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Performance Guarantees for Collision Avoidance Eric Rossetter Group Talk 5/17/02.

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Presentation on theme: "Performance Guarantees for Collision Avoidance Eric Rossetter Group Talk 5/17/02."— Presentation transcript:

1 Performance Guarantees for Collision Avoidance Eric Rossetter Group Talk 5/17/02

2 Outline Motivation Recap of linear results Lyapunov function for linear system Simulation results Conclusions/Future Work

3 Motivation and Goals Potential field framework for collision avoidance How do we guarantee collision avoidance?

4 Potential Field Summary Incorporate collision avoidance into driver assistance systems Control forces are derived from potential functions Vehicle handling characteristics are not changed

5

6 Bounding Lateral Motion Given initial vehicle states how far will it move laterally Lyapunov Approach: –Create and energy like function of the states –Show that the derivative of this function is negative semi-definite

7 Hurdles in Finding Lyap. Functions Lateral motion is non-linear Total Energy is not a good bound for lateral motion The sum of kinetic and ‘artificial’ potential energy in the lateral and yaw directions is not a Lyap. Function We know that one exists from the linear analysis!

8 Linear System F

9 Linear Stability Results 1.Control force must be applied in front of Neutral Steer Point 2.Control Force must come from a projection into the potential function

10 Candidate Lyapunov Function In order to be a Lyapunov function it must be positive definite The condition on the last term is: Potential Energy Kinetic Energy Other Stuff

11 Lyapunov Function Derivative where,

12 Lyapunov Function Derivative Given a quadratic potential function If we choose the lookahead distance to be Using Sylvester’s Criterion

13 Non-linear Lyapunov Function Bounds the non-linear system Given knowledge of the states a potential function gain can be chosen to avoid a lateral obstacle

14 Simulation Potential Function Gain Chosen to Avoid Obstacle 0.75m away with initial conditions: V=40 m/s  Degrees

15 Conclusions/Future Work The presented Lyapunov function bounds the lateral motion of a vehicle Guarantees collision avoidance with fixed lateral obstacles Inclusion of road curvature and external disturbances


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