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Published on: March 2, 2015
Robotic reactions: delay-induced patterns in autonomous vehicle systems.
Gábor Orosz1, Jeff Moehlis, Francesco Bullo
1Department of Mechanical Engineering, University of California, Santa Barbara, California 93106, USA.
Summary
Autonomous cruise control systems can develop oscillations due to reaction time delays. Design principles reveal tradeoffs between time delay and control gains for safer vehicle systems.
Area of Science:
- Automotive Engineering
- Control Systems Theory
- Robotics
Background:
- Autonomous cruise control (ACC) systems are increasingly integrated into vehicles.
- Understanding the dynamic behavior of ACC systems is crucial for safety and performance.
- Previous research has explored ACC dynamics, but the impact of reaction time delays requires further analysis.
Purpose of the Study:
- To present fundamental design principles for vehicle systems controlled by autonomous cruise control devices.
- To analyze the influence of time delays and control gains on system stability.
- To identify potential sources of oscillations in car-following models.
Main Methods:
- Analysis of delay differential equations governing vehicle systems.
- Investigation of car-following models, including the optimal velocity model.
- Application of numerical continuation and numerical simulation techniques.
Main Results:
- Short-wavelength oscillations can emerge in car-following models due to robotic reaction times.
- A direct tradeoff exists between the time delay in the system and the control gains.
- Analytical findings were validated using the optimal velocity model.
Conclusions:
- Fundamental design principles for ACC systems must account for time delays.
- Minimizing oscillations requires careful balancing of time delay and control gain parameters.
- The study provides insights into the stability of autonomous vehicle systems.
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