ROS 中最新时间消息同步策略的建模与分析

IF 2.7 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Chenhao Wu;Ruoxiang Li;Naijun Zhan;Nan Guan
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引用次数: 0

摘要

传感器融合在现代机器人和自主系统中发挥着至关重要的作用。在现实中,用于融合算法的传感器数据的采样时间可能大不相同。如果没有适当的管理,这可能会导致传感器融合质量低下。机器人操作系统(ROS)是最流行的机器人软件框架,它提供了重要的信息同步机制,以减少传感器融合过程中的时间不一致。最近,ROS 引入了新的 LatestTime 消息同步策略。在本文中,我们对 LatestTime 策略的行为进行了正式建模,并分析了其最坏情况下的实时性能。我们的研究发现了 LatestTime 策略的一个缺陷,它可能会导致发布后续输出时出现无限延迟。我们提出了解决这一缺陷的方案,并根据其输出的最大时间不一致性和产生的延迟,为最坏情况下的实时性能制定了安全而严格的上限。我们通过实验来评估理论结果的精确性、安全性和稳健性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling and Analysis of the LatestTime Message Synchronization Policy in ROS
Sensor fusion plays a critical role in modern robotics and autonomous systems. In reality, the sensor data destined for the fusion algorithm may have substantially different sampling times. Without proper management, this could lead to poor sensor fusion quality. Robot operating system (ROS) is the most popular robotic software framework, providing essential mechanisms for synchronizing messages to mitigate timing inconsistencies during sensor fusion. Recently, ROS introduced a new LatestTime message synchronization policy. In this article, we formally model the behavior of the LatestTime policy and analyze its worst-case real-time performance. Our investigation uncovers a defect of the LatestTime policy that may cause infinite latency in publishing subsequent outputs. We propose a solution to address this defect and develop safe and tight upper bounds on worst-case real-time performance, in terms of both the maximal temporal inconsistency of its outputs and the incurred latency. Experiments are conducted to evaluate the precision, safety and robustness of our theoretical results.
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来源期刊
CiteScore
5.60
自引率
13.80%
发文量
500
审稿时长
7 months
期刊介绍: The purpose of this Transactions is to publish papers of interest to individuals in the area of computer-aided design of integrated circuits and systems composed of analog, digital, mixed-signal, optical, or microwave components. The aids include methods, models, algorithms, and man-machine interfaces for system-level, physical and logical design including: planning, synthesis, partitioning, modeling, simulation, layout, verification, testing, hardware-software co-design and documentation of integrated circuit and system designs of all complexities. Design tools and techniques for evaluating and designing integrated circuits and systems for metrics such as performance, power, reliability, testability, and security are a focus.
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