کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
400311 1438717 2016 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A novel GPU-accelerated strategy for contingency screening of static security analysis
ترجمه فارسی عنوان
استراتژی پرشتاب GPU جدید برای غربالگری احتمالی تجزیه و تحلیل امنیتی استاتیک
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی


• A novel GPU-accelerated algorithm for contingency screening is proposed.
• The algorithm tuning in conjunction with GPU architecture is imperative.
• The optimization factors include task allocation, memory access, CUDA stream, etc.

Graphics processing unit (GPU) has been applied successfully in many computation and memory intensive realms due to its superior performances in float-pointing calculation, memory bandwidth and power consumption, and has great potential in power system applications. Contingency screening is a major time consuming part of contingency analysis. In the absence of relevant existing research, this paper is the first of its kind to propose a novel GPU-accelerated algorithm for direct current (DC) contingency screening. Adapting actively unique characteristics of GPU software and hardware, the proposed GPU algorithm is optimized from four aspects: data transmission, parallel task allocation, memory access, and CUDA (Compute Unified Device Architecture) stream. Case studies on a 3012-bus system and 8503-bus system have shown that the GPU-accelerated algorithm, in compared with its counterpart CPU implementation, can achieve about 20 and 50 times speedup respectively. This highly promising performance has demonstrated that carefully designed performance tuning in conjunction with GPU programing architecture is imperative for a GPU-accelerated algorithm. The presented performance tuning strategies can be applicable to other GPU applications in power systems.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: International Journal of Electrical Power & Energy Systems - Volume 83, December 2016, Pages 33–39
نویسندگان
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