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Abstract
Multi-sensor data fusion plays a crucial role in modern autonomous systems, enabling them to perceive the surroundings from multiple dimensions. However, the accuracy of fusion output can be compromised by the temporal inconsistency of input messages from different sources. ROS provides algorithms of message synchronization to mitigate this misalignment before the data fusion process. Nevertheless, this introduces additional latency in processing each message, which influences the real-time performance of ROS systems. Previous research [1] is the first to analyze and bound the reaction latency of the ApproximateTime synchronization policy in ROS, which is essential for analyzing the system-level end-to-end reaction time. However, their bound is overly pessimistic. In this paper, we propose a safe and tight reaction latency upper bound for the ApproximateTime policy. We conduct experiments to validate its accuracy and assess its improvements compared to [1]. © 2024 IEEE.
Original language | English |
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Title of host publication | Proceedings - 2024 IEEE 30th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2024 |
Publisher | IEEE |
Pages | 43-48 |
ISBN (Electronic) | 979-8-3503-8795-7 |
ISBN (Print) | 979-8-3503-8796-4 |
DOIs | |
Publication status | Published - 2024 |
Event | 30th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA 2024) - Sokcho, Korea, Republic of Duration: 21 Aug 2024 → 23 Aug 2024 https://rtcsa2024.github.io/ |
Publication series
Name | Proceedings - IEEE International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA |
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ISSN (Print) | 2325-1271 |
ISSN (Electronic) | 2325-1301 |
Conference
Conference | 30th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA 2024) |
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Abbreviated title | IEEE RTCSA 2024 |
Country/Territory | Korea, Republic of |
City | Sokcho |
Period | 21/08/24 → 23/08/24 |
Internet address |
Bibliographical note
Full text of this publication does not contain sufficient affiliation information. With consent from the author(s) concerned, the Research Unit(s) information for this record is based on the existing academic department affiliation of the author(s).Funding
The first and third authors are partly funded by the National Key R&D Program of China under grants No. 2022YFA1005101 and the NSFC under grant No. 62192732. The second and fourth authors are partially supported by Hong Kong GRF under grant no. 15206221 and 11208522.
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Dive into the research topics of 'Improving the Reaction Latency Analysis of Message Synchronization in ROS'. Together they form a unique fingerprint.Projects
- 2 Active
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GRF: Managing Information Synchronicity in Real-Time Systems
GUAN, N. (Principal Investigator / Project Coordinator)
1/01/23 → …
Project: Research
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GRF: Building a Theoretical Foundation for Real-time ROS
GUAN, N. (Principal Investigator / Project Coordinator)
1/01/22 → …
Project: Research