfi Qonitatin WARJU Wibawa, Setya Chendra Widi Aribowo Wisnu Deni Arif Wiyli Yustanti Yulia Fransisca YUNI YAMASARI Zuhrie, Muhamad Syariffuddien