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A Multithreaded Implementation of HEVC Intra Prediction Algorithm for a Photovoltaic Monitoring System

机译:光伏监控系统HEVC帧内预测算法的多线程实现

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Recently, many photovoltaic systems (PV systems) including solar parks and PV farms have been built to prepare for the post fossil fuel era. To investigate the degradation process of the PV systems and thus, efficiently operate PV systems, there is a need to visually monitor PV systems in the range of infrared ray through the Internet. For efficient visual monitoring, this paper explores a multithreaded implementation of a recently developed HEVC standard whose compression efficiency is almost two times higher than H.264. For an efficient parallel implementation under a meshbased 64 multicore system, this work takes into account various design choices which can solve potential problems of a two-dimensional interconnects-based 64 multicore system. These problems may have not occurred in a small-scale multicore system based on a simple bus network. Through extensive evaluation, this paper shows that, for an efficient multithreaded implementation of HEVC intra prediction in a mesh-based multicore system, much effort needs to be made to optimize communications among processing cores. Thus, this work provides three design choices regarding communications, i.e., main thread core location, cache home policy, and maximum coding unit size. These design choices are shown to improve the overall parallel performance of the HEVC intra prediction algorithm by up to 42%, achieving a 7 times higher speed-up.
机译:最近,已经建立了许多光伏系统(PV系统),包括太阳能公园和光伏农场,以为后化石燃料时代做准备。为了研究光伏系统的退化过程,从而有效地运行光伏系统,需要通过互联网可视地监视红外线范围内的光伏系统。为了进行有效的视觉监视,本文探讨了最近开发的HEVC标准的多线程实现,该标准的压缩效率几乎是H.264的两倍。为了在基于网格的64多核系统下高效并行实现,这项工作考虑了各种设计选择,可以解决基于二维互连的64多核系统的潜在问题。这些问题在基于简单总线网络的小型多核系统中可能没有发生。通过广泛的评估,本文表明,要在基于网格的多核系统中高效实现HEVC帧内预测的多线程实现,需要付出很多努力来优化处理核之间的通信。因此,这项工作提供了关于通信的三个设计选择,即主线程核心位置,高速缓存归属策略和最大编码单元大小。这些设计选择显示出可将HEVC帧内预测算法的整体并行性能提高多达42%,从而使速度提高了7倍。

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