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Novel non-uniform adaptive grid refinement control parameterization approach for biochemical processes optimization

Paper ID Volume ID Publish Year Pages File Format Full-Text
2763 130 2016 12 PDF Available
Title
Novel non-uniform adaptive grid refinement control parameterization approach for biochemical processes optimization
Abstract

•A novel non-uniform adaptive CVP approach is presented for biochemical dynamic optimization.•The relationship between the control parameters and time points is analyzed.•A slope analysis-based refinement method is proposed to obtain optimal discretization level.•The efficiency of the proposed method is verified in three well-known biochemical processes.

Dynamic optimization is a very important way to increase the productivity or profitability of biochemical processes. As an efficient approach for solving these biochemical dynamic optimization problems, control vector parameterization encounters the difficulty of selecting an optimal discretization level which balances the computational cost with the desired solution quality to obtain high accuracy solution. To tackle this issue, a new slope analysis is proposed to analyze the control variables and discretization time grid, results find that low slope time grid nodes have less effect on the improvement of performance index and can be regarded as unnecessary nodes, while high ones are important time points. Based on this, a novel non-uniform adaptive grid refinement control parameterization approach is therefore presented, where the slope analysis is applied to refine or to coarsen the time grid so as to obtain a suitable discretization level with a small number of control intervals. By application in three well-known biochemical optimization problems, results show that the proposed method is able to achieve similar or even better performance indexes with small numbers of control intervals and lower computational costs.

Keywords
Bioprocess optimization; Biochemical processes; Grid refinement; Non-uniform grid; Control parameterization; Dynamic optimization
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Novel non-uniform adaptive grid refinement control parameterization approach for biochemical processes optimization
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Publisher
Database: Elsevier - ScienceDirect
Journal: Biochemical Engineering Journal - Volume 111, 15 July 2016, Pages 63–74
Authors
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Subjects
Physical Sciences and Engineering Chemical Engineering Bioengineering
Get Full-Text Now
Don't Miss Today's Special Offer
Price was $35.95
You save - $31
Price after discount Only $4.95
100% Money Back Guarantee
Full-text PDF Download
Online Support
Any Questions? feel free to contact us