Title :
Exploitation selection of alpha parameter in Gravitational Search Algorithm of PID controller for computational time analysis
Author :
Aziz, Mohamad Saiful Islam B. ; Nawawi, Sophan Wahyudi ; Sudin, Shahdan ; Abd Wahab, Norhaliza
Author_Institution :
Fac. of Electr. Eng., Univ. Teknol. Malaysia, Skudai, Malaysia
Abstract :
In this paper, a modification is done in Gravitational Search Algorithm (GSA) where an alpha parameter (α) is modified. This modification is done in order to provide different gravitational constant, G(t) and acceleration (a) to each agent as trying to improve its performance. Then this modified GSA algorithm is tested to see the effectiveness of PID controller in finding the value of KP, KI and KD of an activated sludge process (ASP) system in terms of computational time. These results are then compared with the computational time of original GSA approach and Particle Swarm Optimization (PSO) to see the effectiveness of the new approach.
Keywords :
search problems; sludge treatment; three-term control; ASP system; PID controller; acceleration; activated sludge process system; alpha parameter exploitation selection; gravitational constant; gravitational search algorithm; modified GSA algorithm; Acceleration; Algorithm design and analysis; Control systems; Equations; Force; Optimization; Particle swarm optimization; Gravitational Search Algorithm (GSA); PID controller; optimization;
Conference_Titel :
Control System, Computing and Engineering (ICCSCE), 2014 IEEE International Conference on
Print_ISBN :
978-1-4799-5685-2
DOI :
10.1109/ICCSCE.2014.7072699