Special Issue on Distributed Computing and Artificial Intelligence

نویسندگان

  • Ndeye Massata NDIAYE
  • Ousmane THIARE
چکیده

Grid infrastructure is a large set of nodes geographically distributed and connected by a communication. In this context, fault tolerance is a necessity imposed by the distribution that poses a number of problems related to the heterogeneity of hardware, operating systems, networks, middleware, applications, the dynamic resource, the scalability, the lack of common memory, the lack of a common clock, the asynchronous communication between processes. To improve the robustness of supercomputing applications in the presence of failures, many techniques have been developed to provide resistance to these faults of the system. Fault tolerance is intended to allow the system to provide service as specified in spite of occurrences of faults. It appears as an indispensable element in distributed systems. To meet this need, several techniques have been proposed in the literature. We will study the protocols based on rollback recovery. These protocols are classified into two categories: coordinated checkpointing and rollback protocols and log-based independent checkpointing protocols or message logging protocols. However, the performance of a protocol depends on the characteristics of the system, network and applications running. Faced with the constraints of large-scale environments, many of algorithms of the literature showed inadequate. Given an application environment and a system, it is not easy to identify the recovery protocol that is most appropriate for a cluster or hierarchical environment, like grid computing. While some protocols have been used successfully in small scale, they are not suitable for use in large scale. Hence there is a need to implement these protocols in a hierarchical fashion to compare their performance in grid computing. In this paper, we propose hierarchical version of four well-known protocols. We have implemented and compare the performance of these protocols in clusters and grid computing using the Omnet++ simulator.

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

Preface to the Special Issue on Intelligent Distributed Computing

We are honored and pleased to open this special issue of the Concurrency and Computation: Practice and Experience journal focused on intelligent distributed computing. Intelligent distributed computing (IDC) faces the challenges of adapting and combining research results in the fields of intelligent computing and distributed computing. Intelligent computing develops methods and technology rangi...

متن کامل

Special Issue on Distributed Computing and Artificial Intelligence

-6Abstract —Over recent years, Genetic Algorithms have proven to be an appropriate tool for solving certain problems. However, it does not matter if the search space has several valid solutions, as their classic approach is insufficient. To this end, the idea of dividing the individuals into species has been successfully raised. However, this solution is not free of drawbacks, such as the emerg...

متن کامل

Entropy-based Consensus for Distributed Data Clustering

The increasingly larger scale of available data and the more restrictive concerns on their privacy are some of the challenging aspects of data mining today. In this paper, Entropy-based Consensus on Cluster Centers (EC3) is introduced for clustering in distributed systems with a consideration for confidentiality of data; i.e. it is the negotiations among local cluster centers that are used in t...

متن کامل

Distributed solutions for ubiquitous computing and ambient intelligence

This special issue of the Future Generation Computer Systems (FGCS) journal is devoted to papers selected from the 6th International Conference on Ubiquitous Computing and Ambient Intelligence (UCAmI 2012) and the 4th International Workshop on Ambient Assisted Living (IWAAL 2012), held in Vitoria-Gasteiz, Spain, on 3–5 December 2012. On the one hand, UCAmI focuses on the ubiquitous computing an...

متن کامل

The impact of soft computing for the progress of artificial intelligence

This special issue encompasses five papers devoted to the different existing relationships between soft computing branches and classical artificial intelligence. The issue originated from the ‘‘50 years of artificial intelligence: campus in multidisciplinary perception and intelligence, CMPI-2006’’ multi-conference (http:// www.info-ab.uclm.es/cmpi/1024x768/overview.htm), that was held in Albac...

متن کامل

The Distributed Arti cial Intelligence Melting Pot

Artiicial Intelligence (AI) has emphasized building \stand-alone systems" that can solve problems with minimal help from other systems (computer or human). These systems have traditionally been brittle, in the sense that they fail miserably when presented with problems even slightly outside of their limited range of expertise. The predominant AI answer to brittleness is to inject more knowledge...

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 2012