How Long to Read Modelling and Optimization of Biotechnological Processes

How Long Does it Take to Read Modelling and Optimization of Biotechnological Processes?

It takes the average reader 2 hours and 13 minutes to read Modelling and Optimization of Biotechnological Processes by Lei Zhi Chen

Assuming a reading speed of 250 words per minute. Learn more

Description

Mostindustrialbiotechnologicalprocessesareoperatedempirically.Oneofthe major di?culties of applying advanced control theories is the highly nonlinear nature of the processes. This book examines approaches based on arti?cial intelligencemethods,inparticular,geneticalgorithmsandneuralnetworks,for monitoring, modelling and optimization of fed-batch fermentation processes. The main aim of a process control is to maximize the ?nal product with minimum development and production costs. This book is interdisciplinary in nature, combining topics from biotechn- ogy, arti?cial intelligence, system identi?cation, process monitoring, process modelling and optimal control. Both simulation and experimental validation are performed in this study to demonstrate the suitability and feasibility of proposed methodologies. An online biomass sensor is constructed using a - current neural network for predicting the biomass concentration online with only three measurements (dissolved oxygen, volume and feed rate). Results show that the proposed sensor is comparable or even superior to other sensors proposed in the literature that use more than three measurements. Biote- nological processes are modelled by cascading two recurrent neural networks. It is found that neural models are able to describe the processes with high accuracy. Optimization of the ?nal product is achieved using modi?ed genetic algorithms to determine optimal feed rate pro?les. Experimental results of the corresponding production yields demonstrate that genetic algorithms are powerful tools for optimization of highly nonlinear systems. Moreover, a c- bination of recurrentneural networks and genetic algorithms provides a useful and cost-e?ective methodology for optimizing biotechnological processes.

How long is Modelling and Optimization of Biotechnological Processes?

Modelling and Optimization of Biotechnological Processes by Lei Zhi Chen is 129 pages long, and a total of 33,411 words.

This makes it 44% the length of the average book. It also has 41% more words than the average book.

How Long Does it Take to Read Modelling and Optimization of Biotechnological Processes Aloud?

The average oral reading speed is 183 words per minute. This means it takes 3 hours and 2 minutes to read Modelling and Optimization of Biotechnological Processes aloud.

What Reading Level is Modelling and Optimization of Biotechnological Processes?

Modelling and Optimization of Biotechnological Processes is suitable for students ages 10 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

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