arXiv · 2303.00532
fpgaDDS: An Intra-FPGA Data Distribution Service for ROS 2 Robotics Applications
Abstract
Modern computing platforms for robotics applications comprise a set of heterogeneous elements, e.g., multi-core CPUs, embedded GPUs, and FPGAs. FPGAs are reprogrammable hardware devices that allow for fast and energy-efficient computation of many relevant tasks in robotics. ROS is the de-facto programming standard for robotics and decomposes an application into a set of communicating nodes. ReconROS is a previous approach that can map complete ROS nodes into hardware for acceleration. Since ReconROS relies on standard ROS communication layers, exchanging data between hardware-mapped nodes can lead to a performance bottleneck. This paper presents fpgaDDS, a lean data distribution service for hardware-mapped ROS 2 nodes. fpgaDDS relies on a customized and statically generated streaming-based communication architecture. We detail this communication architecture with its components and outline its benefits. We evaluate fpgaDDS on a test example and a larger autonomous vehicle case study. Compared to a ROS 2 application in software, we achieve speedups of up to 13.34 and reduce jitter by two orders of magnitude.
Explore related subjects
Keep this discovery
Christian Lienen, Sorel Horst Middeke, Marco Platzner. 2023-03-01. fpgaDDS: An Intra-FPGA Data Distribution Service for ROS 2 Robotics Applications. https://arxiv.org/abs/2303.00532
Cite the original work for its findings. Save a collection to share your selection of sources.