A Simulation-Assisted Field Investigation on Control System Upgrades for a Sustainable Heat Pump Heating

被引:0
|
作者
Qv, Dehu [1 ]
Wang, Jijin [2 ]
Wang, Luyang [1 ]
Kosonen, Risto [3 ]
机构
[1] Lanzhou Univ Technol, Sch Civil Engn, Dept Bldg Environm & Energy Applicat Engn, Lanzhou 730050, Peoples R China
[2] Qingdao Univ Technol, Sch Environm & Municipal Engn, Qingdao 266520, Peoples R China
[3] Aalto Univ, Dept Mech Engn, POB 14400, Aalto 00076, Finland
基金
国家重点研发计划;
关键词
changing consumption and production patterns of heating; renewable sources of energy; clean heating upgrade; heat pump heating; cascade control; fractional-order PID controller; advanced fireworks algorithm; ORDER PID CONTROLLER;
D O I
10.3390/su16229981
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Heat pump-based renewable energy and waste heat recycling have become a mainstay of sustainable heating. Still, configuring an effective control system for these purposes remains a worthwhile research topic. In this study, a Smith-predictor-based fractional-order PID cascade control system was fitted into an actual clean heating renovation project and an advanced fireworks algorithm was used to tune the structural parameters of the controllers adaptively. Specifically, three improvements in the fireworks algorithm, including the Cauchy mutation strategy, the adaptive explosion radius, and the elite random selection strategy, contributed to the effectiveness of the tuning process. Simulation and field investigation results demonstrated that the fitted control system counters the adverse effects of time lag, reduces overshoot, and shortens the settling time. Further, benefiting from a delicate balance between heating demand and supply, the heating system with upgraded management increases the average exergetic efficiency by 11.4% and decreases the complaint rate by 76.5%. It is worth noting that the advanced fireworks algorithm mitigates the adverse effect of capacity lag and simultaneously accelerates the optimizing and converging processes, exhibiting its comprehensive competitiveness among this study's three intelligent optimization algorithms. Meanwhile, the forecast and regulation of the return water temperature of the heating system are independent of each other. In the future, an investigation into the implications of such independence on the control strategy and overall efficiency of the heating system, as well as how an integral predictive control structure might address this limitation, will be worthwhile.
引用
收藏
页数:20
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