Deep neural networks for short-term load forecasting in ERCOT system

Mitchell Easley; Luke Haney; Jose Paul; Kim Fowler; Hongyu Wu

doi:10.1109/TPEC.2018.8312073

Deep neural networks for short-term load forecasting in ERCOT system

Mitchell Easley
, Luke Haney
, Jose Paul
, Kim Fowler
, Hongyu Wu

Kansas State University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	2018 IEEE Texas Power and Energy Conference, TPEC 2018
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1-6
Number of pages	6
ISBN (Electronic)	9781538610060
DOIs	https://doi.org/10.1109/TPEC.2018.8312073
State	Published - Mar 9 2018
Externally published	Yes
Event	2nd IEEE Texas Power and Energy Conference, TPEC 2018 - College Station, United States Duration: Feb 8 2018 → Feb 9 2018

Publication series

Name	2018 IEEE Texas Power and Energy Conference, TPEC 2018
Volume	2018-February

Conference

Conference	2nd IEEE Texas Power and Energy Conference, TPEC 2018
Country/Territory	United States
City	College Station
Period	2/8/18 → 2/9/18

ASJC Scopus Subject Areas

Energy Engineering and Power Technology
Renewable Energy, Sustainability and the Environment
Electrical and Electronic Engineering

Keywords

Bayesian Regularization
deep learning
Levenberg-Marquardt
Load forecast
neural network
Scaled Conjugate Gradient

Access to Document

10.1109/TPEC.2018.8312073

Cite this

Easley, M., Haney, L., Paul, J., Fowler, K., & Wu, H. (2018). Deep neural networks for short-term load forecasting in ERCOT system. In 2018 IEEE Texas Power and Energy Conference, TPEC 2018 (pp. 1-6). (2018 IEEE Texas Power and Energy Conference, TPEC 2018; Vol. 2018-February). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/TPEC.2018.8312073

Deep neural networks for short-term load forecasting in ERCOT system. / Easley, Mitchell; Haney, Luke; Paul, Jose et al.
2018 IEEE Texas Power and Energy Conference, TPEC 2018. Institute of Electrical and Electronics Engineers Inc., 2018. p. 1-6 (2018 IEEE Texas Power and Energy Conference, TPEC 2018; Vol. 2018-February).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Easley, M, Haney, L, Paul, J, Fowler, K & Wu, H 2018, Deep neural networks for short-term load forecasting in ERCOT system. in 2018 IEEE Texas Power and Energy Conference, TPEC 2018. 2018 IEEE Texas Power and Energy Conference, TPEC 2018, vol. 2018-February, Institute of Electrical and Electronics Engineers Inc., pp. 1-6, 2nd IEEE Texas Power and Energy Conference, TPEC 2018, College Station, United States, 2/8/18. https://doi.org/10.1109/TPEC.2018.8312073

@inproceedings{77e8e83c2f57486999fc4c847bcfdf11,

title = "Deep neural networks for short-term load forecasting in ERCOT system",

keywords = "Bayesian Regularization, deep learning, Levenberg-Marquardt, Load forecast, neural network, Scaled Conjugate Gradient",

author = "Mitchell Easley and Luke Haney and Jose Paul and Kim Fowler and Hongyu Wu",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 2nd IEEE Texas Power and Energy Conference, TPEC 2018 ; Conference date: 08-02-2018 Through 09-02-2018",

year = "2018",

month = mar,

day = "9",

doi = "10.1109/TPEC.2018.8312073",

language = "English",

series = "2018 IEEE Texas Power and Energy Conference, TPEC 2018",

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

pages = "1--6",

booktitle = "2018 IEEE Texas Power and Energy Conference, TPEC 2018",

}

TY - GEN

T1 - Deep neural networks for short-term load forecasting in ERCOT system

AU - Easley, Mitchell

AU - Haney, Luke

AU - Paul, Jose

AU - Fowler, Kim

AU - Wu, Hongyu

PY - 2018/3/9

Y1 - 2018/3/9

KW - Bayesian Regularization

KW - deep learning

KW - Levenberg-Marquardt

KW - Load forecast

KW - neural network

KW - Scaled Conjugate Gradient

UR - https://www.scopus.com/pages/publications/85050729999

UR - https://www.scopus.com/pages/publications/85050729999#tab=citedBy

U2 - 10.1109/TPEC.2018.8312073

DO - 10.1109/TPEC.2018.8312073

M3 - Conference contribution

AN - SCOPUS:85050729999

T3 - 2018 IEEE Texas Power and Energy Conference, TPEC 2018

SP - 1

EP - 6

BT - 2018 IEEE Texas Power and Energy Conference, TPEC 2018

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2nd IEEE Texas Power and Energy Conference, TPEC 2018

Y2 - 8 February 2018 through 9 February 2018

ER -

Deep neural networks for short-term load forecasting in ERCOT system

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this