دورية أكاديمية

Research on predictive control of energy saving for central heating based on echo state network

التفاصيل البيبلوغرافية
العنوان: Research on predictive control of energy saving for central heating based on echo state network
المؤلفون: Li Liu, Jun Liu, Zhifeng Chen, Zhongyang Jiang, Ming Pang, Yanshu Miao
المصدر: Energy Reports, Vol 9, Iss , Pp 171-181 (2023)
بيانات النشر: Elsevier, 2023.
سنة النشر: 2023
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: Central heating, Energy saving control, Prediction, Echo state network, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: It is very important for energy conservation and environmental protection to realize energy-saving control of central heating system by prediction method. In this paper, the system model of central heating is built according to the general principle of secondary heating network, and an energy-saving control scheme based on the combination of dual networks and the regulation of secondary heating network is developed. In order to achieve better energy-saving control, the echo state network method is used to predict the heating water temperature in the heat exchange station controller. In the configuration process of echo state network, the water supply circuit temperature of the secondary heating network is taken as the output, and the 8 parameters of the primary heating network and the secondary heating network are taken as the input. After the stable echo state network is obtained through iterative training, the prediction is completed by using iterative multi-step method. Through the experimental results of three groups of sample data, it can be seen that the echo state network and prediction method constructed in this paper are superior to other methods, and are suitable for energy-saving prediction of central heating system.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2352-4847
Relation: http://www.sciencedirect.com/science/article/pii/S2352484723002081; https://doaj.org/toc/2352-4847
DOI: 10.1016/j.egyr.2023.02.065
URL الوصول: https://doaj.org/article/677aac449d4b4f04b702c7295f85eb0d
رقم الأكسشن: edsdoj.677aac449d4b4f04b702c7295f85eb0d
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:23524847
DOI:10.1016/j.egyr.2023.02.065