peak load;
real time pricing;
electricity markets;
consumption scheduling;
smart metering;
D O I:
10.1109/GreenTech.2017.37
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
This paper addresses two problems of interest in the present time, namely, the characterization of price variations and the corresponding load response to them. The paper begins by defining Price Elasticity Matrices (PEMs) and shows how they can be used to model demands deviation from their scheduled levels due to price differentials. It then explains the reason as to why extending PEMs characterization is necessary. Afterward, we show how Normal distribution lacks accuracy in modeling the variation of market clearing prices from one day to the next. Based on empirical data from the Midcontinent Independent System Operator (MISO) area, we propose the use of Stable distribution and demonstrate how such statistical model is very accurate to characterize electricity market price variations. The models mentioned above are used in a Monte Carlo (MC) simulation to find the probability that different Direct Load Control (DLC) levels would not be enough to maintain the peak demand below its reference value. Since MC simulations are so computationally intensive, we also implement Importance Sampling Monte Carlo (ISMC) to substantially reduce the computational burden without sacrificing the accuracy.
机构:
China Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Lin, Qingbiao
Chen, Wan
论文数: 0引用数: 0
h-index: 0
机构:
China Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Chen, Wan
Zhao, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Power Dispatch & Control Ctr Yunnan Power Grid, Kunming, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Zhao, Xu
Zhou, Shangchou
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Power Grid Corp, Dispatching Ctr, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Zhou, Shangchou
Gong, Xueliang
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Power Trading Ctr Co Ltd, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Gong, Xueliang
Zhao, Bo
论文数: 0引用数: 0
h-index: 0
机构:
Beijing QU Creat Technol Co Ltd, Beijing, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
机构:
Univ Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, ColombiaUniv Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
Vizcaino Sanchez, Gabriel A.
Manuel Alzate, Juan
论文数: 0引用数: 0
h-index: 0
机构:Univ Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
Manuel Alzate, Juan
Cadena, Angela I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Los Andes, Sch Engn, Bogota, ColombiaUniv Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
Cadena, Angela I.
Benavides, Juan M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Los Andes, Sch Sch Business, Bogota, ColombiaUniv Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
机构:
Kyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, JapanKyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, Japan
Suliman, Mohamed Saad
Farzaneh, Hooman
论文数: 0引用数: 0
h-index: 0
机构:
Kyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, Japan
Kyushu Univ, Transdisciplinary Res & Educ Ctr Green Technol, Fukuoka, JapanKyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, Japan
机构:
China Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Lin, Qingbiao
Chen, Wan
论文数: 0引用数: 0
h-index: 0
机构:
China Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Chen, Wan
Zhao, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Power Dispatch & Control Ctr Yunnan Power Grid, Kunming, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Zhao, Xu
Zhou, Shangchou
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Power Grid Corp, Dispatching Ctr, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Zhou, Shangchou
Gong, Xueliang
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Power Trading Ctr Co Ltd, Guangzhou, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
Gong, Xueliang
Zhao, Bo
论文数: 0引用数: 0
h-index: 0
机构:
Beijing QU Creat Technol Co Ltd, Beijing, Peoples R ChinaChina Southern Power Grid Co LTD, Power Dispatching & Control Ctr, Guangzhou, Peoples R China
机构:
Univ Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, ColombiaUniv Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
Vizcaino Sanchez, Gabriel A.
Manuel Alzate, Juan
论文数: 0引用数: 0
h-index: 0
机构:Univ Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
Manuel Alzate, Juan
Cadena, Angela I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Los Andes, Sch Engn, Bogota, ColombiaUniv Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
Cadena, Angela I.
Benavides, Juan M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Los Andes, Sch Sch Business, Bogota, ColombiaUniv Los Andes, Dept Elect Engn, Energy Environm & Econ Res Grp, Bogota, Colombia
机构:
Kyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, JapanKyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, Japan
Suliman, Mohamed Saad
Farzaneh, Hooman
论文数: 0引用数: 0
h-index: 0
机构:
Kyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, Japan
Kyushu Univ, Transdisciplinary Res & Educ Ctr Green Technol, Fukuoka, JapanKyushu Univ, Interdisciplinary Grad Sch Engn Sci, Fukuoka, Japan