Model predictive control in dynamic economic dispatch using Weibull distribution

Chunghun Kim; Yonghao Gui; Chung Choo Chung; Yong Cheol Kang

doi:10.1109/PESMG.2013.6673054

Model predictive control in dynamic economic dispatch using Weibull distribution

Chunghun Kim, Yonghao Gui, Chung Choo Chung, Yong Cheol Kang

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

10 Scopus citations

Abstract

This paper develops dynamic economic dispatch (DED) using model predictive control (MPC) based on Weibull probabilistic distribution function (PDF). Firstly we performed economic dispatch (ED) based onWeibull PDF.We considered the probabilistic cost about over-estimated and under-estimated cost of wind power by using Weibull PDF. Secondly we implemented DED formulated in a MPC framework using the maximum wind power capability from the ED results since ED does not consider the ramp rate constraint. By using dispatch error cost, we could consider the current status of reliable generation by using the proposed MPC method. It turns out that the DED using MPC method is very effective in coping with intermittent resource such as wind variability.

Original language	English
Title of host publication	2013 IEEE Power and Energy Society General Meeting, PES 2013
DOIs	https://doi.org/10.1109/PESMG.2013.6673054
State	Published - 2013
Externally published	Yes
Event	2013 IEEE Power and Energy Society General Meeting, PES 2013 - Vancouver, BC, Canada Duration: Jul 21 2013 → Jul 25 2013

Publication series

Name	IEEE Power and Energy Society General Meeting
ISSN (Print)	1944-9925
ISSN (Electronic)	1944-9933

Conference

Conference	2013 IEEE Power and Energy Society General Meeting, PES 2013
Country/Territory	Canada
City	Vancouver, BC
Period	07/21/13 → 07/25/13

Keywords

economic dispatch
expectation value
forecasting error
model predictive control
ramp rate capability

UN SDGs

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

Access to Document

10.1109/PESMG.2013.6673054

Cite this

@inproceedings{7e378547694942428a12c9cdb684e414,

title = "Model predictive control in dynamic economic dispatch using Weibull distribution",

abstract = "This paper develops dynamic economic dispatch (DED) using model predictive control (MPC) based on Weibull probabilistic distribution function (PDF). Firstly we performed economic dispatch (ED) based onWeibull PDF.We considered the probabilistic cost about over-estimated and under-estimated cost of wind power by using Weibull PDF. Secondly we implemented DED formulated in a MPC framework using the maximum wind power capability from the ED results since ED does not consider the ramp rate constraint. By using dispatch error cost, we could consider the current status of reliable generation by using the proposed MPC method. It turns out that the DED using MPC method is very effective in coping with intermittent resource such as wind variability.",

keywords = "economic dispatch, expectation value, forecasting error, model predictive control, ramp rate capability",

author = "Chunghun Kim and Yonghao Gui and Chung, {Chung Choo} and Kang, {Yong Cheol}",

year = "2013",

doi = "10.1109/PESMG.2013.6673054",

language = "English",

isbn = "9781479913039",

series = "IEEE Power and Energy Society General Meeting",

booktitle = "2013 IEEE Power and Energy Society General Meeting, PES 2013",

note = "2013 IEEE Power and Energy Society General Meeting, PES 2013 ; Conference date: 21-07-2013 Through 25-07-2013",

}

Kim, C, Gui, Y, Chung, CC & Kang, YC 2013, Model predictive control in dynamic economic dispatch using Weibull distribution. in 2013 IEEE Power and Energy Society General Meeting, PES 2013., 6673054, IEEE Power and Energy Society General Meeting, 2013 IEEE Power and Energy Society General Meeting, PES 2013, Vancouver, BC, Canada, 07/21/13. https://doi.org/10.1109/PESMG.2013.6673054

TY - GEN

T1 - Model predictive control in dynamic economic dispatch using Weibull distribution

AU - Kim, Chunghun

AU - Gui, Yonghao

AU - Chung, Chung Choo

AU - Kang, Yong Cheol

PY - 2013

Y1 - 2013

N2 - This paper develops dynamic economic dispatch (DED) using model predictive control (MPC) based on Weibull probabilistic distribution function (PDF). Firstly we performed economic dispatch (ED) based onWeibull PDF.We considered the probabilistic cost about over-estimated and under-estimated cost of wind power by using Weibull PDF. Secondly we implemented DED formulated in a MPC framework using the maximum wind power capability from the ED results since ED does not consider the ramp rate constraint. By using dispatch error cost, we could consider the current status of reliable generation by using the proposed MPC method. It turns out that the DED using MPC method is very effective in coping with intermittent resource such as wind variability.

AB - This paper develops dynamic economic dispatch (DED) using model predictive control (MPC) based on Weibull probabilistic distribution function (PDF). Firstly we performed economic dispatch (ED) based onWeibull PDF.We considered the probabilistic cost about over-estimated and under-estimated cost of wind power by using Weibull PDF. Secondly we implemented DED formulated in a MPC framework using the maximum wind power capability from the ED results since ED does not consider the ramp rate constraint. By using dispatch error cost, we could consider the current status of reliable generation by using the proposed MPC method. It turns out that the DED using MPC method is very effective in coping with intermittent resource such as wind variability.

KW - economic dispatch

KW - expectation value

KW - forecasting error

KW - model predictive control

KW - ramp rate capability

UR - http://www.scopus.com/inward/record.url?scp=84893205004&partnerID=8YFLogxK

U2 - 10.1109/PESMG.2013.6673054

DO - 10.1109/PESMG.2013.6673054

M3 - Conference contribution

AN - SCOPUS:84893205004

SN - 9781479913039

T3 - IEEE Power and Energy Society General Meeting

BT - 2013 IEEE Power and Energy Society General Meeting, PES 2013

T2 - 2013 IEEE Power and Energy Society General Meeting, PES 2013

Y2 - 21 July 2013 through 25 July 2013

ER -

Model predictive control in dynamic economic dispatch using Weibull distribution

Abstract

Publication series

Conference

Keywords

UN SDGs

Access to Document

Other files and links

Fingerprint

Cite this