Mascem: A Multiagent System That Simulates Competitive Electricity Markets

نویسندگان

  • Isabel Praça
  • Carlos Ramos
  • Zita A. Vale
  • Manuel Cordeiro
چکیده

competitive; a market environment is replacing the traditional centralized-operation approach. This transformation is often called the deregulation of the electricity market. Many electricity companies have split into several companies that specialize in energy generation, transmission, or distribution. These companies need to adopt new management approaches to survive in this market. The industry needs new software tools—such as price-based unit commitment and price-bidding tools—to support new market activities. Also, it needs new modeling approaches that simulate how electric power markets might evolve over time and how market participants might react to the changing economic, financial, and regulatory environment in which they operate. To study electricity market behavior and evolution, we developed MASCEM,1 a multiagent simulator system where agents represent market entities such as generators, consumers, and market operators, and new participants such as traders. Agents can establish their own objectives and decision rules. Moreover, they can adapt their strategies as the simulation progresses on the basis of previous efforts’ success or failure. The simulator probes the effects of market rules and conditions by simulating the participants’ strategic behavior. As a decision support tool, our simulator includes several types of negotiation mechanisms found in electricity markets to let the user test them and learn the best way to negotiate in each one. The simulator is flexible; the user completely defines the model he or she wants to simulate, including the number of agents, each agent’s type and strategies, and the market type. (See the “Related Work” sidebar for other approaches to simulation.) Electric companies as well as regulator entities can use MASCEM to analyze the impact of their potential decisions.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Strategic bidding in electricity markets: An agent-based simulator with game theory for scenario analysis

Electricity markets are complex environments, involving a large number of different entities, with specific characteristics and objectives, making their decisions and interacting in a dynamic scene. Game-theory has been widely used to support decisions in competitive environments; therefore its application in electricity markets can prove to be a high potential tool. This paper proposes a new s...

متن کامل

Six thinking hats: A novel metalearner for intelligent decision support in electricity markets

a r t i c l e i n f o The energy sector has suffered a significant restructuring that has increased the complexity in electricity market players' interactions. The complexity that these changes brought requires the creation of decision support tools to facilitate the study and understanding of these markets. The Multiagent Simulator of Competitive Electricity Markets (MASCEM) arose in this cont...

متن کامل

Adaptive learning in agents behaviour: A framework for electricity markets simulation

Electricity markets are complex environments, involving a large number of different entities, playing in a dynamic scene to obtain the best advantages and profits. MASCEM (Multi-Agent System for Competitive Electricity Markets) is a multiagent electricity market simulator that models market players and simulates their operation in the market. Market players are entities with specific characteri...

متن کامل

Testing the Scenario Analysis Algorithm of an Agent- Based Simulator for Competitive Electricity Markets

The main goal of MASCEM – Multi-Agent Simulator of Competitive Electricity Markets, is to give electricity market entities a tool to support their decisions and to obtain knowledge about market behaviour and evolution. Intelligent agents with strategic behaviour represent entities from electricity markets. In this paper we propose some illustrative scenarios to explain and take some conclusions...

متن کامل

Negotiation context analysis in electricity markets

Contextualization is critical in every decision making process. Adequate responses to problems depend not only on the variables with direct influence on the outcomes, but also on a correct contextualization of the problem regarding the surrounding environment. Electricity markets are dynamic environments with increasing complexity, potentiated by the last decades' restructuring process. Dealing...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • IEEE Intelligent Systems

دوره 18  شماره 

صفحات  -

تاریخ انتشار 2003