Modeling and nonlinear predictive control of solar thermal systems in district heating

被引:0
|
作者
Svensen, Jan Lorenz [1 ]
Bergsteinsson, Hjorleifur G. [1 ]
Madsen, Henrik [1 ]
机构
[1] Tech Univ Denmark, Dept Appl Math & Comp Sci, Richard Petersens Plads 324, DK-2800 Lyngby, Denmark
基金
欧盟地平线“2020”;
关键词
Data-driven modeling; MPC; Solar thermal; District heating systems; MPC;
D O I
10.1016/j.heliyon.2024.e31027
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study presents data-driven modeling and nonlinear model predictive control of solar thermal plants in district heating, for the purpose of operation optimization. The study considers the efficient operation of a solar thermal plant in Hiller & oslash;d, Denmark. A dynamic model is estimated as a system of stochastic differential equations using grey-box modeling and real-world data. The presented nonlinear model predictive controller design is based on repeated trajectory linearization and the dynamic model. Several objective designs are considered, e.g., maximizing energy or temperature. The study provides simulations for analyzing the model fitness and controller performances. The model is shown to fit the daytime operation of the plant. The designed controllers are shown to improve efficiency, increasing the transported energy up to 28%.
引用
收藏
页数:13
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