The Application of Data Mining Technology in Building Energy Consumption Data Analysis

نویسندگان

  • Liang Zhao
  • Jili Zhang
  • Chongquan Zhong
چکیده

Energy consumption data, in particular those involving public buildings, are impacted by many factors: the building structure, climate/environmental parameters, construction, system operating condition, and user behavior patterns. Traditional methods for data analysis are insufficient. This paper delves into the data mining technology to determine its application in the analysis of building energy consumption data including energy consumption prediction, fault diagnosis, and optimal operation. Recent literature are reviewed and summarized, the problems faced by data mining technology in the area of energy consumption data analysis are enumerated, and research points for future studies are given. Keywords—Data mining, data analysis, prediction, optimization, building operational performance.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Effective energy consumption parameters in residential buildings using Building Information Modeling

Building information modeling can help in predicting the energy efficiency in future based on dynamic patterns obtained by visualization of data. The aim of this study was to investigate the effective parameters of energy consumption using BIM technology which can evaluate the buildings energy performance. First, three forms of general states in the building were modeled to evaluate the propose...

متن کامل

Exploring the Relationships between Spatial and Demographic Parameters and Urban Water Consumption in Esfahan Using Association Rule Mining

In recent years, Iran has faced serious water scarcity and excessive use of water resources. Therefore, exploring the pattern of urban water consumption and the relationships between geographic and demographic parameters and water usage is an important requirement for effective management of water resources. In this study, association rule mining has been used to analyze the data of municipal w...

متن کامل

Energy Efficiency of Energy-Intensive Industries in Iran: Application of Data Envelopment Analysis and Gamma Test

Excessive consumption of energy in Iran and, consequently, environmental pollution are serious challenges facing the country. Therefore, promoting energy efficiency in different sectors, especially in the industrial sector can be considered. Then the effective factors on energy efficiency should be considered carefully to make the necessary policies. Due to the importance of the industrial sect...

متن کامل

Energy Efficiency of Energy-Intensive Industries in Iran: Application of Data Envelopment Analysis and Gamma Test

Excessive consumption of energy in Iran and, consequently, environmental pollution are serious challenges facing the country. Therefore, promoting energy efficiency in different sectors, especially in the industrial sector can be considered. Then the effective factors on energy efficiency should be considered carefully to make the necessary policies. Due to the importance of the industrial sect...

متن کامل

Regional climate changes and their effects on monthly energy consumption in buildings in Iran

This present research work was carried out to evaluate the energy consumption in a typical Iranian building based on the forecast of climatic variables. Thus, the LARS-WG model was validated for some northwest stations of Iran, including Tabriz, Ardebil, Oromieh, Kermanshah, Hamedan, Sannandaj, Qazvin, and Zanjan. The average monthly outdoor temperature was forecasted from 2011 to 2100. The rel...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2015