Faster Dynamic Process Simulation using In Situ Adaptive Tabulation

被引:2
作者
Abrol, Sidharth [1 ]
Lu, Mingder [2 ]
Hill, David [2 ]
Herrick, Aaron [2 ]
Edgar, Thomas F. [1 ]
机构
[1] Univ Texas Austin, Dept Chem Engn, Austin, TX 78722 USA
[2] Chemstations Inc, Houston, TX 77077 USA
关键词
COMBUSTION CHEMISTRY; PERFORMANCE; NETWORKS;
D O I
10.1021/ie901755f
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
In situ adaptive tabulation (ISAT) is applied to dynamic process simulators for reducing computational run-time. Several enhancements of previous approaches are presented here, including a method for estimating the sensitivities using input output data, along with different strategies for record distribution. A modified version of the original algorithm (mISAT) to improve performance of ISAT is also suggested. Case studies for first-principles and data-driven models using ISAT are performed to generate accurate trajectories, which are essentially the same as those obtained by direct integration. Computational speed-up using ISAT is also shown for these studies.
引用
收藏
页码:7814 / 7823
页数:10
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