nav emailalert searchbtn searchbox tablepage yinyongbenwen piczone journalimg journalInfo journalinfonormal searchdiv searchzone qikanlogo popupnotification paper paperNew
2025, 09, v.41 13-16
太阳能热泵热水系统的最小二乘支持向量机建模
基金项目(Foundation): 上海市文化创意和产业化项目(2022010523)
邮箱(Email):
DOI:
摘要:

以并联式太阳能热泵热水系统为研究对象,通过数值模拟和实验研究的方法,对该系统的热泵运行时间、能源利用率进行模拟分析与实验验证,研究并建立并联式太阳能热泵热水系统的最小二乘支持向量机(LSSVM)模型。统计结果表明,所提模型具有较高的精度,为提高太阳能热泵热水系统的效率从而实现节能提供了一个有效的途径。

Abstract:

The parallel solar-assisted heat pump hot water system is used for the study by numerical simulation and experimental research methods, the running time and energy utilization rate of the system is analyzed and validated. A least squares support vector machine(LSSVM) model for the parallel solar-assisted heat pump hot water system is researched and established. Statistical results show that the proposed model has high accuracy, offering an effective approach to improve the efficiency of the solar-assisted heat pump hot water system and thereby achieve energy savings.

参考文献

[1] 许振飞.太阳能与空气能分级耦合热泵热水器模拟及优化研究[D].吉林:东北电力大学,2019:2-5.

[2] 冯春红,钟文乐,丁飞.空气源热泵+太阳能热水系统效益分析[J].泰州职业技术学院学报,2018,18(5):42-45.

[3] 李海林,李绍勇,韩喜莲,等.串、并联式太阳能空气源热泵供热系统性能数值研究与对比[J].制冷与空调(四川),2019,33(4):425-432.

[4] CHEN H F,LI G Q,LING Y Y,et al.Experimental Analysis of a Solar Energy Storage Heat Pump System[J].Journal of Thermal Science,2021,30(5):1491-1502.

[5] QIU G D,WEI X H,XU Z F,et al.A Novel Integrated Heating System of Solar Energy and Air Source Heat Pumps and its Optimal Working Condition Range in Cold Regions[J].Energy Conversion and Management,2018,174:922-931.

[6] ZHAO F,LIU H X,LI K F.Research on the Applicability of Solar Heating in Wuhan[J].DEStech Transactions on Engineering and Technology Research,2018:463-468.

[7] 宋晗.太阳能供暖在陕北地区住宅应用的适宜性研究[D].西安:西安建筑科技大学,2017.

[8] ELDIN A,TAIRAB M,LIU W,et al.An Approach for Combining of Solar Heating System with Ground Source Heat Pump Svstem [J].Applied Engineering,2019,3(2):181-190.

[9] 张军,张侃谕,周强.基于改进模拟退火算法的多台冷水机组负荷优化分配[J].农业机械学报,2012,43(3):187-192.

[10] ZHANG J,ZHANG K Y.An Improved Particle Swarm Optimization Approach for Temperature Control in HVAC for the Purpose of Energy Saving[J].Advanced Materials Research,2011,383-390:4768-4774.

[11] XU L H.Research on BP Network Modeling of Solar Heat Pump Hot Water System[C]//2022 2nd International Conference on Consumer Electronics and Computer Engineering(ICCECE).January 14-16,2022,Guangzhou,China.IEEE,2022:879-882.

基本信息:

中图分类号:TK515;TP181

引用信息:

[1]徐丽红,孙丽兵,孔嫚卿.太阳能热泵热水系统的最小二乘支持向量机建模[J].微型电脑应用,2025,41(09):13-16.

基金信息:

上海市文化创意和产业化项目(2022010523)

发布时间:

2025-09-20

出版时间:

2025-09-20

检 索 高级检索

引用

GB/T 7714-2015 格式引文
MLA格式引文
APA格式引文