Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer

Yuhao Cao; Tengpeng Chen; Lu Sun; Yuhao Sun; Zhongbao Wei; Gehan A.J. Amaratunga

doi:10.1109/ICIEA48937.2020.9248366

Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer

Yuhao Cao
, Tengpeng Chen
, Lu Sun
, Yuhao Sun
, Zhongbao Wei
, Gehan A.J. Amaratunga

School of Mechanical Engineering

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

2 Citations (Scopus)

Abstract

Uncertainties of renewable energy sources (RES) power generation and load demand have detrimental effects on the microgrid operation. In this paper, a robust optimization approach based on modified grey wolf optimizer is proposed to determine the optimal energy management for a typical micro-grid with regard to uncertainties. Furthermore, the influence of uncertainty budget for RES power generation and load demand on operation cost and pollutant gas emissions are studied. Simulation results show a good reduction both in operation cost and pollution emissions as well verify the effectiveness of our proposed approach.

Original language	English
Title of host publication	Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1515-1519
Number of pages	5
ISBN (Electronic)	9781728151694
DOIs	https://doi.org/10.1109/ICIEA48937.2020.9248366
Publication status	Published - 9 Nov 2020
Event	15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020 - Virtual, Kristiansand, Norway Duration: 9 Nov 2020 → 13 Nov 2020

Publication series

Name	Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020

Conference

Conference	15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020
Country/Territory	Norway
City	Virtual, Kristiansand
Period	9/11/20 → 13/11/20

UN SDGs

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

SDG 7 Affordable and Clean Energy

Keywords

energy management
microgrid
modified grey wolf optimizer
robust optimization
uncertainty

Access to Document

10.1109/ICIEA48937.2020.9248366

Cite this

Cao, Y., Chen, T., Sun, L., Sun, Y., Wei, Z., & Amaratunga, G. A. J. (2020). Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer. In Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020 (pp. 1515-1519). Article 9248366 (Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICIEA48937.2020.9248366

Cao, Yuhao ; Chen, Tengpeng ; Sun, Lu et al. / Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer. Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020. Institute of Electrical and Electronics Engineers Inc., 2020. pp. 1515-1519 (Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020).

@inproceedings{294b40b6c5f74d22978f1ae6d24ab329,

title = "Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer",

abstract = "Uncertainties of renewable energy sources (RES) power generation and load demand have detrimental effects on the microgrid operation. In this paper, a robust optimization approach based on modified grey wolf optimizer is proposed to determine the optimal energy management for a typical micro-grid with regard to uncertainties. Furthermore, the influence of uncertainty budget for RES power generation and load demand on operation cost and pollutant gas emissions are studied. Simulation results show a good reduction both in operation cost and pollution emissions as well verify the effectiveness of our proposed approach.",

keywords = "energy management, microgrid, modified grey wolf optimizer, robust optimization, uncertainty",

author = "Yuhao Cao and Tengpeng Chen and Lu Sun and Yuhao Sun and Zhongbao Wei and Amaratunga, \{Gehan A.J.\}",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020 ; Conference date: 09-11-2020 Through 13-11-2020",

year = "2020",

month = nov,

day = "9",

doi = "10.1109/ICIEA48937.2020.9248366",

language = "English",

series = "Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020",

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

pages = "1515--1519",

booktitle = "Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020",

address = "United States",

}

Cao, Y, Chen, T, Sun, L, Sun, Y, Wei, Z & Amaratunga, GAJ 2020, Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer. in Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020., 9248366, Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020, Institute of Electrical and Electronics Engineers Inc., pp. 1515-1519, 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020, Virtual, Kristiansand, Norway, 9/11/20. https://doi.org/10.1109/ICIEA48937.2020.9248366

Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer. / Cao, Yuhao; Chen, Tengpeng; Sun, Lu et al.
Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020. Institute of Electrical and Electronics Engineers Inc., 2020. p. 1515-1519 9248366 (Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020).

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

TY - GEN

T1 - Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer

AU - Cao, Yuhao

AU - Chen, Tengpeng

AU - Sun, Lu

AU - Sun, Yuhao

AU - Wei, Zhongbao

AU - Amaratunga, Gehan A.J.

PY - 2020/11/9

Y1 - 2020/11/9

N2 - Uncertainties of renewable energy sources (RES) power generation and load demand have detrimental effects on the microgrid operation. In this paper, a robust optimization approach based on modified grey wolf optimizer is proposed to determine the optimal energy management for a typical micro-grid with regard to uncertainties. Furthermore, the influence of uncertainty budget for RES power generation and load demand on operation cost and pollutant gas emissions are studied. Simulation results show a good reduction both in operation cost and pollution emissions as well verify the effectiveness of our proposed approach.

AB - Uncertainties of renewable energy sources (RES) power generation and load demand have detrimental effects on the microgrid operation. In this paper, a robust optimization approach based on modified grey wolf optimizer is proposed to determine the optimal energy management for a typical micro-grid with regard to uncertainties. Furthermore, the influence of uncertainty budget for RES power generation and load demand on operation cost and pollutant gas emissions are studied. Simulation results show a good reduction both in operation cost and pollution emissions as well verify the effectiveness of our proposed approach.

KW - energy management

KW - microgrid

KW - modified grey wolf optimizer

KW - robust optimization

KW - uncertainty

UR - https://www.scopus.com/pages/publications/85097541841

U2 - 10.1109/ICIEA48937.2020.9248366

DO - 10.1109/ICIEA48937.2020.9248366

M3 - Conference contribution

AN - SCOPUS:85097541841

T3 - Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020

SP - 1515

EP - 1519

BT - Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020

Y2 - 9 November 2020 through 13 November 2020

ER -

Cao Y, Chen T, Sun L, Sun Y, Wei Z, Amaratunga GAJ. Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer. In Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020. Institute of Electrical and Electronics Engineers Inc. 2020. p. 1515-1519. 9248366. (Proceedings of the 15th IEEE Conference on Industrial Electronics and Applications, ICIEA 2020). doi: 10.1109/ICIEA48937.2020.9248366

Robust Energy Management for Uncertain Microgrid Using Modified Grey Wolf Optimizer

Abstract

Publication series

Conference

UN SDGs

Keywords

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