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Ultra-high fidelity radio frequency propagation modeling using distributed high performance graphical processing units: A simulator for multi-element non-stationary antenna systems

机译:使用分布式高性能图形处理单元的超高保真射频传播建模:用于多元素非固定天线系统的模拟器

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A newly-invented, distributed, high-performance graphical processing framework that simulates complex radio frequency (RF) propagation has been developed and demonstrated. The approach uses an advanced computer architecture and intensive multi-core system to enable high-performance data analysis at the fidelity necessary to design and develop modern sensor systems. This widely applicable simulation and modeling technology aids in the design and development of state-of-the-art systems with complex waveforms and more advanced downstream exploitation techniques, e.g., systems with arbitrary RF waveforms, higher RF bandwidths and increasing resolution. The recent breakthroughs in computing hardware, software, systems and applications has enabled these concepts to be tested and demonstrated in a large variety of environments and early in the design cycle. Improvements in simulation accuracies and simulation timescales have been made that immediately increase the value to the end user. A near-analytic RF propagation model increased the computational need by orders of magnitude. This model also increased required numerical precision. The new general purpose graphics processing units (GPGPUs) provided the capability to simulate the propagation effects and model it with the necessary information dependence, and floating point mathematics where performance matters. The relative performance improvement between the baseline MATLAB® parallelized simulation and the equivalent GPU based simulation using 12 NVIDIA Tesla K20m GPUs on the Offspring High-Performance Computer (HPC) using the AirWASP© framework decreased simulation and modeling from 16.5 days to less than 1 day.
机译:已经开发并演示了一种新发明的分布式高性能图形处理框架,它可以模拟复杂的射频(RF)传播。该方法使用先进的计算机体系结构和密集的多核系统,以设计和开发现代传感器系统所需的保真度实现高性能数据分析。这种广泛适用的仿真和建模技术有助于设计和开发具有复杂波形和更先进的下游开发技术的最新系统,例如具有任意RF波形,更高RF带宽和更高分辨率的系统。计算硬件,软件,系统和应用程序方面的最新突破使这些概念能够在各种环境中以及设计周期的早期进行测试和演示。仿真精度和仿真时间尺度的改进已经使最终用户的价值立即增加。接近解析的RF传播模型使计算需求增加了几个数量级。该模型还提高了所需的数值精度。新的通用图形处理单元(GPGPU)提供了模拟传播效果并根据必要的信息依赖性以及性能至关重要的浮点数学进行建模的功能。使用AirWASP ©®并行模拟和等效的基于GPU的模拟之间的相对性能改进>框架将模拟和建模时间从16.5天减少到不到1天。

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