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Dynamic Optimization of Fed-Batch Bioreactors Using the Ant Algorithm
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2001
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Ant Colony AlgorithmEngineeringBioenergyFed-batch BioreactorsIndustrial EngineeringCuckoo SearchFirefly AlgorithmIntelligent OptimizationBiochemical EngineeringAgricultural EconomicsBioprocess MonitoringSystems EngineeringHybrid Optimization TechniqueAnt Colony OptimizationProcess OptimizationFeed Rate ProfilesOperations Research
The ant colony algorithm, mimicking the cooperative search behavior of ants in real life, has been employed for the dynamic optimization of fed-batch bioreactors. To test the capability of this new heuristic algorithm, two well-known and extensively studied systems have been chosen. The algorithm rapidly converges to optimal feed rate profiles, which maximize the overall production of the desired product and the profits in a computationally efficient and robust manner. The optimal profiles evolved are easy to implement in plant operation. The algorithm compares favorably with the other known techniques.