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Proceedings ArticleDOI

Further extensions of FIPA Contract Net Protocol: threshold plus DoA

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TLDR
Two further extensions to CNP by the ideas of Threshold and Degree of Availability (DoA) are made, which might become another feasible way to increase system effectiveness and efficiency.
Abstract
Being easily understood and implemented for resource allocation or task assignment, FIPA Contract Net Protocol (CNP) has been widely applied to kinds of Multi-Agent System (MAS). Basing on a typical extension to the original CNP, which was named as Contract Net with Confirmation Protocol (CNCP), this paper made two further extensions to CNP by the ideas of Threshold and Degree of Availability (DoA). CNCP enabled the agents to make proposals or accept offers in a continuous time, but it also increased the risk of getting sub-optimal deal or nothing for individual agent. Our research is just aiming at relieving this risk. The idea of threshold comes from the fact that: no matter how much proposals one agent sent out, it will get only one task to do at last. By setting a proper threshold, we can save many unnecessary computational costs in making or evaluating proposals. The concept of DoA is derived from the principle of Maximum Expected-Utility (MEU). With this concept, one agent will evaluate proposals not only by the required costs, it also takes the DoA of a participant as an important factor in choosing its best deal, so initiators can act in a more rational way. We also presented an under-consideration idea "Deadline", which might become another feasible way to increase system effectiveness and efficiency.

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Citations
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Journal ArticleDOI

Negotiation mechanism for self-organized scheduling system with collective intelligence

TL;DR: Empirical results and statistical evidence illustrate that the negotiation mechanism influence significantly the overall system performance and the effectiveness of Artificial Bee Colony for makespan minimization and on the machine occupation maximization.
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Dynamic resource selection heuristics for a non-reserved bidding-based Grid environment

TL;DR: This work proposes a set of resource selection heuristics to minimize the turnaround time in a non-reserved bidding-based Grid environment, while considering the level of information about competing jobs revealed by providers.
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Online feature selection system for big data classification based on multi-objective automated negotiation

TL;DR: The proposed OFS system called MOANOFS (Multi-Objective Automated Negotiation based Online Feature Selection) explore the recent advances of online machine learning techniques and a conflict resolution technique (Automated Neg negotiation) for the purpose of enhancing the classification performance of ultra-high dimensional databases.
Proceedings ArticleDOI

Multi-Agent Systems' Negotiation Protocols for Cyber-Physical Systems: Results from a Systematic Literature Review.

TL;DR: While this work confirms the potential of MAS in regulating the interactions among CPS components, the findings also highlight the absence of real-time compliance in current negotiation protocols.
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Multi-robot task allocation using CNP combines with neural network

TL;DR: A method to fuse prices and to decide which robot is the successful bidder using a BP neural network is proposed and the experiment result shows that the method is effective.
References
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Book

Artificial Intelligence: A Modern Approach

TL;DR: In this article, the authors present a comprehensive introduction to the theory and practice of artificial intelligence for modern applications, including game playing, planning and acting, and reinforcement learning with neural networks.
Journal ArticleDOI

The Contract Net Protocol: High-Level Communication and Control in a Distributed Problem Solver

TL;DR: In this article, the contract net protocol has been developed to specify problem-solving communication and control for nodes in a distributed problem solver, where task distribution is affected by a negotiation process, a discussion carried on between nodes with tasks to be executed and nodes that may be able to execute those tasks.
Proceedings Article

An implementation of the contract net protocol based on marginal cost calculations

TL;DR: This paper presents a formalization of the bidding and awarding decision process that was left undefined in the original contract net task allocation protocol, based on marginal cost calculations based on local agent criteria.
Journal ArticleDOI

Self-organization in multi-agent systems

TL;DR: This paper is the synthesis of joint work realised in a technical forum group within the AgentLink III NoE framework, which elaborated on issues concerning self-organization and emergence in multi-agent systems (MAS).
Proceedings Article

Advantages of a leveled commitment contracting protocol

TL;DR: It is shown through formal analysis of several contracting settings that this leveled commitment feature in a contracting protocol increases Pareto efficiency of deals and can make contracts individually rational when no full commitment contract can.
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