A Rigorous Model Order Reduction Framework for Waste Heat Recovery Systems Based on Proper Orthogonal Decomposition and Galerkin Projection

被引:4
|
作者
Xu, Bin [1 ]
Yebi, Adamu [1 ,2 ]
Hoffman, Mark [3 ]
Onori, Simona [4 ]
机构
[1] Clemson Univ, Dept Automot Engn, Greenville, SC 29607 USA
[2] Mercedes Benz Res & Dev North Amer, Redford, MI 48239 USA
[3] Auburn Univ, Dept Mech Engn, Auburn, AL 36849 USA
[4] Stanford Univ, Energy Resources Engn Dept, Stanford, CA 94305 USA
关键词
Galerkin projection; heat exchanger; organic Rankine cycle (ORC); proper orthogonal decomposition (POD); reduced order model (ROM); ORGANIC RANKINE-CYCLE;
D O I
10.1109/TCST.2018.2878810
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A proper orthogonal decomposition (POD) and Galerkin projection-based model order reduction framework is developed for the evaporator heat exchanger in heavy-duty diesel engine organic Rankine cycle waste heat recovery system. The dynamics in the heat exchanger are first modeled by a finite-volume model, composed of highly nonlinear, coupled, partial differential equations, and then used to generate snapshots from which basis functions are defined. Reduced order models (ROMs) are then derived using the Galerkin projection approach. The accuracy and the execution time of different POD ROMs are evaluated against the high-fidelity finite-volume model. The results show that the POD ROM dimension can be selected based on the specific requirements of accuracy and computation time demanded by the intended model utilization. The proposed ROM framework can be utilized to generate ROMs with various dimensions for different purposes, such as estimator design, model-based control, and benchmark generation.
引用
收藏
页码:635 / 643
页数:9
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