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Real-time massive convolution for audio applications on GPU Massive convolution on GPU

机译:GPU上音频应用的实时大规模卷积GPU上的大规模卷积

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Massive convolution is the basic operation in multichannel acoustic signal processing. This field has experienced a major development in recent years. One reason for this has been the increase in the number of sound sources used in playback applications available to users. Another reason is the growing need to incorporate new effects and to improve the hearing experience. Massive convolution requires high computing capacity. GPUs offer the possibility of parallelizing these operations. This allows us to obtain the processing result in much shorter time and to free up CPU resources. One important aspect lies in the possibility of overlapping the transfer of data from CPU to GPU and vice versa with the computation, in order to carry out real-time applications. Thus, a synthesis of 3D sound scenes could be achieved with only a peer-to-peer music streaming environment using a simple GPU in your computer, while the CPU in the computer is being used for other tasks. Nowadays, these effects are obtained in theaters or funfairs at a very high cost, requiring a large quantity of resources. Thus, our work focuses on two mains points: to describe an efficient massive convolution implementation and to incorporate this task to real-time multichannel-sound applications.
机译:大规模卷积是多通道声信号处理中的基本操作。近年来,该领域经历了重大发展。其原因之一是增加了可供用户使用的回放应用程序中使用的声源的数量。另一个原因是越来越需要结合新的效果并改善听力体验。大规模卷积需要高计算能力。 GPU提供了并行化这些操作的可能性。这使我们能够在更短的时间内获得处理结果并释放CPU资源。一个重要方面在于,为了进行实时应用,可能会将数据从CPU传输到GPU以及反之亦然。因此,仅使用对等音乐流环境,使用计算机中的简单GPU即可实现3D声音场景的综合,而计算机中的CPU正在用于其他任务。如今,这些效果在剧院或游乐场中以很高的成本获得,需要大量的资源。因此,我们的工作集中在两个要点上:描述有效的大规模卷积实现并将此任务合并到实时多通道声音应用程序中。

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