Journal Article FZJ-2020-02882

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Simulation of differential-algebraic equation systems with optimization criteria embedded in Modelica

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2020
Elsevier Science Amsterdam [u.a.]

Computers & chemical engineering 140, 106920 - () [10.1016/j.compchemeng.2020.106920]

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Abstract: Differential-algebraic equations with embedded optimization criteria (DAEO) are a class of mathematical models for underdetermined differential-algebraic equation (DAE) systems with less algebraic equations than algebraic variables. The algebraic variables may be calculated as the solution of an embedded (non)linear program, yielding a DAEO system. An example for DAEOs is the dynamic flux balance analysis (DFBA) approach, where the formulation of metabolic reaction networks leads to an underdetermined equation system for the intracellular fluxes that are assumed to behave optimally with respect to some cell-specific optimization criterion.We present a toolbox that allows formulation of DAEOs in the object-oriented Modelica modeling language. The solution method is based on substituting the embedded optimization problem with its first-order Karush-Kuhn-Tucker conditions to obtain a nonsmooth DAE system that can be simulated by a root-finding DAE solver. One nonlinear example and two examples based on DFBA demonstrate the performance of the toolbox.

Classification:

Contributing Institute(s):
  1. Biotechnologie (IBG-1)
  2. Modellierung von Energiesystemen (IEK-10)
Research Program(s):
  1. 583 - Innovative Synergisms (POF3-583) (POF3-583)

Appears in the scientific report 2020
Database coverage:
Medline ; OpenAccess ; Clarivate Analytics Master Journal List ; Current Contents - Engineering, Computing and Technology ; Ebsco Academic Search ; Essential Science Indicators ; IF < 5 ; JCR ; SCOPUS ; Science Citation Index ; Science Citation Index Expanded ; Web of Science Core Collection
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Dokumenttypen > Aufsätze > Zeitschriftenaufsätze
Institutssammlungen > ICE > ICE-1
Institutssammlungen > IBG > IBG-1
Workflowsammlungen > Öffentliche Einträge
IEK > IEK-10
Publikationsdatenbank
Open Access

 Datensatz erzeugt am 2020-08-18, letzte Änderung am 2024-07-12


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