Age of Information Guaranteed Scheduling for Asynchronous Status Updates in Collaborative Perception
We consider collaborative perception (CP) systems where a fusion center monitors various regions by multiple sources. The center has different age of information (AoI) constraints for different regions. Multi-view sensing data for a region generated by sources can be fused by the center for a reliab...
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Main Authors | , , , , |
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Format | Journal Article |
Language | English |
Published |
07.10.2023
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Subjects | |
Online Access | Get full text |
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Summary: | We consider collaborative perception (CP) systems where a fusion center
monitors various regions by multiple sources. The center has different age of
information (AoI) constraints for different regions. Multi-view sensing data
for a region generated by sources can be fused by the center for a reliable
representation of the region. To ensure accurate perception, differences
between generation time of asynchronous status updates for CP fusion should not
exceed a certain threshold. An algorithm named scheduling for CP with
asynchronous status updates (SCPA) is proposed to minimize the number of
required channels and subject to AoI constraints with asynchronous status
updates. SCPA first identifies a set of sources that can satisfy the
constraints with minimum updating rates. It then chooses scheduling intervals
and offsets for the sources such that the number of required channels is
optimized. According to numerical results, the number of channels required by
SCPA can reach only 12% more than a derived lower bound. |
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DOI: | 10.48550/arxiv.2310.04813 |