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Agent-based modeling of electric power markets

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TLDR
The EMCAS model, its implementation, and its use to address questions of congestion management, price forecasting, market design, and market power are described.
Abstract
A novel agent-based model, the Electricity Market Complex Adaptive System (EMCAS) model, is designed to study market restructuring and the impact of new technologies on the power grid. The agent-based approach captures the complex interactions between the physical infrastructure and the economic behaviors of various agents operating in an electricity market. The electric power system model consists of power generating plants, transmission lines, and load centers. The electric power market is composed of generating company agents who bid capacity and prices into power pools administered by an Independent System Operator (ISO). The ISO agent balances supply and demand for day-ahead markets. EMCAS also simulates real-time market operation to account for the uncertainties in day-ahead forecasts and availability of generating units. This paper describes the model, its implementation, and its use to address questions of congestion management, price forecasting, market design, and market power.

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References
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TL;DR: The definition of ODD is revised to clarify aspects of the original version and thereby facilitate future standardization of ABM descriptions and improves the rigorous formulation of models and helps make the theoretical foundations of large models more visible.
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Tutorial on agent-based modelling and simulation

TL;DR: A brief introduction to ABMS is provided, the main concepts and foundations are illustrated, some recent applications across a variety of disciplines are discussed, and methods and toolkits for developing agent models are identified.
Journal ArticleDOI

Experiences creating three implementations of the repast agent modeling toolkit

TL;DR: The goal is to contribute to the larger simulation community the authors' accumulated experiences from developing several implementations of an agent-based simulation toolkit and it is hoped that ongoing architecture standards efforts will benefit from this new knowledge and use it to produce architecture standards with increased robustness.
Journal ArticleDOI

Optimal power flow: a bibliographic survey I

TL;DR: Optimal power flow (OPF) has become one of the most important and widely studied nonlinear optimization problems as mentioned in this paper, and there is an extremely wide variety of OPF formulations and solution methods.
Journal ArticleDOI

A critical survey of agent-based wholesale electricity market models

TL;DR: Agent-Based Computational Economics (ACE) is a fairly young research paradigm that offers methods for realistic electricity market modeling as discussed by the authors, and a growing number of researchers have developed agent-based models for simulating electricity markets.
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