Download E-books Modelling and Optimization of Biotechnological Processes: Artificial Intelligence Approaches (Studies in Computational Intelligence) PDF

By Lei Zhi Chen

Mostindustrialbiotechnologicalprocessesareoperatedempirically.Oneofthe significant di?culties of utilizing complicated keep watch over theories is the hugely nonlinear nature of the strategies. This publication examines techniques according to arti?cial intelligencemethods,inparticular,geneticalgorithmsandneuralnetworks,for tracking, modelling and optimization of fed-batch fermentation approaches. the most objective of a method keep watch over is to maximise the ?nal product with minimal improvement and creation expenses. This ebook is interdisciplinary in nature, combining subject matters from biotechn- ogy, arti?cial intelligence, procedure identi?cation, strategy tracking, procedure modelling and optimum keep an eye on. either simulation and experimental validation are played during this examine to illustrate the suitability and feasibility of proposed methodologies. an internet biomass sensor is developed utilizing a - present neural community for predicting the biomass focus on-line with in simple terms 3 measurements (dissolved oxygen, quantity and feed rate). effects exhibit that the proposed sensor is similar or perhaps more desirable to different sensors proposed within the literature that use greater than 3 measurements. Biote- nological techniques are modelled by means of cascading recurrent neural networks. it truly is chanced on that neural versions may be able to describe the approaches with excessive accuracy. Optimization of the ?nal product is accomplished utilizing modi?ed genetic algorithms to figure out optimum feed cost pro?les. Experimental result of the corresponding construction yields exhibit that genetic algorithms are strong instruments for optimization of hugely nonlinear structures. furthermore, a c- bination of recurrentneural networks and genetic algorithms offers an invaluable and cost-e?ective method for optimizing biotechnological methods.

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