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Automatic initial value generation procedure for nonlinear process models by interval arithmetic based cutting and splitting

delete2024-06-01
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OA
AI
S
Saskia Bublitz *
E
Erik Esche
J
Jens‐Uwe Repke
DOI:10.1016/j.compchemeng.2024.108672delete
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摘要

摘要

En 中文
To solve large nonlinear equation systems, we present a hybrid method based on interval arithmetic and realvalued root -finding. The proposed approach includes two new interval arithmetic based methods, the so-called cutting and a special kind of bisection of consistent variable spaces. Applied to three examples from chemical engineering, it is shown that the approach is now able to find all system solutions within a variable space as well as only one process -relevant solution in much less time thanks to the built-in root -finding step. For the latter, a conventional Newton method as well as IPOPT have been examined. The hybrid approach no longer needs a well -estimated initial point to converge to a solution, only rough initial variable bounds are required.
Keyword:
Interval arithmetic
Nonlinear solver
Initialization
Convergence
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期刊

C
Computers and Chemical Engineering
IF:
3.9
论文数:
8.1K
被引数:
1.7W

机构

T
Technical University of Berlin
学者数:
1.3W
论文数: 1.1W
被引数: 18