화학공학소재연구정보센터
학회 한국화학공학회
학술대회 2014년 봄 (04/23 ~ 04/25, 창원컨벤션센터)
권호 20권 1호, p.153
발표분야 공정시스템
제목 Structural improvement of dynamic flux balance analysis for speeding up the simulation
초록 A kinetic model which has several lower optimization steps in its structure and employs an optimized objective value can be considered as a special case of bi-level optimization problem when it is implemented by an upper level optimization such as a parameter estimation. But this kind of modeling is not free from a computational load issue because of its double layered optimizing structure. So, in order to overcome this limitation, this paper suggests a method by which the embedded lower level linear optimization problem is solved before the result is employed to modeling. In other words, the linear optimization is solved with remaining an undetermined variable k coming from other equations in modeling. And the optimized objective value is expressed as a function of k, then finally the result is employed for upper level optimization. In this way, its structure is no more the double layered optimization problem but transformed to an usual single level optimization, thus it can be computed in reasonable time.
저자 정동휘, 이신제, 이종민
소속 서울대
키워드 dynamic flux balance analysis; KKT conditions
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