| Title | Investigation of Time-delay Nonlinear Dynamic System in Batch Fermentation with Differential Evolution Algorithm |
| Publication Type | Conference Paper |
| Year of Publication | 2021 |
| Authors | Pai, Zhang, Qi, Yang |
| Conference Name | 2021 International Conference on Information Technology and Biomedical Engineering (ICITBE) |
| Keywords | Batch fermentation, Biological system modeling, composability, Computational efficiency, differential evolution algorithm, Dynamical Systems, Heuristic algorithms, Nonlinear dynamical systems, Numerical models, Predictive Metrics, pubcrawl, Resiliency, Sociology, Statistics, Time-delay nonlinear dynamic system |
| Abstract | Differential evolution algorithm is an efficient computational method that uses population crossover and variation to achieve high-quality solutions. The algorithm is simple in principle and fast in solving global solutions, so it has been widely used in complex optimization problems. In this paper, we applied the differential evolution algorithm to a time-delay dynamic system for microbial fermentation of 1,3-propanediol and obtained an average error of 22.67% comparing to baseline error of 48.53%. |
| DOI | 10.1109/ICITBE54178.2021.00031 |
| Citation Key | pai_investigation_2021 |
Investigation of Time-delay Nonlinear Dynamic System in Batch Fermentation with Differential Evolution Algorithm