Title :
Using knowledge discovery for autonomous decision making in smart grid nodes
Author :
Gupta, Pragya Kirti ; Gibtner, Ann Katrin ; Duchon, Markus ; Koss, Dagmar ; Schatz, Bernhard
Author_Institution :
fortiss GmbH, Munich, Germany
Abstract :
Smart and energy efficient (office) buildings do not only have to implement smart sensors and actuators, they should also be able to be optimized to be as energy efficient as possible based on the behavior of the user. This paper focuses on knowledge extraction of a smart building and automatic rule creation based on that knowledge. We are using different methods to analyze this data, create the appropriate rule set based on the extracted data and based on the correlation and dependencies of different datasets. These methods are also detecting changes in the data (resp. the behavior of the user) and adapts the ruleset accordingly.
Keywords :
building management systems; data mining; decision making; energy conservation; intelligent actuators; intelligent sensors; power engineering computing; smart power grids; autonomous decision making; energy efficient smart building; knowledge discovery; knowledge extraction; smart actuator; smart grid node; smart sensor; Actuators; Brightness; Correlation; Data mining; Sensors; Smart grids; Switches;
Conference_Titel :
Industrial Technology (ICIT), 2015 IEEE International Conference on
Conference_Location :
Seville
DOI :
10.1109/ICIT.2015.7125561