Publication type: | Conference other |
Type of review: | No review |
Title: | Realtime signal processing on NVIDIA TX2 using CUDA |
Authors: | Weiss, Armin Rosenthal, Matthias Mazloumian, Amin |
Conference details: | Nvidia GPU Technology Conference (GTC), San José, USA, 26-29 March 2018 |
Issue Date: | 26-Mar-2018 |
Language: | English |
Subjects: | GTC; GPU; Real-time; Tegra X2; CUDA; Persistent Kernel |
Subject (DDC): | 005: Computer programming, programs and data 621.3: Electrical, communications, control engineering |
Abstract: | In our presentation, we will focus on low latency real-time signal processing on NVIDIA Jetson TX2. Originally designed for image processing, the Jetson TX2 incorporates a vast amount of embedded GPU processing power. However, it has not been widely used for signal processing so far. There are two main challenges that have to be addressed: Constantly high input and output data rate of arbitrary digital signals, as well as a very short and deterministic latency requirement (processing time and data transfer time). Using the example of multichannel digital audio processing, we will look at details of CUDA kernel programming, which is a precondition for uninterrupted signal processing. Moreover, we explain efficient data I/O transfer to Jetson TX2 GPU memory, synchronization between CPU and GPU as well as update mechanisms for control data. |
URI: | https://digitalcollection.zhaw.ch/handle/11475/5349 |
Fulltext version: | Published version |
License (according to publishing contract): | Not specified |
Departement: | School of Engineering |
Organisational Unit: | Institute of Embedded Systems (InES) |
Appears in collections: | Publikationen School of Engineering |
Files in This Item:
There are no files associated with this item.
Show full item record
Weiss, A., Rosenthal, M., & Mazloumian, A. (2018, March 26). Realtime signal processing on NVIDIA TX2 using CUDA. Nvidia GPU Technology Conference (GTC), San José, USA, 26-29 March 2018.
Weiss, A., Rosenthal, M. and Mazloumian, A. (2018) ‘Realtime signal processing on NVIDIA TX2 using CUDA’, in Nvidia GPU Technology Conference (GTC), San José, USA, 26-29 March 2018.
A. Weiss, M. Rosenthal, and A. Mazloumian, “Realtime signal processing on NVIDIA TX2 using CUDA,” in Nvidia GPU Technology Conference (GTC), San José, USA, 26-29 March 2018, Mar. 2018.
WEISS, Armin, Matthias ROSENTHAL und Amin MAZLOUMIAN, 2018. Realtime signal processing on NVIDIA TX2 using CUDA. In: Nvidia GPU Technology Conference (GTC), San José, USA, 26-29 March 2018. Conference presentation. 26 März 2018
Weiss, Armin, Matthias Rosenthal, and Amin Mazloumian. 2018. “Realtime Signal Processing on NVIDIA TX2 Using CUDA.” Conference presentation. In Nvidia GPU Technology Conference (GTC), San José, USA, 26-29 March 2018.
Weiss, Armin, et al. “Realtime Signal Processing on NVIDIA TX2 Using CUDA.” Nvidia GPU Technology Conference (GTC), San José, USA, 26-29 March 2018, 2018.
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.