TY - GEN
T1 - Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications
AU - Lee, Sanghyuk
AU - Cha, Jaehoon
AU - Kim, Kyeong Soo
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/10
Y1 - 2019/10
N2 - Building energy optimization has much related with energy saving and building maintenance viewpoint as well. First we face with building modelling problem. Then it is naturally followed the issue by how exact or how efficient it is. Generally, analytical approach meets rather complex and complicate to express with exactly. Hence, we normally design the system model with possible and accessible input/output data with IoT sensor. That is Neural Network (NN), and it has been focused nowadays. In this paper, we will focus on the building modelling with NN based on input and output data such as temperature, working days, humidity, weather characteristics and electrical consumption for IoT applications. Modelling verification will be followed with test data, and performance also evaluated.
AB - Building energy optimization has much related with energy saving and building maintenance viewpoint as well. First we face with building modelling problem. Then it is naturally followed the issue by how exact or how efficient it is. Generally, analytical approach meets rather complex and complicate to express with exactly. Hence, we normally design the system model with possible and accessible input/output data with IoT sensor. That is Neural Network (NN), and it has been focused nowadays. In this paper, we will focus on the building modelling with NN based on input and output data such as temperature, working days, humidity, weather characteristics and electrical consumption for IoT applications. Modelling verification will be followed with test data, and performance also evaluated.
KW - Data gathering
KW - Data generation
KW - IoT sensor
KW - building energy
UR - https://www.scopus.com/pages/publications/85082985806
U2 - 10.1109/ISOCC47750.2019.9027650
DO - 10.1109/ISOCC47750.2019.9027650
M3 - Conference Proceeding
AN - SCOPUS:85082985806
T3 - Proceedings - 2019 International SoC Design Conference, ISOCC 2019
SP - 184
EP - 185
BT - Proceedings - 2019 International SoC Design Conference, ISOCC 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 16th International System-on-Chip Design Conference, ISOCC 2019
Y2 - 6 October 2019 through 9 October 2019
ER -