Optimasi Kontrol Suhu Tungku Pemanas Menggunakan Metode Firefly Algorithm (FA)
DOI:
https://doi.org/10.56795/fortech.v4i2.4203Keywords:
Pemanas Suhu, PID Kontroller, Firefly Algorithms, Kecerdasan BuatanAbstract
A furnace is a piece of equipment used to heat or change shape. Process control is becoming increasingly important in industry, as a consequence of global competition. Year after year, furnaces have progressed in both industrial processes and equipment. The tuning process ensures that system performance meets operating objectives. Intelligent control based on Artificial Intelligent (AI) has developed a lot to improve conventional control to control voltage loads and is always under constant variable assessment. The research results show that the best optimization method is produced by the PID-FA method which produces overshoot = 0.0721, undershoot 0.0081, and settling time at 30.4283 seconds. The PID-FA method produces better performance, according to the desired settings, so that fuel use can have a high level of efficiency
References
M. Ali, A. Raikhani, B. Budiman, and H. Sopian, “Algoritma Persaingan Imperialis Sebagai Optimasi Kontroler PID dan ANFIS Pada Mesin Sinkron Magnet Permanen,” JEEE-U (Journal Electr. Electron. Eng., vol. 3, no. 1, pp. 57–81, Apr. 2019, doi: 10.21070/jeee-u.v3i1.2023.
M. Ali, H. Nurohmah, Budiman, J. Suharsono, H. Suyono, and M. A. Muslim, “Optimization on PID and ANFIS Controller on Dual Axis Tracking for Photovoltaic Based on Firefly Algorithm,” in 2019 International Conference on Electrical, Electronics and Information Engineering (ICEEIE), Oct. 2019, pp. 1–5. doi: 10.1109/ICEEIE47180.2019.8981428.
M. Ali and H. Nurohmah, “The ACO-ANFIS Hybrid Method used for LFC Optimization in Wind – Diesel Hybrid Power System,” in Seminar Nasional Teknik Elektro (FORTEI 2017), 2017, pp. 215–218. [Online]. Available: http://fortei.org/v2/wp-content/uploads/2017/12/41-Fullpaper_Machrus_Ali_Paper_Machrus_fortei_wind-diesel_ACO_ANFIS.pdf
M. Ali et al., “The comparison of dual axis photovoltaic tracking system using artificial intelligence techniques,” IAES Int. J. Artif. Intell., vol. 10, no. 4, p. 901, Dec. 2021, doi: 10.11591/ijai.v10.i4.pp901-909.
M. Ali, Muhlasin, H. Nurohmah, A. Raikhani, H. Sopian, and N. Sutantra, “Combined ANFIS method with FA, PSO, and ICA as Steering Control Optimization on Electric Car,” in 2018 Electrical Power, Electronics, Communications, Controls and Informatics Seminar (EECCIS), Oct. 2018, pp. 299–304. doi: 10.1109/EECCIS.2018.8692885.
M. Ali, H. Suyono, M. A. Muslim, M. R. Djalal, Y. M. Safarudin, and A. A. Firdaus, “Determination of the parameters of the firefly method for PID parameters in solar panel applications,” SINERGI, vol. 26, no. 2, p. 265, Jun. 2022, doi: 10.22441/sinergi.2022.2.016.
B. Kadaryono, Kadaryono; Rukslin, Rukslin; Ali, Machrus; Budiman, “Optimasi PID dan SMES pada Mikrohidro Berbasis Firefly Algorithm,” J. TECNOSCIENZA, vol. 3, no. 1, pp. 65–80, 2018, [Online]. Available: http://ejournal.kahuripan.ac.id/index.php/TECNOSCIENZA/article/view/111
G. Y. Hartlambang, M. Ali, and A. Raikhani, “Unjuk Kerja Kecerdasan Buatan (Artificial Intelligence) Dalam Mengoptimalkan Kecepatan Motor Dc Dengan Menggunakan Metode Imperalistt Competitive Alghorithm (ICA),” Intake J. Penelit. Ilmu Tek. Dan Terap., vol. 6, no. 1, pp. 51–67, 2015, doi: https://doi.org/10.32492/jintake.v6i1.48.
