کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
425696 685819 2012 16 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
PDDRA: A new pre-fetching based dynamic data replication algorithm in data grids
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
PDDRA: A new pre-fetching based dynamic data replication algorithm in data grids
چکیده انگلیسی

In recent years, grid technology has had such a fast growth that it has been used in many scientific experiments and research centers. A large number of storage elements and computational resources are combined to generate a grid which gives us shared access to extra computing power. In particular, data grid deals with data intensive applications and provides intensive resources across widely distributed communities. Data replication is an efficient way for distributing replicas among the data grids, making it possible to access similar data in different locations of the data grid. Replication reduces data access time and improves the performance of the system. In this paper, we propose a new dynamic data replication algorithm named PDDRA that optimizes the traditional algorithms. Our proposed algorithm is based on an assumption: members in a VO (Virtual Organization) have similar interests in files. Based on this assumption and also file access history, PDDRA predicts future needs of grid sites and pre-fetches a sequence of files to the requester grid site, so the next time that this site needs a file, it will be locally available. This will considerably reduce access latency, response time and bandwidth consumption. PDDRA consists of three phases: storing file access patterns, requesting a file and performing replication and pre-fetching and replacement. The algorithm was tested using a grid simulator, OptorSim developed by European Data Grid projects. The simulation results show that our proposed algorithm has better performance in comparison with other algorithms in terms of job execution time, effective network usage, total number of replications, hit ratio and percentage of storage filled.


► A new Pre-fetching based Dynamic Data Replication Algorithm in data grids called PDDRA is proposed.
► The purpose of proposing PDDRA is: reducing access latency, response time and bandwidth consumption in data grids.
► PDDRA predicts future needs of grid sites and pre-fetches for them.
► Attempting to increase local accesses and decreasing remote accesses by providing required files before asking for them.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Future Generation Computer Systems - Volume 28, Issue 4, April 2012, Pages 666–681
نویسندگان
, ,