Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/27513
Título: | Optimization of fed-batch fermentation processes with bio-inspired algorithms |
Autor(es): | Rocha, Miguel Mendes, Rui Rocha, Orlando Rocha, I. Ferreira, Eugénio C. |
Palavras-chave: | Fed-batch fermentation Differential Evolution Evolutionary algorithms Particle Swarm Optimization Feeding trajectory optimization |
Data: | 2014 |
Editora: | Elsevier |
Revista: | Expert Systems with Applications |
Citação: | Rocha, M., Mendes, R., Rocha, O., Rocha, I., & Ferreira, E. C. (2014, April). Optimization of fed-batch fermentation processes with bio-inspired algorithms. Expert Systems with Applications. Elsevier BV. http://doi.org/10.1016/j.eswa.2013.09.017 |
Resumo(s): | The optimization of the feeding trajectories in fed-batch fermentation processes is a complex problem that has gained attention given its significant economical impact. A number of bio-inspired algorithms have approached this task with considerable success, but systematic and statistically significant comparisons of the different alternatives are still lacking. In this paper, the performance of different metaheuristics, such as Evolutionary Algorithms (EAs), Differential Evolution (DE) and Particle Swarm Optimization (PSO) is compared, resorting to several case studies taken from literature and conducting a thorough statistical validation of the results. DE obtains the best overall performance, showing a consistent ability to find good solutions and presenting a good convergence speed, with the DE/rand variants being the ones with the best performance. A freely available computational application, OptFerm, is described that provides an interface allowing users to apply the proposed methods to their own models and data. |
Tipo: | Artigo |
URI: | https://hdl.handle.net/1822/27513 |
DOI: | 10.1016/j.eswa.2013.09.017 |
ISSN: | 0957-4174 |
Versão da editora: | https://www.sciencedirect.com/science/article/pii/S0957417413007483 |
Arbitragem científica: | yes |
Acesso: | Acesso aberto |
Aparece nas coleções: | CEB - Publicações em Revistas/Séries Internacionais / Publications in International Journals/Series |