Abstract
Abstract Parallel programming is a great challenging of modern computing. The main goal of that parallel programming is to improve performance of computer applications. A well-structured parallel application can achieve better performance over sequential execution on existing and upcoming parallel computer architecture. This paper describes the experimental evaluation of parallel application performance with thread-safe data structure in real time execution. Described different performance issues of this paper, help to make efficient parallel application for better performance. Before describing the experimental evaluation, this paper describes some methodologies relevant of parallel programming. The evaluation of parallel applications has been done by experimental result evaluation and performance measurements. The knowledge of proper partitioning, oversubscription, proper work load balancing, way of memory sharing will help to make more efficient parallel application.
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