首页> 外文期刊>Journal of Real-Time Image Processing >Parallel BRDF-based infrared radiation simulation of aerial targets implemented on Intel Xeon processor and Xeon Phi coprocessor
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Parallel BRDF-based infrared radiation simulation of aerial targets implemented on Intel Xeon processor and Xeon Phi coprocessor

机译:在英特尔至强处理器和至强融核协处理器上实现的基于BRDF的空中目标的并行红外辐射仿真

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The infrared (IR) radiance of an aerial target owing to the reflection of the external sources including the sun, atmosphere and the earth's surface is a key factor to consider in the modeling and simulation of the IR image in the studies of target detection and tracking, guidance and camouflage. Since the radiations of atmosphere and the earth's surface spread in the whole space and over a wide spectrum, the geometrical shape of targets is complex, and their surfaces are usually non-Lambertian, serial implementation on a CPU platform is time-consuming, and thus, the acceleration of the calculation process is desired in engineering projects. The inherent parallelism that the reflection of radiations incident from different directions in each spectral wavelength can be calculated in parallel in this problem encourages us to accelerate it on multi-core platforms, which are common nowadays. In this work, a dual-socket Intel Xeon E5-2620 nodes running at 2.00 GHz are utilized first. Subsequently, implementations using native and offload modes on the Intel Xeon Phi 5110p coprocessor are described in detail. In both the host-only and Xeon Phi-based implementations, the OpenMP directives are used. Compared to their single-threaded counterpart, the host-only version is 9.7x faster. By increasing the scalability and vectorization, speedups obtained in the native and offload mode implementations were 13.8x and 13.0x, respectively. Our results show that the Xeon Phi's performance on calculating the target's reflected radiance of background radiation is promising in the IR image simulation.
机译:由于外部源(包括太阳,大气和地球表面)的反射而导致的空中目标的红外辐射是在目标检测和跟踪研究中对红外图像进行建模和仿真时要考虑的关键因素,指导和伪装。由于大气和地球表面的辐射会在整个空间和整个光谱范围内传播,因此目标的几何形状很复杂,并且它们的表面通常不是朗伯型的,因此在CPU平台上进行串行实现非常耗时,因此,在工程项目中需要加快计算过程。可以并行计算在每个光谱波长中从不同方向入射的辐射的反射可以并行计算的固有并行性,这促使我们在当今很普遍的多核平台上加速它。在这项工作中,首先使用在2.00 GHz下运行的双路Intel Xeon E5-2620节点。随后,将详细介绍在英特尔至强融核5110p协处理器上使用本机和卸载模式的实现。在仅主机和基于Xeon Phi的实现中,都使用OpenMP指令。与单线程版本相比,仅主机版本要快9.7倍。通过增加可伸缩性和向量化,在纯模式和卸载模式实现中获得的加速分别为13.8倍和13.0倍。我们的结果表明,至强融核在计算目标的背景辐射反射辐射方面的性能在红外图像仿真中很有希望。

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