Feedback PID-like fuzzy controller for pH regulatory control near the equivalence point Articles uri icon

publication date

  • July 2014

start page

  • 1023

end page

  • 1037


  • 7


  • 24

International Standard Serial Number (ISSN)

  • 0959-1524

Electronic International Standard Serial Number (EISSN)

  • 1873-2771


  • In this research the use of a feedback PID-like fuzzy controller scheme for pH control is presented to deal with instability problems near the equivalence point in neutralization processes. State space analysis of the titration curves and a fuzzy clustering algorithm based on calculating a measure of potential derived from the square distance of the pH data are complementary applied to define the membership structure and the fuzzy sets of the controller. To test the performance of the controller, both simulated and experimental runs were used. The fuzzy controller was tested for compensating step-change perturbations of propionic acidic flow rates, propionic acid concentration, and buffering conditions. Stationary cycling behavior has been observed for large loads of acidic flow rates. It was found that though the rejection time was strongly dependent on the mean residence time of the liquid solutions, the proposed controller keep the neutralization process operating close to the specified set point of pH =7. (C) 2014 Elsevier Ltd. All rights reserved.


  • ph control; fuzzy logic; process control; wastewater treatment