Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Bulletin of Electrical Engineering and Informatics

Signature PSO: A novel inertia weight adjustment using fuzzy signature for LQR tuning Achmad Komarudin; Novendra Setyawan; Leonardo Kamajaya; Mas Nurul Achmadiah; Zulfatman Zulfatman
Bulletin of Electrical Engineering and Informatics Vol 10, No 1: February 2021
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v10i1.2667

Abstract

Particle swarm optimization (PSO) is an optimization algorithm that is simple and reliable to complete optimization. The balance between exploration and exploitation of PSO searching characteristics is maintained by inertia weight. Since this parameter has been introduced, there have been several different strategies to determine the inertia weight during a train of the run. This paper describes the method of adjusting the inertia weights using fuzzy signatures called signature PSO. Some parameters were used as a fuzzy signature variable to represent the particle situation in a run. The implementation to solve the tuning problem of linear quadratic regulator (LQR) control parameters is also presented in this paper. Another weight adjustment strategy is also used as a comparison in performance evaluation using an integral time absolute error (ITAE). Experimental results show that signature PSO was able to give a good approximation to the optimum control parameters of LQR in this case.
Co-Authors A.A. Ketut Agung Cahyawan W Adhisuwignjo, Supriatna Agus Pracoyo Ahmad Baharuddin Akbar, Miftahul Hambali Anan Asrofi Andri Tri Setiawan Andriani Parastiwi Andy Hardiansyah Anindya Dwi Risdhayanti Ari Murtono Arief Rahman Hidayat Aulia Fuad Rahman Bambang Priyadi Dania Puspa Anggraini Dewatama, Denda Dwi Firdha Edi Sulistio Budi Edi Sulistio Budi Edi Sulistyo Budi Fadillah Satria Bumi Fajar Hafidh Arasy Fatan Wirawan Fathoni Fathoni Febriati, Ervina Ferian, Ferian Lazuardy Iman Guntur Yanuar Astono hairus hairus Hakim, Rhanisa Putri Hanik Nuryasti Hari Kurnia Safitri Hariyadi Singgih Hendi Purnata Herman Hariyadi Ilham Agung Wicaksono Imam Saukani Indrazno Siradjuddin Isac Ilham Akbar Habibi Juliansyah, Mukhammad Arby Khrisna Hadiwinata La Ode Muhammad Abrar Haqqi Leonardo Kamajaya Lukman Hendrik Luqman, Mohammad M. Nizar Falafi Astoro Maron, Alif Rayhan Mas Nurul Achmadiah Mas Nurul Achmadiah Mas Nurul Ahmadiyah Maulana, Abdul Melania Septin Tandioga Miftakhul Huda Mila Fauziyah Moh. Luqman Mohamad Rifai Mohammad Luqman Mohammad Luqman Muhammad Dzulkifli Muhammad Ibrahim Muhammad Muwafiqur Romdlon Mya Dewi Trisnawati Nasir, Jumadi Naufal, Mohammad Nouval Fahmi Sakhbana Novendra Setyawan Nugraha Adi Putra Nurul, Alfian Nurvemiyana, Rovika Nuryasti, Hanik Ony Finata PERMATASARI, DINDA AYU Putri, Eryna Rahmadita, Ivony Rahmawati, Dinda Millenia Raihana, Ashfi Rohman, Mohammad Abidur Rovika Nurvemiyana Sari Atmini Setiatno Putera, Romzi Shabrina Adani Putri Shohib Muslim Sidik Nurcahyo Siswoko Siswoko Sumarno, Agus Sukoco Heru Tandioga, Melania Septin Tarmukan Tarmukan Tesa Loneka Anjarsari Tesa Loneka Anjarsari, Tesa Loneka Varianty, Anggy Restia Varianty, Anggy Restia Winarno, Totok Yunior, Rizki Kurniawan zakhia hanifa Zulfatman Zulfatman