scispace - formally typeset
Open Access

Power Load Management as a Computational Market

Fredrik Ygge, +1 more
- Vol. 97, Iss: 05, pp 393-400
Reads0
Chats0
TLDR
In this article, the authors present a decentralized approach to power load management by modeling direct load management as a computational market and demonstrate that their approach is very efficient with a superlinear rate of convergence to equilibrium and an excellent scalability.
Abstract
Power load management enables energy utilities to reduce peak loads and thereby save money. Due to the large number of different loads, power load management is a complicated optimization problem. We present a new decentralized approach to this problem by modeling direct load management as a computational market. Our simulation results demonstrate that our approach is very efficient with a superlinear rate of convergence to equilibrium and an excellent scalability, requiring few iterations even when the number of agents is in the order of one thousand. Aframework for analysis of this and similar problems is given which shows how nonlinear optimization and numerical mathematics can be exploited to characterize, compare, and tailor problem-solving strategies in market-oriented programming.

read more

Content maybe subject to copyright    Report

Citations
More filters
Book

Multiagent Systems : A Modern Approach to Distributed Artificial Intelligence

TL;DR: This is the first comprehensive introduction to multiagent systems and contemporary distributed artificial intelligence and will be a useful reference not only for computer scientists and engineers, but for social scientists and management and organization scientists as well.
Book

Distributed rational decision making

TL;DR: This chapter discusses multiagent negotiation in situations where agents may have di erent goals and each agent is trying to maximize its own good without concern for the global good.
Proceedings ArticleDOI

The Michigan Internet AuctionBot: a configurable auction server for human and software agents

TL;DR: The Michigan Internet AuctionBot is a scalable and robust auction server that supports both software and human agents and is used extensively in classroom exercises and is available to the general Internet population.
Proceedings ArticleDOI

PowerMatcher: multiagent control in the electricity infrastructure

TL;DR: In a presented simulation study, it is shown that the simultaneousness of electricity production and consumption can be raised substantially using the PowerMatcher, a market-based control concept for supply and demand matching (SDM) in electricity networks.
Journal ArticleDOI

A multi-agent system for energy management of distributed power sources

TL;DR: In this article, a distributed management solution based on the paradigm of multi-agent systems (MASs) is proposed in order to ensure better system reliability in a hybrid power source.
References
More filters
Book

Matrix computations

Gene H. Golub
Book

Practical Methods of Optimization

TL;DR: The aim of this book is to provide a Discussion of Constrained Optimization and its Applications to Linear Programming and Other Optimization Problems.
Book

The knowledge level

Allen Newell
TL;DR: A theory of the nature of knowledge is proposed, namely, that there is another computer system level immediately above the symbol (or program) level and knowledge itself is the processing medium at this level and the principle of rationality plays a central role.
Journal ArticleDOI

The knowledge level

TL;DR: In this article, a theory of the nature of knowledge and representation is proposed, namely that there is another computer system level immediately above the symbol (or program) level, and the principle of rationality plays a central role.
Related Papers (5)