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Vehicle Teleoperation: Human in the Loop Performance Comparison of Smith Predictor with Novel Successive
Jai Prakash1, Michele Vignati1, Edoardo Sabbioni1
1Department of Mechanical Engineering, Politecnico Di Milano, 20156 Milan, Italy.
Sensors (Basel, Switzerland)
|December 11, 2022
Summary
The successive reference-pose-tracking (SRPT) approach improves remote vehicle control by transmitting trajectory poses instead of steering commands. This method enhances path-tracking performance and reduces operator effort in teleoperation, even with delays and disturbances.
Area of Science:
- Robotics and Control Systems
- Human-Machine Interaction
- Autonomous Vehicle Technology
Background:
- Vehicle teleoperation enables remote control of autonomous vehicles when automation fails, bridging manual and automated driving.
- Key challenges in teleoperation include variable time delays, actuator saturation, and environmental disturbances, which degrade performance.
- Existing predictive methods for delay compensation fail to account for sudden disturbances, leading to inadequate steering and poor path tracking.
Purpose of the Study:
- To introduce and evaluate the Successive Reference-Pose-Tracking (SRPT) approach for vehicle teleoperation.
- To compare the path-tracking performance of SRPT against the Smith predictor in human-in-loop experiments.
- To assess the effectiveness of SRPT in mitigating the impact of delays and disturbances on teleoperation.
Main Methods:
- Developed a novel SRPT method transmitting successive reference poses instead of direct steering commands.
- Generated reference poses using a joystick steering wheel interface.
- Conducted human-in-loop experiments with 18 drivers in a simulation integrating a 14-DOF Simulink vehicle model and Unity game engine, incorporating bidirectional variable delays.
Main Results:
- The SRPT approach demonstrated significant improvements in reference tracking compared to the Smith predictor.
- Human effort required for teleoperation was substantially reduced across all tested scenarios with SRPT.
- SRPT effectively handled challenging conditions including low adhesion, lateral wind, tight corners, and obstacle avoidance.
Conclusions:
- The SRPT approach offers a superior method for vehicle teleoperation, enhancing control accuracy and reducing operator workload.
- Transmitting reference poses is more robust to delays and disturbances than transmitting steering commands.
- SRPT represents a significant advancement for reliable and efficient remote operation of autonomous vehicles.
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