M. Ali, D. Ajiatmo, and M. R. Djalal, “Aplikasi Modified-Imperialist-Competitive-Algorithm (MICA) Untuk Merekonfigurasi Jaringan Radial Tenaga Listrik Pada Penyulang Mojoagung,” JEEE-U (Journal Electr. Electron. Eng., vol. 1, no. 2, pp. 49–53, Oct. 2017, doi: 10.21070/jeee-u.v1i2.1020.
L. Hakim, A. Ghoutsul Fadlili, Kholish; Raikhani, H. Nurohmah, and M. Ali, “Optimasi Load Frequency Control pada Wind-Diesel berbasis Differential Evolution dan Bat Algorithm,” SinarFe7, vol. 1, no. 1, pp. 1–6, 2018, [Online]. Available: https://ejournal.fortei7.org/index.php/SinarFe7/article/view/17
M. Ali, M. A. Haikal, R. Rukslin, and H. Nurohmah, “Optimisasi Steering Control Pada Mobil Listrik Auto-Pilot Menggunakan Metode Bat Algorithm,” JE-Unisla, vol. 7, no. 1, p. 36, Apr. 2022, doi: 10.30736/je-unisla.v7i1.813.
M. Arrohman, R. Fajardika, M. Muhlasin, and M. Ali, “Optimasi Frekuensi Kontrol pada Sistem Hybrid Wind-Diesel Menggunakan PID Kontroler Berbasis ACO dan MFA,” J. Rekayasa Mesin, vol. 9, no. 1, pp. 65–68, May 2018, doi: 10.21776/ub.jrm.2018.009.01.10.
M. Ali and A. Suhadak, “Optimisasi Steering Control Mobil Listrik Auto-Pilot Menggunakan Metode Firefly Algorithm (FA),” Semnasinotek 2017, UN PGRI, Kediri, pp. 61–68, 2017.
Muhammad Agil Haikal, Dandy Tulus Herlambang, Machrus Ali, and Muhlasin, “Desain Optimasi PID Controller Pada Heating Furnace Temperature Menggunakan Metode Particle Swarm Optimization (PSO),” ALINIER J. Artif. Intell. Appl., vol. 2, no. 2, pp. 77–82, Nov. 2021, doi: 10.36040/alinier.v2i2.5162.
Machrus Ali, H. Nurohmah, Rukslin, Dwi Ajiatmo, and M Agil Haikal, “Hybrid Design Optimization of Heating Furnace Temperature using ANFIS-PSO,” J. FORTEI-JEERI, vol. 1, no. 2, pp. 35–42, Dec. 2020, doi: 10.46962/forteijeeri.v1i2.21.
M. A. Ali, D. Ajiatmo, and H. Nurohmah, “Analisa Kontrol Daya Induction Furnace Pada Industri Peleburan Logam,” Intake J. Penelit. Ilmu Tek. Dan Terap., vol. 2, no. 1, pp. 1–14, 2011, [Online]. Available: http://ejournal.undar.ac.id/index.php/intake/article/view/408
M. Hasib Al Isbilly, Markhaban Siswanto, and Machrus Ali, “Optimasi PID Kontroller Pada Sistem Pengaturan Irigasi Menggunakan Metode Bat Algorithm,” J. JEETech, vol. 3, no. 2, pp. 78–83, Oct. 2022, doi: 10.48056/jeetech.v3i2.198.
Hidayatul Nurohmah, M. Ali, Rukslin, Dwi Ajiatmo, and Muhammad Agil Haikal, “Komparasi PID, FLC, dan ANFIS sebagai Kontroller Dual Axis Tracking Photovoltaic berbasis Bat Algorithm,” J. JEETech, vol. 3, no. 2, pp. 71–77, Sep. 2022, doi: 10.48056/jeetech.v3i2.197.
