DocumentCode :
1591226
Title :
BP Neural Network for the Prediction of Urban Building Energy Consumption Based on Matlab and its Application
Author :
Shilin, Qu ; Zhifeng, Sun ; Huifang, Fan ; Kun, Li
Author_Institution :
Civil & Environ. Eng. Sch., Univ. of Sci. & Technol., Beijing, China
Volume :
2
fYear :
2010
Firstpage :
263
Lastpage :
267
Abstract :
Urban building energy consumption is one important part of the total social energy consumption. How to predict building energy consumption of urban development trends and master the changes of urban building energy consumption are important link of building energy-saving. In order to forecast urban building energy consumption from both the macro and micro aspects, multi-layer feed forward artificial neural network based on BP algorithm is proposed in the paper and used MATLAB implements to design and train of improving BP neural network. A macro urban building energy consumption prediction model and a micro urban building energy consumption prediction model are established in the paper, they are the city electricity demand prediction model and air-conditioning system energy consumption prediction model. The accuracy and feasibility of the prediction models were studied by calculation the difference between practical data and simulation model predictions.
Keywords :
air conditioning; backpropagation; building management systems; energy management systems; feedforward neural nets; mathematics computing; power consumption; power engineering computing; BP algorithm; BP neural network; Matlab; air conditioning system; building energy-saving; city electricity demand prediction model; multilayer feed forward artificial neural network; social energy consumption; urban building energy consumption prediction; urban development trends; Algorithm design and analysis; Artificial neural networks; Buildings; Energy consumption; Feeds; Load forecasting; MATLAB; Mathematical model; Neural networks; Predictive models; BP algorithm; MATLAB; Macro model; Micro model; Urban building energy consumption prediction;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Modeling and Simulation, 2010. ICCMS '10. Second International Conference on
Conference_Location :
Sanya, Hainan
Print_ISBN :
978-1-4244-5642-0
Electronic_ISBN :
978-1-4244-5643-7
Type :
conf
DOI :
10.1109/ICCMS.2010.118
Filename :
5421081
Link To Document :
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