@Article{iasc.2023.030047, AUTHOR = {Prabhu Kaliappan, Aravindaguru Ilangovan, Sivachitra Muthusamy, Banumathi Sembanan}, TITLE = {Temperature Control Design with Differential Evolution Based Improved Adaptive-Fuzzy-PID Techniques}, JOURNAL = {Intelligent Automation \& Soft Computing}, VOLUME = {36}, YEAR = {2023}, NUMBER = {1}, PAGES = {781--801}, URL = {http://www.techscience.com/iasc/v36n1/49970}, ISSN = {2326-005X}, ABSTRACT = {This paper presents the design and performance analysis of Differential Evolution (DE) algorithm based Proportional-Integral-Derivative (PID) controller for temperature control of Continuous Stirred Tank Reactor (CSTR) plant in chemical industries. The proposed work deals about the design of Differential Evolution (DE) algorithm in order to improve the performance of CSTR. In this, the process is controlled by controlling the temperature of the liquid through manipulation of the coolant flow rate with the help of modified Model Reference Adaptive Controller (MRAC). The transient response of temperature process is improved by using PID Controller, Differential Evolution Algorithm based PID and fuzzy based DE controller. Finally, the temperature response is compared with experimental results of CSTR.}, DOI = {10.32604/iasc.2023.030047} }