화학공학소재연구정보센터
홈 로그인 로그아웃 연락처 사이트맵
Journal of Industrial and Engineering Chemistry, Vol.61, 398-406, May, 2018
DOI10.1016/j.jiec.2017.12.039  Export Citation
Performance modelling of a partially-aerated submerged fixed-film bioreactor: Mechanistic analysis versus semi data-driven method
Salman Alizadeh Kordkandi1, 2, Ali Baradar Khoshfetrat1, 2, †, and Asaad Faramarzi3
  • 1Chemical Engineering Faculty, Sahand University of Technology, Tabriz 51335-1996, Iran
  • 2Environmental Engineering Research Center (EERC), Sahand University of Technology, Tabriz 51335-1996, Iran
  • 3School of Civil Engineering,, University of Birmingham, Edgbaston, Birmingham B15 2TT, United Kingdom, UK
E-mail:
A novel semi-mechanistic data-driven technique based on an evolutionary polynomial regression (EPR) was developed along with a kinetic analysis to evaluate the performance of an external loop upflow partially-aerated fixed-film bioreactor (UP/ASFF). Modelling of experimental data was carried out under different organic loading rates (OLR), solid retention time (SRT), and food to microorganisms’ ratio (F/M ratio). The results showed that the EPR model was the best approach for the performance evaluation of the UP/ASFF system with R2 of 0.93 and normalized MSE of 0.02 although the Stover-Kincannon’s model showed also a promising predication with high accuracy and R2 of 0.92.
Keywords:Process analysis;Kinetics modelling;Evolutionary polynomial regression;Upflow partially-aerated fixed-film;bioreactor
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