Predictive Display with Perspective Projection of Surroundings in Vehicle Teleoperation to Account Time-delays

11/22/2022
by   Jai Prakash, et al.
0

Teleoperation provides human operator sophisticated perceptual and cognitive skills into an over the network control loop. It gives hope of addressing some challenges related to vehicular autonomy which is based on artificial intelligence by providing a backup plan. Variable network time delays in data transmission is the major problem in teleoperating a vehicle. On 4G network, variability of these delays is high. Due to this, both video streaming and driving commands encounter variable time delay. This paper presents an approach of providing the human operator a forecast video stream which replicates future perspective of vehicle field of view accounting the delay present in the network. Regarding the image transformation, perspective projection technique is combined with correction given by smith predictor in the control loop. This image transformation accounts current time delay and tries to address both issues, time delays as well as its variability. For experiment sake, only frontward field of view is forecast. Performance is evaluated by performing online vehicle teleoperation on street edge case maneuvers and later comparing the path deviation with and without perspective projection.

READ FULL TEXT

page 1

page 9

page 10

research
04/27/2023

SRPT vs Smith Predictor for Vehicle Teleoperation

Vehicle teleoperation has potential applications in fallback solutions f...
research
06/08/2022

Vehicle Teleoperation: Successive Reference-Pose Tracking

Vehicle teleoperation is an interesting feature in many fields. A typica...
research
09/14/2023

A Delay Compensation Framework Based on Eye-Movement for Teleoperated Ground Vehicles

An eye-movement-based predicted trajectory guidance control (ePTGC) is p...
research
11/05/2021

Inferring untrained complex dynamics of delay systems using an adapted echo state network

Caused by finite signal propagation velocities, many complex systems fea...
research
09/15/2021

Delay-aware Robust Control for Safe Autonomous Driving

With the advancement of affordable self-driving vehicles using complicat...
research
05/19/2023

Vehicle Teleoperation: Performance Assessment of SRPT Approach Under State Estimation Errors

Vehicle teleoperation has numerous potential applications, including ser...

Please sign up or login with your details

Forgot password? Click here to reset