Title :
EWMA based approaches for automated building energy analysis
Author :
Martinez-Ortiz, Carlos ; Beck, Martin ; De Wilde, Pieter
Author_Institution :
Sch. of Comput. & Math., Plymouth Univ., Plymouth, UK
Abstract :
With the introduction of automatic meter reading (AMR) technologies, high frequency data from building electricity, gas and water consumption is increasingly common. Large volumes of data are being generated and there is a growing demand for automatic analysis tools. This paper introduces two automatic analysis methods, based on exponential weighted moving average (EWMA) control charts. These two methods can identify changes in the trend of consumption during specific periods of the day, and changes in consumption relative to a mathematical model. The abnormal consumption events identified by these methods are in accordance with the events identified by expert energy analysts.
Keywords :
automatic meter reading; building management systems; control charts; energy management systems; moving average processes; power distribution faults; AMR technologies; EWMA control charts; EWMA-based approach; automated building energy analysis; automatic analysis tools; automatic meter reading technologies; building electricity consumption; building gas consumption; expert energy analysts; exponential weighted moving average control charts; high frequency data; mathematical model; water consumption; Buildings; EWMA; Energy management; automatic fault detection;
Conference_Titel :
Signal Processing and Information Technology (ISSPIT), 2011 IEEE International Symposium on
Conference_Location :
Bilbao
Print_ISBN :
978-1-4673-0752-9
Electronic_ISBN :
978-1-4673-0751-2
DOI :
10.1109/ISSPIT.2011.6151625