Hybrid intelligent control of substrate feeding for industrial fed-batch chlortetracycline fermentation process

ISA Trans. 2014 Nov;53(6):1822-37. doi: 10.1016/j.isatra.2014.08.015. Epub 2014 Sep 22.

Abstract

The lack of accurate process models and reliable online sensors for substrate measurements poses significant challenges for controlling substrate feeding accurately, automatically and optimally in fed-batch fermentation industries. It is still a common practice to regulate the feeding rate based upon manual operations. To address this issue, a hybrid intelligent control method is proposed to enable automatic substrate feeding. The resulting control system consists of three modules: a presetting module for providing initial set-points; a predictive module for estimating substrate concentration online based on a new time interval-varying soft sensing algorithm; and a feedback compensator using expert rules. The effectiveness of the proposed approach is demonstrated through its successful applications to the industrial fed-batch chlortetracycline fermentation process.

Keywords: Fed-batch fermentation process; Hybrid intelligent control; Process control; Soft sensor; Substrate feeding.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Bacterial Physiological Phenomena*
  • Batch Cell Culture Techniques*
  • Bioreactors / microbiology*
  • Chlortetracycline / biosynthesis*
  • Chlortetracycline / isolation & purification
  • Computer Simulation
  • Feedback, Physiological / physiology
  • Industry / methods
  • Models, Biological*
  • Robotics / methods*

Substances

  • Chlortetracycline