TY - JOUR
T1 - Load forecast on intelligent buildings based on temporary occupancy monitoring
AU - Oliveira-Lima, Jose A.
AU - Morais, Ramiro
AU - Martins, J. F.
AU - Florea, Adrian
AU - Lima, Celson Pantoja
N1 - Sem PDF.
PY - 2016/3/15
Y1 - 2016/3/15
N2 - The modeling of energy consumption in buildings must consider occupancy as a relevant input, since it plays a very important role in the overall building's energy consumption. Frequently, buildings lack of permanent occupancy monitoring solutions. However, they may include data sources that are correlated with real building occupancy. This study proposes a new methodology for energy consumption modeling, supported by these alternative data sources, such as the number of vehicles in a parking lot. The aim is to mitigate investment in permanent occupancy monitoring solutions. The proposed methodology makes use of short-term real occupancy monitoring for model fitting, to enable the development of occupancy and energy consumption models, based on these alternative data sources.
AB - The modeling of energy consumption in buildings must consider occupancy as a relevant input, since it plays a very important role in the overall building's energy consumption. Frequently, buildings lack of permanent occupancy monitoring solutions. However, they may include data sources that are correlated with real building occupancy. This study proposes a new methodology for energy consumption modeling, supported by these alternative data sources, such as the number of vehicles in a parking lot. The aim is to mitigate investment in permanent occupancy monitoring solutions. The proposed methodology makes use of short-term real occupancy monitoring for model fitting, to enable the development of occupancy and energy consumption models, based on these alternative data sources.
KW - Building occupancy
KW - Energy consumption forecasting
KW - Intelligent buildings
KW - Neural networks
KW - Parking lot occupancy
UR - http://www.scopus.com/inward/record.url?scp=84957607410&partnerID=8YFLogxK
U2 - 10.1016/j.enbuild.2016.01.028
DO - 10.1016/j.enbuild.2016.01.028
M3 - Article
AN - SCOPUS:84957607410
SN - 0378-7788
VL - 116
SP - 512
EP - 521
JO - Energy and Buildings
JF - Energy and Buildings
ER -