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
The high level of energy consumption of buildings is significantly influencing occupant behavior cha...
This chapter discusses different platforms for buildings exploiting novel technologies based on sens...
Many technical solutions have been developed to reduce buildings’ energy consumption, but limited ef...
AbstractThis study describes three different data mining techniques for detecting abnormal lighting ...
AbstractThe rapidly growing and gigantic body of stored data in the building field, coupled with the...
To effectively analyze building energy, it is important to utilize the environmental data that influ...
Buildings are becoming not only energy-intensive, but also information-intensive. Today's building a...
Calculation of a classification model that allows us to accurately and automatically assign an energ...
Occupants’ behavior and their interaction with home appliances are crucial for assessing building en...
Understanding the underlying dynamics of building energy consumption is the very first step towards ...
Efforts have been devoted to the identification of the impacts of occupant behavior on building ener...
Nowadays, building automation and energy management systems provide an opportunity to collect vast a...
International audienceFocusing on up-to-date artificial intelligence models to solve building energy...
AbstractIn this paper, a dataset of 92,906 dwellings was analysed adopting data mining techniques fo...
Nowadays, vast amounts of data on building operation and management have been collected and stored. ...
The high level of energy consumption of buildings is significantly influencing occupant behavior cha...
This chapter discusses different platforms for buildings exploiting novel technologies based on sens...
Many technical solutions have been developed to reduce buildings’ energy consumption, but limited ef...
AbstractThis study describes three different data mining techniques for detecting abnormal lighting ...
AbstractThe rapidly growing and gigantic body of stored data in the building field, coupled with the...
To effectively analyze building energy, it is important to utilize the environmental data that influ...
Buildings are becoming not only energy-intensive, but also information-intensive. Today's building a...
Calculation of a classification model that allows us to accurately and automatically assign an energ...
Occupants’ behavior and their interaction with home appliances are crucial for assessing building en...
Understanding the underlying dynamics of building energy consumption is the very first step towards ...
Efforts have been devoted to the identification of the impacts of occupant behavior on building ener...
Nowadays, building automation and energy management systems provide an opportunity to collect vast a...
International audienceFocusing on up-to-date artificial intelligence models to solve building energy...
AbstractIn this paper, a dataset of 92,906 dwellings was analysed adopting data mining techniques fo...
Nowadays, vast amounts of data on building operation and management have been collected and stored. ...
The high level of energy consumption of buildings is significantly influencing occupant behavior cha...
This chapter discusses different platforms for buildings exploiting novel technologies based on sens...
Many technical solutions have been developed to reduce buildings’ energy consumption, but limited ef...