A Novel Agent-Based Load Balancing Algorithm for Grid Computing

نویسندگان

  • Shudong Chen
  • Wenju Zhang
  • Fanyuan Ma
  • Jianhua Shen
  • Minglu Li
چکیده

This paper presents an agent-based resource scheduling algorithm for Grid computing systems. With this scheduling algorithm, the computational resources of the Grid can be dynamically scheduled according to the real-time working load on each node. Thus a Grid system can hold an excellent load balance state. Furthermore, the application of this algorithm is introduced into the practical protein molecules docking applications, which run at the DDG, a Grid computing system for drug discovery and design. Solid experimental results show the load balance and robustness of the proposed algorithm.

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

Grid and HPC Dynamic Load Balancing with Lattice Boltzmann Models

Both in High Performance Computing and in Grid computing dynamic load balancing is becoming one of the most important features. In this paper, we present a novel load balancing model based on Lattice Boltzmann Cellular Automata. Using numerical simulations our model is compared to diffusion algorithms adopted on HPC load balancing and to agent-based balancing strategies on Grid systems. We show...

متن کامل

A novel multi-agent reinforcement learning approach for job scheduling in Grid computing

Grid computing utilizes distributed heterogeneous resources to support large-scale or complicated computing tasks, and an appropriate resource scheduling algorithm is fundamentally important for the success of Grid applications. Due to the complex and dynamic properties of Grid environments, traditional model-basedmethodsmay result in poor scheduling performance in practice. Scalability and ada...

متن کامل

Dynamic Load Balancing Policy with Communication and Computation Elements in Grid Computing with Multi-Agent System Integration

The policy in dynamic load balancing, classification and function are variety based on the focus study for each research. They are different but employing the same strategy to obtain the load balancing. The communication processes between policies are explored within the dynamic load balancing and decentralized approaches. At the same time the computation processes also take into consideration ...

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

Load Balancing Approaches for Web Servers: A Survey of Recent Trends

Numerous works has been done for load balancing of web servers in grid environment. Reason behinds popularity of grid environment is to allow accessing distributed resources which are located at remote locations. For effective utilization, load must be balanced among all resources. Importance of load balancing is discussed by distinguishing the system between without load balancing and with loa...

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:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004