Forecasting of electricity consumption in SmartGrid

Julia Yamnenko; Tetyana Tereshchenko; Liubov Klepach; Dmitry Palii

doi:10.1109/MEES.2017.8248891

Forecasting of electricity consumption in SmartGrid

Julia Yamnenko, Tetyana Tereshchenko, Liubov Klepach, Dmitry Palii

National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”

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

5 Scopus citations

Abstract

The article is devoted to the use of wavelet transform for pre data processing when forecasting electricity consumption in Smart Grid. The choice of wavelet transform at oriented basis is proposed in order to increase data processing rate and level of compression as compared with other wavelets.

Original language	English
Title of host publication	Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	208-211
Number of pages	4
ISBN (Electronic)	9781538617502
DOIs	https://doi.org/10.1109/MEES.2017.8248891
State	Published - 28 Jun 2017
Externally published	Yes
Event	2017 International Conference on Modern Electrical and Energy Systems, MEES 2017 - Kremenchuk, Ukraine Duration: 15 Nov 2017 → 17 Nov 2017

Publication series

Name	Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017
Volume	2018-January

Conference

Conference	2017 International Conference on Modern Electrical and Energy Systems, MEES 2017
Country/Territory	Ukraine
City	Kremenchuk
Period	15/11/17 → 17/11/17

Keywords

Haar and OB wavelet transforms
Smart Grid
forecast process control
forecasting electricity consumption
neural networks
time series

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1109/MEES.2017.8248891

Cite this

Yamnenko, J., Tereshchenko, T., Klepach, L., & Palii, D. (2017). Forecasting of electricity consumption in SmartGrid. In Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017 (pp. 208-211). (Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017; Vol. 2018-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/MEES.2017.8248891

Yamnenko, Julia ; Tereshchenko, Tetyana ; Klepach, Liubov et al. / Forecasting of electricity consumption in SmartGrid. Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017. Institute of Electrical and Electronics Engineers Inc., 2017. pp. 208-211 (Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017).

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title = "Forecasting of electricity consumption in SmartGrid",

abstract = "The article is devoted to the use of wavelet transform for pre data processing when forecasting electricity consumption in Smart Grid. The choice of wavelet transform at oriented basis is proposed in order to increase data processing rate and level of compression as compared with other wavelets.",

keywords = "Haar and OB wavelet transforms, Smart Grid, forecast process control, forecasting electricity consumption, neural networks, time series",

author = "Julia Yamnenko and Tetyana Tereshchenko and Liubov Klepach and Dmitry Palii",

note = "Publisher Copyright: {\textcopyright} 2017 IEEE.; 2017 International Conference on Modern Electrical and Energy Systems, MEES 2017 ; Conference date: 15-11-2017 Through 17-11-2017",

year = "2017",

month = jun,

day = "28",

doi = "10.1109/MEES.2017.8248891",

language = "English",

series = "Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017",

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

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}

Yamnenko, J, Tereshchenko, T, Klepach, L & Palii, D 2017, Forecasting of electricity consumption in SmartGrid. in Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017. Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017, vol. 2018-January, Institute of Electrical and Electronics Engineers Inc., pp. 208-211, 2017 International Conference on Modern Electrical and Energy Systems, MEES 2017, Kremenchuk, Ukraine, 15/11/17. https://doi.org/10.1109/MEES.2017.8248891

Forecasting of electricity consumption in SmartGrid. / Yamnenko, Julia; Tereshchenko, Tetyana; Klepach, Liubov et al.
Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017. Institute of Electrical and Electronics Engineers Inc., 2017. p. 208-211 (Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017; Vol. 2018-January).

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

TY - GEN

T1 - Forecasting of electricity consumption in SmartGrid

AU - Yamnenko, Julia

AU - Tereshchenko, Tetyana

AU - Klepach, Liubov

AU - Palii, Dmitry

PY - 2017/6/28

Y1 - 2017/6/28

N2 - The article is devoted to the use of wavelet transform for pre data processing when forecasting electricity consumption in Smart Grid. The choice of wavelet transform at oriented basis is proposed in order to increase data processing rate and level of compression as compared with other wavelets.

AB - The article is devoted to the use of wavelet transform for pre data processing when forecasting electricity consumption in Smart Grid. The choice of wavelet transform at oriented basis is proposed in order to increase data processing rate and level of compression as compared with other wavelets.

KW - Haar and OB wavelet transforms

KW - Smart Grid

KW - forecast process control

KW - forecasting electricity consumption

KW - neural networks

KW - time series

UR - http://www.scopus.com/inward/record.url?scp=85048747375&partnerID=8YFLogxK

U2 - 10.1109/MEES.2017.8248891

DO - 10.1109/MEES.2017.8248891

M3 - Conference contribution

AN - SCOPUS:85048747375

T3 - Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017

SP - 208

EP - 211

BT - Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2017 International Conference on Modern Electrical and Energy Systems, MEES 2017

Y2 - 15 November 2017 through 17 November 2017

ER -

Yamnenko J, Tereshchenko T, Klepach L, Palii D. Forecasting of electricity consumption in SmartGrid. In Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017. Institute of Electrical and Electronics Engineers Inc. 2017. p. 208-211. (Proceedings of the International Conference on Modern Electrical and Energy Systems, MEES 2017). doi: 10.1109/MEES.2017.8248891

Forecasting of electricity consumption in SmartGrid

Abstract

Publication series

Conference

Keywords

UN SDGs

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