Novel approach of modeling load duration curve for generation expansion planning based on Hill's function

Moritoshi Kato, Yicheng Zhou, Chongqing Kang, Ryuichi Yokoyama

Research output: Contribution to journalArticle

1 Citation (Scopus)

Abstract

A novel approach of modeling the load duration curve (LDC) based on Hill's function is proposed in this article. On the contrary to traditional models, the proposed model is completely an analytical one which can be determined by historic load data. This method is effective in calculating efficiency as well as controlling errors and it is quite simple in application because the model has only a few parameters, each of which has a definite economic or fiscal meaning. Based on the historic model, this method is easy and accurate in estimating the LDC model for a future year by changing the parameters of Hill's function, where only the peak load and the total demand in each year may be given. Results on the load data from IEEE reliability test system (IEEE-RTS), PJM and Beijing Electric Power Corporation (BEPC) are presented to demonstrate the effectiveness of the proposed model. Numerical examples show that the modeling errors in both peak load and total demand, which are key indices for generation expansion planning and reliability evaluation, are less than 1%. The LDC model for a future year is also accurately estimated in these examples.

Original languageEnglish
Pages (from-to)304-310
Number of pages7
JournalIEEJ Transactions on Electrical and Electronic Engineering
Volume6
Issue number4
DOIs
Publication statusPublished - 2011 Jul

Fingerprint

Planning
Economics
Industry

Keywords

  • Generation expansion planning
  • Hill function
  • Levenberg-Marquardt method
  • Load duration curve

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

Cite this

Novel approach of modeling load duration curve for generation expansion planning based on Hill's function. / Kato, Moritoshi; Zhou, Yicheng; Kang, Chongqing; Yokoyama, Ryuichi.

In: IEEJ Transactions on Electrical and Electronic Engineering, Vol. 6, No. 4, 07.2011, p. 304-310.

Research output: Contribution to journalArticle

Kato, Moritoshi ; Zhou, Yicheng ; Kang, Chongqing ; Yokoyama, Ryuichi. / Novel approach of modeling load duration curve for generation expansion planning based on Hill's function. In: IEEJ Transactions on Electrical and Electronic Engineering. 2011 ; Vol. 6, No. 4. pp. 304-310.
@article{885916382dd84e62acd426e13e7414c8,
title = "Novel approach of modeling load duration curve for generation expansion planning based on Hill's function",
abstract = "A novel approach of modeling the load duration curve (LDC) based on Hill's function is proposed in this article. On the contrary to traditional models, the proposed model is completely an analytical one which can be determined by historic load data. This method is effective in calculating efficiency as well as controlling errors and it is quite simple in application because the model has only a few parameters, each of which has a definite economic or fiscal meaning. Based on the historic model, this method is easy and accurate in estimating the LDC model for a future year by changing the parameters of Hill's function, where only the peak load and the total demand in each year may be given. Results on the load data from IEEE reliability test system (IEEE-RTS), PJM and Beijing Electric Power Corporation (BEPC) are presented to demonstrate the effectiveness of the proposed model. Numerical examples show that the modeling errors in both peak load and total demand, which are key indices for generation expansion planning and reliability evaluation, are less than 1{\%}. The LDC model for a future year is also accurately estimated in these examples.",
keywords = "Generation expansion planning, Hill function, Levenberg-Marquardt method, Load duration curve",
author = "Moritoshi Kato and Yicheng Zhou and Chongqing Kang and Ryuichi Yokoyama",
year = "2011",
month = "7",
doi = "10.1002/tee.20661",
language = "English",
volume = "6",
pages = "304--310",
journal = "IEEJ Transactions on Electrical and Electronic Engineering",
issn = "1931-4973",
publisher = "John Wiley and Sons Inc.",
number = "4",

}

TY - JOUR

T1 - Novel approach of modeling load duration curve for generation expansion planning based on Hill's function

AU - Kato, Moritoshi

AU - Zhou, Yicheng

AU - Kang, Chongqing

AU - Yokoyama, Ryuichi

PY - 2011/7

Y1 - 2011/7

N2 - A novel approach of modeling the load duration curve (LDC) based on Hill's function is proposed in this article. On the contrary to traditional models, the proposed model is completely an analytical one which can be determined by historic load data. This method is effective in calculating efficiency as well as controlling errors and it is quite simple in application because the model has only a few parameters, each of which has a definite economic or fiscal meaning. Based on the historic model, this method is easy and accurate in estimating the LDC model for a future year by changing the parameters of Hill's function, where only the peak load and the total demand in each year may be given. Results on the load data from IEEE reliability test system (IEEE-RTS), PJM and Beijing Electric Power Corporation (BEPC) are presented to demonstrate the effectiveness of the proposed model. Numerical examples show that the modeling errors in both peak load and total demand, which are key indices for generation expansion planning and reliability evaluation, are less than 1%. The LDC model for a future year is also accurately estimated in these examples.

AB - A novel approach of modeling the load duration curve (LDC) based on Hill's function is proposed in this article. On the contrary to traditional models, the proposed model is completely an analytical one which can be determined by historic load data. This method is effective in calculating efficiency as well as controlling errors and it is quite simple in application because the model has only a few parameters, each of which has a definite economic or fiscal meaning. Based on the historic model, this method is easy and accurate in estimating the LDC model for a future year by changing the parameters of Hill's function, where only the peak load and the total demand in each year may be given. Results on the load data from IEEE reliability test system (IEEE-RTS), PJM and Beijing Electric Power Corporation (BEPC) are presented to demonstrate the effectiveness of the proposed model. Numerical examples show that the modeling errors in both peak load and total demand, which are key indices for generation expansion planning and reliability evaluation, are less than 1%. The LDC model for a future year is also accurately estimated in these examples.

KW - Generation expansion planning

KW - Hill function

KW - Levenberg-Marquardt method

KW - Load duration curve

UR - http://www.scopus.com/inward/record.url?scp=79957957671&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=79957957671&partnerID=8YFLogxK

U2 - 10.1002/tee.20661

DO - 10.1002/tee.20661

M3 - Article

AN - SCOPUS:79957957671

VL - 6

SP - 304

EP - 310

JO - IEEJ Transactions on Electrical and Electronic Engineering

JF - IEEJ Transactions on Electrical and Electronic Engineering

SN - 1931-4973

IS - 4

ER -