AI & ML
Compressed delayed-information projection for underwater navigation under acoustic measurement latency
arXiv cs.RO0 views
arXiv:2609.27439v2 Announce Type: replace Abstract: Delayed acoustic position measurements describe past states but may reach an underwater vehicle after its navigation estimate has advanced. This paper presents compressed delayed-information projection (CDIP), a causal delayed-update method implemented in a 15-dimensional error-state Kalman filter (ESKF). CDIP retains source-associated inertial measurement unit (IMU) snapshots and maintains current-to-snapshot cross-covariances, projecting delayed corrections without repeated full-from-start filtering. In 154 paired simulation recordings with synthetic horizontal-position fixes delayed by 1.5~s, CDIP reduced mean trajectory-position root-mean-square error (RMSE) from 1.062~m for a reception-time Baseline to 0.456~m (57.1\%). Its mean RMSE approached that of full-from-start Replay (0.451~m), with 99.2\% lower mean core-loop time per processed IMU step for the tested implementations. A six-delay sweep, scheduled permanent-loss outages of 50--300~s, and packet-erasure tests further characterized sensitivity to measurement timing and availability. A separate 256-trial nonlinear synthetic assessment identified departures from the prespecified calibration criterion for CDIP and two fully augmented ESKF references. Together, these results demonstrate an accuracy--computation trade-off for causal underwater navigation under the evaluated delayed-measurement simulation conditions.
Source:https://arxiv.org/abs/2609.27439PreviousLearning and Transferring Closed-Loop Robot SoftwareNextDetect and Suppress: A Mechanistic Defense against Adversarial Patches in VLA Models
Related posts

Keep Distributed Training Running with Automated Workload Recovery
0NVIDIA Developer Blog

Diagnose Distributed AI Workload Failures with NVIDIA Attribution
0NVIDIA Developer Blog
Alibaba Lab Cuts AI Upgrade Bills By Rewriting Core Numbers
0dev.to AI
Regalos para la persona que tiene un negocio pequeno, ensena, o crea cosas (en espanol)
0dev.to AI
CrowdStrike Expands Project QuiltWorks Across Europe
0dev.to AI
Lighthouse 13.6 Can Raise PageSpeed Insights Scores Without a Site Change
0dev.to AI