کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6961307 1452096 2018 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
An optimization approach for agent-based computational models of biological development
ترجمه فارسی عنوان
یک رویکرد بهینه سازی برای مدل های محاسباتی مبتنی بر عامل توسعه بیولوژیکی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزار
چکیده انگلیسی
In this paper, we present an optimization strategy for agent-based simulations of biological dynamics using Intel Xeon Phi coprocessors, demonstrated by a prize-winning entry of the “Intel Modern Code Developer Challenge” competition. These optimizations allow simulating various biological mechanisms, in particular the simulation of millions of cells, their proliferation, movements and interactions in 3D space. Overall, our results demonstrate a powerful approach to implement and conduct very detailed and large-scale computational simulations for biological research. We also highlight the main difficulties faced when developing such optimizations, in particular the assessment of the simulation accuracy, the dependencies between different optimization techniques and counter-intuitive effects in the speed of the optimized solution. The overall speedup of 595 ×  shows a good parallel scalability.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Advances in Engineering Software - Volume 121, July 2018, Pages 262-275
نویسندگان
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