M. Ibrahim, D. Ramadhan, and M. Ali, “Optimasi Kontroler Putaran Motor Permanent Magnet Syschronous Machine ( PMSM ) menggunakan PSO-ANFIS ( Studi Kasus di Perumdam Tirta Kencana ),” Jurna; El-Sains, vol. 2, 2020.
M. Ali and M. Muhlasin, “Auto-Tuning Method for Designing Matlab DC Motor Speed Control With PID (Proportional Integral Derivative),” ADRI Int. J. Sci. Eng. Technol., vol. 1, no. 2, pp. 5–8, 2017, [Online]. Available: https://index.pkp.sfu.ca/index.php/record/view/856960
M. R. Djalal, M. Ali, A. Imran, and H. Setiadi, “Modifikasi Desain PID Controller Pada Permanent Magnet Synchronous Motor Dengan Flower Pollination Algorithm,” J. Tek. Elektro ITP, vol. 6, no. 2, pp. 163–169, Jul. 2017, doi: 10.21063/JTE.2017.3133622.
H. Nurohmah, “Desain Frekuensi Kontrol pada Hibrid Wind-Diesel Dengan PID – Imperialist Competitive Algorithm ( ICA ),” J. Intake, vol. 6, no. 2, pp. 38–45, 2015.
M. Ali, A. N. Afandi, A. Parwati, R. Hidayat, and C. Hasyim, “DESIGN OF WATER LEVEL CONTROL SYSTEMS USING PID AND ANFIS BASED ON FIREFLY ALGORITHM,” JEEMECS (Journal Electr. Eng. Mechatron. Comput. Sci., vol. 2, no. 1, Feb. 2019, doi: 10.26905/jeemecs.v2i1.2804.
Kadaryono, Rukslin, M. Ali, Askan, A. Parwanti, and I. Cahyono, “Comparison of LFC Optimization on Micro-hydro using PID, CES, and SMES based Firefly Algorithm,” in 2018 5th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI), Oct. 2018, pp. 204–209. doi: 10.1109/EECSI.2018.8752733.
Muhlasin, Budiman, M. Ali, A. Parwanti, A. A. Firdaus, and Iswinarti, “Optimization of Water Level Control Systems Using ANFIS and Fuzzy-PID Model,” in 2020 Third International Conference on Vocational Education and Electrical Engineering (ICVEE), Oct. 2020, pp. 1–5. doi: 10.1109/ICVEE50212.2020.9243229.
M. Ali, H. Suyono, M. A. Muslim, M. R. Djalal, Y. M. Safarudin, and A. A. Firdaus, “Determination of the parameters of the firefly method for PID parameters in solar panel applications,” SINERGI, vol. 26, no. 2, p. 265, Jun. 2022, doi: 10.22441/sinergi.2022.2.016.
M. R. Djalal, M. Ali, H. Nurohmah, and D. Ajiatmo, “Aplikasi Algoritma Differential Evolution untuk Desain Optimal Load Frequency Control pada Pembangkit Listrik Tenaga Hibrid Angin dan Diesel,” J. Teknol. Inf. dan Ilmu Komput., vol. 5, no. 5, p. 511, 2018, doi: 10.25126/jtiik.201855430.
M. Ali and M. Muhlasin, “Kontrol Kecepatan Putaran Permanent Magnet Synchronous Machine (PMSM) Menggunakan PID, FLC Dan ANFIS,” J. Elektro, vol. 4, no. 1, p. 253, Apr. 2019, doi: 10.30736/je.v4i1.302.
M. Ali, T. Fahmi, D. W. Khaidir, and H. Nurohmah, “Optimizing Single Axis Tracking for Bat Algorithm-based Solar Cell,” J. FESPE, vol. 2, no. 2, pp. 1–5, 2020.
