Local agent-based self-stabilisation in global resource utilisation

نویسندگان

  • Evangelos Pournaras
  • Martijn Warnier
  • Frances M. T. Brazier
چکیده

Distributed management of complex large-scale infrastructures, such as power distribution systems, is challenging. Sustainability of these systems can be achieved by enabling stabilisation in global resource utilisation. This paper proposes EPOS, the Energy Plan Overlay Self-stabilisation system, for this purpose. EPOS is an agent-based approach that performs self-stabilisation over a tree overlay, as an instance of a hierarchical virtual organisation. The global goal of stabilisation emerges through local knowledge, local decisions and local interactions among software agents organised in a tree. Two fitness functions are proposed to stabilise global resource utilisation. The first proactively keeps deviations minimised and the second reactively reverses deviations. Extensive experimentation reveals that EPOS outperforms a system that utilises resources in a greedy manner. Finally, this paper also investigates and evaluates factors that influence the effectiveness of EPOS.

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

Robust Agent Based Distribution System Restoration with Uncertainty in Loads in Smart Grids

This paper presents a comprehensive robust distributed intelligent control for optimum self-healing activities in smart distribution systems considering the uncertainty in loads. The presented agent based framework obviates the requirements for a central control method and improves the reliability of the self-healing mechanism. Agents possess three characteristics including local views, decentr...

متن کامل

Grid load balancing using intelligent agents

Workload and resource management are essential functionalities in the software infrastructure for grid computing. The management and scheduling of dynamic grid resources in a scalable way requires new technologies to implement a next generation intelligent grid environment. This work demonstrates that AI technologies can be utilised to achieve effective workload and resource management. A combi...

متن کامل

Networking Conception for E-manufacturing Systems

provide adequate facilities for addressing the problems of unpredictable changes taking place in a global market. The lack of cohesive self-organized coordination mechanisms at the local and global levels does not pro-vide efficient and cost-effective responses on time. This paper addresses the conceptual question of multiplatform integration for designing worldwide network of supply chain and ...

متن کامل

To Appear in the First International Conference on Multi-Agent Systems, 1995 A Tractable Heuristic that Maximizes Global Utility through Local Plan Combination

We consider techniques suitable for combining individual agent plans into a global system plan, maintaining a commitment to considerations of global utility that may di er radically from individual agent utilities. We present a three-stage heuristic reduction process, consisting of a transformation from local to global utility measures, a global assessment of the local evaluations of agents, an...

متن کامل

Agent-Based Grid Load Balancing Using Performance-Driven Task Scheduling

Load balancing is a key concern when developing parallel and distributed computing applications. The emergence of computational grids extends this problem, where issues of cross-domain and large-scale scheduling must also be considered. In this work an agent-based grid management infrastructure is coupled with a performance-driven task scheduler that has been developed for local grid load balan...

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:
  • Int. J. Auton. Comp.

دوره 1  شماره 

صفحات  -

تاریخ انتشار 2010