Multi-Agent Energy Markets with High Levels of Renewable Generation: A Case-Study on Forecast Uncertainty and Market Closing Time

被引:8
作者
Algarvio, Hugo [1 ,2 ]
Couto, Antonio [2 ]
Lopes, Fernando [2 ]
Estanqueiro, Ana [2 ]
Santana, Joao [1 ]
机构
[1] Univ Lisbon, INESC ID, Inst Super Tecn, Lisbon, Portugal
[2] LNEG Natl Res Inst, Est Paco Lumiar 22, Lisbon, Portugal
来源
DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE, (DCAI 2016) | 2016年 / 474卷
关键词
Software agents; Agent-based simulation; Electricity markets; Renewable generation; Wind power forecasting;
D O I
10.1007/978-3-319-40162-1_37
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article uses an agent-based system to analyze the potential impacts of variable generation onwholesale electricity markets. Specifically, the article presents some important features of the agent-based system, introduces a method to forecast wind power, and describes a case study to analyze the impact of both wind forecast errors and high levels of wind generation on the outcomes of the day-ahead market. The case study involved two simulations: a base case, where the market closes at 12: 00 noon and the bids of a wind producer agent are based on a forecast performed 12 to 36 hours ahead, and an updated forecast case, where the market closes at 6: 00 p.m. and the bids of the wind producer agent are based on an updated forecast. The results indicate that wind power forecast uncertainty may indeed influence market prices, highlighting the importance of adaptations to the market closing time.
引用
收藏
页码:339 / 347
页数:9
相关论文
共 12 条
[1]   Comparison of the economic impact of different wind power forecast systems for producers [J].
Alessandrini, S. ;
Davo, F. ;
Sperati, S. ;
Benini, M. ;
Delle Monache, L. .
ADVANCES IN SCIENCE AND RESEARCH, 2014, 11 :49-53
[2]   Impact of Weather Regimes on the Wind Power Ramp Forecast in Portugal [J].
Couto, Antonio ;
Costa, Paulo ;
Rodrigues, Luis ;
Lopes, Vitor V. ;
Estanqueiro, Ana .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2015, 6 (03) :934-942
[3]  
Ela Erik., 2014, Evolution of wholesale electricity market design with increasing levels of renewable generation
[4]  
Giebel G., 2011, 038692 DTU ANEMOS PL
[5]   Current status and future advances for wind speed and power forecasting [J].
Jung, Jaesung ;
Broadwater, Robert P. .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2014, 31 :762-777
[6]  
Lopes F., 2013, 10th International Conference on the European Energy Market (EEM), P1
[7]  
Lopes F., 2014, NEGOTIATION ARGUMENT, DOI DOI 10.2174/97816080582421140101
[8]   Negotiating Bilateral Contracts in a Multi-Agent Electricity Market: A Case Study [J].
Lopes, Fernando ;
Rodrigues, Tiago ;
Sousa, Jorge .
2012 23RD INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATIONS (DEXA), 2012, :326-330
[9]   Concession Strategies for Negotiating Bilateral Contracts in Multi-Agent Electricity Markets [J].
Lopes, Fernando ;
Coelho, Helder .
2012 23RD INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATIONS (DEXA), 2012, :321-325
[10]  
NORTH GR, 1982, MON WEATHER REV, V110, P699, DOI 10.1175/1520-0493(1982)110<0699:SEITEO>2.0.CO