Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications

Sanghyuk Lee; Jaehoon Cha; Kyeong Soo Kim

doi:10.1109/ISOCC47750.2019.9027650

Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications

Sanghyuk Lee, Jaehoon Cha, Kyeong Soo Kim

Xi'an Jiaotong-Liverpool University

Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

3 Citations (Scopus)

Abstract

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.

Original language	English
Title of host publication	Proceedings - 2019 International SoC Design Conference, ISOCC 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	184-185
Number of pages	2
ISBN (Electronic)	9781728124780
DOIs	https://doi.org/10.1109/ISOCC47750.2019.9027650
Publication status	Published - Oct 2019
Event	16th International System-on-Chip Design Conference, ISOCC 2019 - Jeju, Korea, Republic of Duration: 6 Oct 2019 → 9 Oct 2019

Publication series

Name	Proceedings - 2019 International SoC Design Conference, ISOCC 2019

Conference

Conference	16th International System-on-Chip Design Conference, ISOCC 2019
Country/Territory	Korea, Republic of
City	Jeju
Period	6/10/19 → 9/10/19

Keywords

Data gathering
Data generation
IoT sensor
building energy

Access to Document

10.1109/ISOCC47750.2019.9027650

Cite this

Lee, S., Cha, J., & Kim, K. S. (2019). Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications. In Proceedings - 2019 International SoC Design Conference, ISOCC 2019 (pp. 184-185). Article 9027650 (Proceedings - 2019 International SoC Design Conference, ISOCC 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISOCC47750.2019.9027650

Lee, Sanghyuk ; Cha, Jaehoon ; Kim, Kyeong Soo. / Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications. Proceedings - 2019 International SoC Design Conference, ISOCC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 184-185 (Proceedings - 2019 International SoC Design Conference, ISOCC 2019).

@inproceedings{91784d4d8f1b4081bab56029f1acdda5,

title = "Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications",

abstract = "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.",

keywords = "Data gathering, Data generation, IoT sensor, building energy",

author = "Sanghyuk Lee and Jaehoon Cha and Kim, {Kyeong Soo}",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 16th International System-on-Chip Design Conference, ISOCC 2019 ; Conference date: 06-10-2019 Through 09-10-2019",

year = "2019",

month = oct,

doi = "10.1109/ISOCC47750.2019.9027650",

language = "English",

series = "Proceedings - 2019 International SoC Design Conference, ISOCC 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "184--185",

booktitle = "Proceedings - 2019 International SoC Design Conference, ISOCC 2019",

}

Lee, S, Cha, J & Kim, KS 2019, Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications. in Proceedings - 2019 International SoC Design Conference, ISOCC 2019., 9027650, Proceedings - 2019 International SoC Design Conference, ISOCC 2019, Institute of Electrical and Electronics Engineers Inc., pp. 184-185, 16th International System-on-Chip Design Conference, ISOCC 2019, Jeju, Korea, Republic of, 6/10/19. https://doi.org/10.1109/ISOCC47750.2019.9027650

Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications. / Lee, Sanghyuk; Cha, Jaehoon; Kim, Kyeong Soo.
Proceedings - 2019 International SoC Design Conference, ISOCC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 184-185 9027650 (Proceedings - 2019 International SoC Design Conference, ISOCC 2019).

Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

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

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 - http://www.scopus.com/inward/record.url?scp=85082985806&partnerID=8YFLogxK

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 -

Lee S, Cha J, Kim KS. Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications. In Proceedings - 2019 International SoC Design Conference, ISOCC 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 184-185. 9027650. (Proceedings - 2019 International SoC Design Conference, ISOCC 2019). doi: 10.1109/ISOCC47750.2019.9027650

Data Gathering and Application to Building Energy Optimization with Sensitivity Analysis for IoT Applications

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Cite this