TY - JOUR
T1 - Water cycle algorithm tuned robust fractional-order Proportional–Integral–Derivative controller for energy optimization and control of nonlinear Multiple Stage Evaporator
T2 - A case study of paper mill
AU - Verma, Om Prakash
AU - Yadav, Drishti
AU - Pati, Smitarani
AU - Kumar, Saurav
AU - Gupta, Himanshu
AU - Pachauri, Nikhil
N1 - Funding Information:
The authors are thankful to the Competent Authorities of Star Paper Mill, Saharanpur, India, for permissions to visit the mill for collecting real-time plant data. The authors would like to thank Prof. A. K. Ray (Ex-Professor, Department of Polymer and Process Engineering) from Indian Institute of Technology Roorkee for his valuable suggestions and discussions.
Publisher Copyright:
© 2021 Curtin University and John Wiley & Sons, Ltd.
PY - 2021/5/1
Y1 - 2021/5/1
N2 - In paper industries, Multiple Stage Evaporator (MSE) is used to concentrate black liquor. Due to the energy intensive nature of MSE, the global energy scenario stresses on optimizing its energy efficiency. Moreover, the necessity of a tight control of product quality demands superior understanding of system dynamics for controller design. This paper presents a robust fractional-order Proportional–Integral–Derivative (FOPID) controller for concentration control of black liquor in Heptad's effect MSE. First, the steady-state unknown process parameters are estimated by solving the nonlinear steady-state model. Thereafter, these optimal process parameters are utilized to simulate the nonlinear dynamic model to obtain the transfer functions. By using these transfer functions, the FOPID controller is designed whose parameters are tuned via Water Cycle Algorithm (WCA). The competence of WCA toward controller tuning is validated by comparing with other optimization techniques (Genetic Algorithm [GA], Simulated Annealing [SA], Particle Swarm Optimization [PSO], and Krill Herd [KH]). Moreover, the performance of the proposed FOPID controller in concentration control, set-point tracking, and noise suppression is validated by comparing with conventional PID, two-degree of freedom-PID (2-DOF-PID), and Internal Model Control (IMC) controllers. The results demonstrate that FOPID controller reduces the Integral Square Error (ISE) by 91.05%, 89.81%, and 78.84%, respectively, with respect to PID, 2-DOF-PID, and IMC. Also, the proposed FOPID controller improves the system transience with high robustness.
AB - In paper industries, Multiple Stage Evaporator (MSE) is used to concentrate black liquor. Due to the energy intensive nature of MSE, the global energy scenario stresses on optimizing its energy efficiency. Moreover, the necessity of a tight control of product quality demands superior understanding of system dynamics for controller design. This paper presents a robust fractional-order Proportional–Integral–Derivative (FOPID) controller for concentration control of black liquor in Heptad's effect MSE. First, the steady-state unknown process parameters are estimated by solving the nonlinear steady-state model. Thereafter, these optimal process parameters are utilized to simulate the nonlinear dynamic model to obtain the transfer functions. By using these transfer functions, the FOPID controller is designed whose parameters are tuned via Water Cycle Algorithm (WCA). The competence of WCA toward controller tuning is validated by comparing with other optimization techniques (Genetic Algorithm [GA], Simulated Annealing [SA], Particle Swarm Optimization [PSO], and Krill Herd [KH]). Moreover, the performance of the proposed FOPID controller in concentration control, set-point tracking, and noise suppression is validated by comparing with conventional PID, two-degree of freedom-PID (2-DOF-PID), and Internal Model Control (IMC) controllers. The results demonstrate that FOPID controller reduces the Integral Square Error (ISE) by 91.05%, 89.81%, and 78.84%, respectively, with respect to PID, 2-DOF-PID, and IMC. Also, the proposed FOPID controller improves the system transience with high robustness.
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U2 - 10.1002/apj.2626
DO - 10.1002/apj.2626
M3 - Article
AN - SCOPUS:85101772619
SN - 1932-2135
VL - 16
JO - Asia-Pacific Journal of Chemical Engineering
JF - Asia-Pacific Journal of Chemical Engineering
IS - 3
M1 - e2626
ER -