A Cooperative Multi-Agent System for Wind Power Forecasting

被引：2

作者：

Esteoule, Tanguy ^{[1
,2
]}

Perles, Alexandre ^{[1
]}

Bernon, Carole ^{[1
]}

Gleizes, Marie-Pierre ^{[1
]}

Barthod, Morgane ^{[2
]}

机构：

[1] Univ Toulouse, IRIT, Toulouse, France

[2] Meteo Swift, Toulouse, France

来源：

ADVANCES IN PRACTICAL APPLICATIONS OF AGENTS, MULTI-AGENT SYSTEMS, AND COMPLEXITY: THE PAAMS COLLECTION | 2018年 / 10978卷

关键词：

Multi-Agent System; Cooperation; Wind energy; Forecasting; SPEED;

D O I：

10.1007/978-3-319-94580-4_12

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In the coming years, ensuring the electricity supply will be one of the most important world challenges. Renewable energies, in particular wind energy, are an alternative to non-sustainable resources thanks to their almost unlimited supply. However, the chaotic nature and the variability of the wind represent a significant barrier to a large-scale development of this energy. Consequently, providing accurate wind power forecasts is a crucial challenge. This paper presents AMAWind, a multi-agent system dedicated to wind power forecasting based on a cooperative approach. Each agent corresponds to a turbine at a given hour, it starts from an initial production forecast and acts in a cooperative way with its neighbors to find an equilibrium on conflicting values. An assessment of this approach was carried out on data coming from a real wind farm.

引用

页码：152 / 163

页数：12

共 50 条

[1] An evidential cooperative multi-agent system
Benouhiba, T
Nigro, JM
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2006, 30 (02) : 255 - 264
[2] Multi-agent System for Weather Forecasting in India
Sreedevi, A. G.
Palaniappan, S.
Shankar, P.
Sugumaran, Vijayan
[J]. BUSINESS INFORMATION SYSTEMS WORKSHOPS, BIS 2021, 2022, 444 : 97 - 102
[3] Multi-agent robotic cooperative assembly system
王越超
谈大龙
蔡鹤皋
[J]. Journal of Harbin Institute of Technology(New series), 2000, (01) : 1 - 5
[4] Cooperative Localization of Networked Multi-agent System
Lin, Jiaying
Gehrt, Jan-Joran
Zweigel, Rene
Abel, Dirk
[J]. PROCEEDINGS OF THE 32ND INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS+ 2019), 2019, : 1976 - 1989
[5] Cooperative negotiation strategy in multi-agent system
Tian, YJ
Liu, Y
Shimohara, K
Sawaragi, T
[J]. 42ND IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-6, PROCEEDINGS, 2003, : 2549 - 2554
[6] A multi-agent cooperative system of soccer robot
Zhang, Q
Yang, YM
Li, Y
[J]. PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4, 2002, : 510 - 514
[7] Improving cooperative behaviour in a multi-agent system
Stepankova, O
Marik, V
Lazansky, J
[J]. ADVANCED IT TOOLS, 1996, : 293 - 300
[8] A Cooperative Multi-Agent System in Traffic Control
Han Quanye
Wang Xiaoming
Dang Jianwu
[J]. PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 5, 2008, : 577 - 580
[9] A novel multi-agent Q-learning algorithm in cooperative multi-agent system
Ou, HT
Zhang, WD
Zhang, WY
Xu, XM
[J]. PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, 2000, : 272 - 276
[10] Power forecasting for a photovoltaic system based on the multi-agent adaptive fuzzy neuronet
Degtyarev, Alexander S.
Kosenko, Viktor I.
Engel, Ekaterina A.
Engel, Nikita N.
Savelyeva, Marina V.
[J]. IX INTERNATIONAL MULTIDISCIPLINARY SCIENTIFIC AND RESEARCH CONFERENCE MODERN ISSUES IN SCIENCE AND TECHNOLOGY / WORKSHOP ADVANCED TECHNOLOGIES IN AEROSPACE, MECHANICAL AND AUTOMATION ENGINEERING, 2018, 450

← 1 2 3 4 5 →