Araştırma Makalesi

PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System

Cilt: 11 Sayı: 2 1 Haziran 2021
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PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System

Öz

One of the main problems in the control of the coupled tank liquid level systems, which are used frequently in water treatment systems and petrochemical industry today, is to determine the water flow rate between the two tanks. In this paper, proportional-integral +feed forward control method (PI+FF), whose parameters are determined using genetic algorithm (GA), one of the heuristic optimization methods, is used to solve this problem. In addition, in order to show the performance of the GA-based controller, the PI+FF controller that PI parameters obtained using the Ziegler-Nichols (Z-N) method are applied to the same system and the real-time application results of both controllers are compared. The experimental results showed that the controller, which parameters are determined by GA, reached the desired reference value with less settling time and less overshooting when it compared to the Z-N method based controller, and also it has given faster response to sudden changes in the system.

Anahtar Kelimeler

Kaynakça

  1. Abiodun FT, Habeeb BS, Mikail OO, Wahab NA, 2013. Control of a Two Layered Coupled Tank: Application of IMC, IMC-PI and Pole-Placement PI controllers. International Journal of Multidisciplinary Sciences and Engineering, 4(11): 1-6.
  2. Başçi A, Derdiyok A, 2016. Implementation of an Adaptive Fuzzy Compensator for Coupled Tank Liquid Level Control System, Measurement, 91(2016):12-18.
  3. Çelebi M, Başçi A, 2016. Fractional Order Control of A Sinusoidal Output Inverter. Istanbul University- Journal of Electrical and Electronics Engineering, 16(2): 3037-3042.
  4. John JA, Jaffar NE, Francis RM, 2015. Modelling and Control of Coupled Tank Liquid Level System using Backstepping Method. International Journal of Engineering Research & Technology, 4(6): 667-671.
  5. Khalkhali A, 2016. Control of Two Tank System with Genetic Algorithm. Atatürk University Graduate School of Natural and Applied Sciences, Master Thesis (Printed).
  6. Katal N, Kumar P, Narayan S, 2014. Optimal PID Controller for Coupled-Tank Liquid-Level Control System Using Bat Algorithm. 2014 International Conference on Power, Control and Embedded Systems (ICPCES), Allahabad, December 26-28, 2014, pp: 1-4.
  7. Lian ST, Marzuki K, Rubiyah Y,1998. Tuning of a Neuro-Fuzzy Controller by Genetic Algorithms with an Application to a Coupled-Tank Liquid-Level Control System. Engineering Applications of Artificial Intelligence, 11(4): 517-529.
  8. Liang L, 2011. The Application of Fuzzy PID Controller in Coupled-Tank Liquid-Level Control System. 2011 International Conference on Electronics, Communications and Control (ICECC), Ningbo, September 9-11, 2011, pp: 2894-2897.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Elektrik Mühendisliği

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

1 Haziran 2021

Gönderilme Tarihi

2 Kasım 2020

Kabul Tarihi

4 Şubat 2021

Yayımlandığı Sayı

Yıl 2021 Cilt: 11 Sayı: 2

Kaynak Göster

APA
Yılmaz, M., Can, K., & Başçi, A. (2021). PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System. Journal of the Institute of Science and Technology, 11(2), 1014-1026. https://doi.org/10.21597/jist.819389
AMA
1.Yılmaz M, Can K, Başçi A. PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System. Iğdır Üniv. Fen Bil Enst. Der. 2021;11(2):1014-1026. doi:10.21597/jist.819389
Chicago
Yılmaz, Mehmet, Kaan Can, ve Abdullah Başçi. 2021. “PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System”. Journal of the Institute of Science and Technology 11 (2): 1014-26. https://doi.org/10.21597/jist.819389.
EndNote
Yılmaz M, Can K, Başçi A (01 Haziran 2021) PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System. Journal of the Institute of Science and Technology 11 2 1014–1026.
IEEE
[1]M. Yılmaz, K. Can, ve A. Başçi, “PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System”, Iğdır Üniv. Fen Bil Enst. Der., c. 11, sy 2, ss. 1014–1026, Haz. 2021, doi: 10.21597/jist.819389.
ISNAD
Yılmaz, Mehmet - Can, Kaan - Başçi, Abdullah. “PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System”. Journal of the Institute of Science and Technology 11/2 (01 Haziran 2021): 1014-1026. https://doi.org/10.21597/jist.819389.
JAMA
1.Yılmaz M, Can K, Başçi A. PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System. Iğdır Üniv. Fen Bil Enst. Der. 2021;11:1014–1026.
MLA
Yılmaz, Mehmet, vd. “PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System”. Journal of the Institute of Science and Technology, c. 11, sy 2, Haziran 2021, ss. 1014-26, doi:10.21597/jist.819389.
Vancouver
1.Mehmet Yılmaz, Kaan Can, Abdullah Başçi. PI+Feed Forward Controller Tuning Based on Genetic Algorithm for Liquid Level Control of Coupled-Tank System. Iğdır Üniv. Fen Bil Enst. Der. 01 Haziran 2021;11(2):1014-26. doi:10.21597/jist.819389

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