Reputation-based Distributed Coordination for Heterogeneous Autonomous Agents Towards Effective Coordination, Cooperation & Coalition Formation for Autonomous Software Agents Belonging to Different End-Users

نویسنده

  • Predrag T. Tošić
چکیده

Decentralized, partially or fully distributed multi-agent coordination, cooperation and coalition formation have been studied extensively over the past 20 years. Ensembles of autonomous software, robotic or other autonomous agents may need to coordinate and form coalitions in order to share resources, divide-and-conquer tasks, or enable themselves to complete tasks too complex for any individual agent alone. Much of prior research on multi-agent coordination and coalition formation focuses on the distributed problem solving context, in which all agents belong to the same enduser and share the overarching system-level objectives. As the Internet is evolving towards “Web 3.0” and “the Internet of Things”, modeling systems and designing protocols for scenarios in which autonomous agents that belong to different end-users, and hence in general do not share common goals, yet may still need to coordinate and cooperate with each other, is becoming a research challenge of paramount importance. In this paper, we outline a general vision and some key properties of an “Internet of (Software) Agents”, and propose a reputation-based model for effective multi-agent coordination among autonomous agents that need to coordinate with (yet don’t a priori know to what extent they can trust) each other. Keywords— Software agents; Internet of Agents: Distributed AI; distributed coordination; distributed coalition formation; models of cooperation; self-interested agents

برای دانلود رایگان 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

Multi-agent Coalition Formation based on Clonal Selection

Coordination and cooperation of artificial autonomous agents is activity for effective problems solution. Coalition formation is by one of cooperative mechanisms used in multi-agent systems. Various approaches of multi-agent coalition formation ensure coalition stability, optimal allocation of sources and payoff distribution for efficient achievement of individual or collective goals. The paper...

متن کامل

Some Optimizations in Maximal Clique Based Distributed Coalition Formation for Collaborative Multi-Agent Systems

We study scalable and efficient coordination and negotiation protocols for collaborative multi-agent systems (MAS). The coordination problem we address is multi-agent coalition formation in a fully decentralized, resource-bounded setting. More specifically, we design, analyze, optimize and experiment with the Maximal Clique based Distributed Coalition Formation (MCDCF) algorithm. We briefly des...

متن کامل

A unified framework for reinforcement learning, co-learning and meta-learning how to coordinate in collaborative multi-agent systems

Coordination among multiple autonomous, distributed cognitive agents is one of the most challenging and ubiquitous problems in Distributed AI and its applications in general, and in collaborative multi-agent systems in particular. A particularly prominent problem in multi-agent coordination is that of group, team or coalition formation. A considerable majority of the approaches to this problem ...

متن کامل

Coordination Approach to Find Best Defense Decision with Multiple Possibilities among Robocup Soccer Simulation Team

In 2D Soccer Simulation league, agents will decide based on information and data in their model. Effective decisions need to have world model information without any noise and missing data; however, there are few solutions to omit noise in world model data; so we should find efficient ways to reduce the effect of noise when making decisions. In this article we evaluate some simple solutions whe...

متن کامل

Decentralized Reputation Management for Cooperating Software Agents in Open Multi-Agent Systems

Multi-Agent Systems (MAS) promise a new advance in distributed computing. In MAS autonomous software agents flexibly cooperate, coordinate and compete to provide the desired function(s) of such a system. If some components of a MAS fail or do not provide the desired functionality, the system is expected to autonomously deal with this situation. It is desirable to reduce occurrences of such situ...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016