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20182023
most citedInertial Navigation Meets Deep Learning: A Survey of Current Trends and Future Directions

98 citations · 349 across the 25 of their papers we have counts for

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Showing 2023Show all

6 papers · 1 filter

cs.RO2023

GHNet:Learning GNSS Heading from Velocity Measurements

Nitzan Dahan, Itzik Klein

By utilizing global navigation satellite system (GNSS) position and velocity measurements, the fusion between the GNSS and the inertial navigation system provides accurate and robu…

eess.SY2023★ 1 cited

Leveraging Past DVL Velocity Measurements for Acceleration-Aided AUV Navigation

Nadav Cohen, Orzion Levy, Itzik Klein

Autonomous underwater vehicles (AUVs) commonly rely on the fusion of an inertial navigation system (INS) with a Doppler velocity log (DVL) through a nonlinear filter to maintain ac…

cs.RO2023★ 30 cited

VIO-DualProNet: Visual-Inertial Odometry with Learning Based Process Noise Covariance

Dan Solodar, Itzik Klein

Visual-inertial odometry (VIO) is a vital technique used in robotics, augmented reality, and autonomous vehicles. It combines visual and inertial measurements to accurately estimat…

eess.SY2023★ 5 cited

Parametric and State Estimation of Stationary MEMS-IMUs: A Tutorial

Daniel Engelsman, Yair Stolero, Itzik Klein

Inertial navigation systems (INS) are widely used in almost any operational environment, including aviation, marine, and land vehicles. Inertial measurements from accelerometers an…

cs.RO2023★ 98 cited

Inertial Navigation Meets Deep Learning: A Survey of Current Trends and Future Directions

Nadav Cohen, Itzik Klein

Inertial sensing is used in many applications and platforms, ranging from day-to-day devices such as smartphones to very complex ones such as autonomous vehicles. In recent years,…

cs.RO2023★ 17 cited

MissBeamNet: Learning Missing Doppler Velocity Log Beam Measurements

Mor Yona, Itzik Klein

One of the primary means of sea exploration is autonomous underwater vehicles (AUVs). To perform these tasks, AUVs must navigate the rough challenging sea environment. AUVs usually…