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Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm

Cilt: IDAP-2023 : International Artificial Intelligence and Data Processing Symposium Sayı: IDAP-2023 18 Ekim 2023
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Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm

Öz

To enhance controller performance, the optimization of control parameters has emerged as a critical research area. Among the array of optimization algorithms, the modified elite opposition-based artificial hummingbird algorithm (m-AHA) stands out for its ability to emulate behavioral strategies of hummingbirds and elite opposition-based technique. This paper, therefore, proposes m-AHA optimizer as a novel approach to optimize control parameters in a three-tanks liquid level system. By fine-tuning the parameters of proportional-integral-derivative (PID) controller, superior performance is achieved. Comparative evaluations with competitive algorithms, including the arithmetic optimization algorithm with Harris hawks optimization and covariance matrix adaptation evolution strategy, assess the m-AHA optimizer-based approach for three-tank liquid level system control. The ITAE (integral of time multiplied absolute error) performance index analyzes time domain and frequency metrics, revealing the outstanding performance of the m-AHA optimizer-based approach.

Anahtar Kelimeler

Kaynakça

  1. Abualigah, L., Ekinci, S., Izci, D., & Abu Zitar, R. (2023). Modified Elite Opposition-Based Artificial Hummingbird Algorithm for Designing FOPID Controlled Cruise Control System. Intelligent Automation & Soft Computing. https://doi.org/10.32604/iasc.2023.040291
  2. Amuthambigaiyin Sundari, K., & Maruthupandi, P. (2022). Optimal Design of PID Controller for the analysis of Two TANK System Using Metaheuristic Optimization Algorithm. Journal of Electrical Engineering & Technology, 17(1), 627–640. https://doi.org/10.1007/s42835-021-00891-6
  3. Bhookya, J., Vijaya Kumar, M., Ravi Kumar, J., & Seshagiri Rao, A. (2022). Implementation of PID controller for liquid level system using mGWO and integration of IoT application. Journal of Industrial Information Integration, 28, 100368. https://doi.org/10.1016/j.jii.2022.100368
  4. Ekinci, S., Izci, D., Abu Zitar, R., Alsoud, A. R., & Abualigah, L. (2022). Development of Lévy flight-based reptile search algorithm with local search ability for power systems engineering design problems. Neural Computing and Applications, 34(22), 20263–20283. https://doi.org/10.1007/s00521-022-07575-w
  5. Ekinci, S., Izci, D., Eker, E., Abualigah, L., Thanh, C.-L., & Khatir, S. (2023). Hunger games pattern search with elite opposite-based solution for solving complex engineering design problems. Evolving Systems. https://doi.org/10.1007/s12530-023-09526-9
  6. Ekinci, S., Izci, D., & Hekimoglu, B. (2021). Implementing the Henry Gas Solubility Optimization Algorithm for Optimal Power System Stabilizer Design. Electrica, 21(2), 250–258. https://doi.org/10.5152/electrica.2021.20088
  7. Ekinci, S., Izci, D., & Kayri, M. (2023). Artificial hummingbird optimizer as a novel adaptive algorithm for identifying optimal coefficients of digital IIR filtering systems. International Journal of Modelling and Simulation, 1–15. https://doi.org/10.1080/02286203.2023.2240564
  8. Issa, M. (2022). Parameter Tuning of PID Controller Based on Arithmetic Optimization Algorithm in IOT Systems (pp. 399–417). https://doi.org/10.1007/978-3-030-99079-4_15

Ayrıntılar

Birincil Dil

İngilizce

Konular

Evrimsel Hesaplama

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

18 Ekim 2023

Gönderilme Tarihi

19 Ağustos 2023

Kabul Tarihi

26 Ağustos 2023

Yayımlandığı Sayı

Yıl 2023 Cilt: IDAP-2023 : International Artificial Intelligence and Data Processing Symposium Sayı: IDAP-2023

Kaynak Göster

APA
Eker, E., Ekinci, S., & İzci, D. (2023). Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm. Computer Science, IDAP-2023 : International Artificial Intelligence and Data Processing Symposium(IDAP-2023), 37-43. https://doi.org/10.53070/bbd.1346269
AMA
1.Eker E, Ekinci S, İzci D. Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm. JCS. 2023;IDAP-2023 : International Artificial Intelligence and Data Processing Symposium(IDAP-2023):37-43. doi:10.53070/bbd.1346269
Chicago
Eker, Erdal, Serdar Ekinci, ve Davut İzci. 2023. “Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm”. Computer Science IDAP-2023 : International Artificial Intelligence and Data Processing Symposium (IDAP-2023): 37-43. https://doi.org/10.53070/bbd.1346269.
EndNote
Eker E, Ekinci S, İzci D (01 Ekim 2023) Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm. Computer Science IDAP-2023 : International Artificial Intelligence and Data Processing Symposium IDAP-2023 37–43.
IEEE
[1]E. Eker, S. Ekinci, ve D. İzci, “Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm”, JCS, c. IDAP-2023 : International Artificial Intelligence and Data Processing Symposium, sy IDAP-2023, ss. 37–43, Eki. 2023, doi: 10.53070/bbd.1346269.
ISNAD
Eker, Erdal - Ekinci, Serdar - İzci, Davut. “Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm”. Computer Science IDAP-2023 : INTERNATIONAL ARTIFICIAL INTELLIGENCE AND DATA PROCESSING SYMPOSIUM/IDAP-2023 (01 Ekim 2023): 37-43. https://doi.org/10.53070/bbd.1346269.
JAMA
1.Eker E, Ekinci S, İzci D. Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm. JCS. 2023;IDAP-2023 : International Artificial Intelligence and Data Processing Symposium:37–43.
MLA
Eker, Erdal, vd. “Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm”. Computer Science, c. IDAP-2023 : International Artificial Intelligence and Data Processing Symposium, sy IDAP-2023, Ekim 2023, ss. 37-43, doi:10.53070/bbd.1346269.
Vancouver
1.Erdal Eker, Serdar Ekinci, Davut İzci. Optimal PID Controller Design for Liquid Level Tank via Modified Artificial Hummingbird Algorithm. JCS. 01 Ekim 2023;IDAP-2023 : International Artificial Intelligence and Data Processing Symposium(IDAP-2023):37-43. doi:10.53070/bbd.1346269

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