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Datta Godbole

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Title: Datta Godbole


1
Safety and Capacity Analysis of Automated Highway
Systems
  • Datta Godbole
  • California PATH,
  • University of California, Berkeley
  • November 5, 1998

2
Emergency Operation of Platoons Collisions,
Emergency Deceleration Platoon Lane Change(MOU
319)
  • Research Focus
  • Detailed design and analysis of regulation and
    coordination level controllers for emergency
    platoon operation
  • obstacle avoidance is used as an illustrative
    example.
  • Background
  • Under normal operations, a platooning system can
    be designed to completely exclude possibility of
    collisions
  • perfect lateral control
  • Swaroop-Hedrick, Varaiya et. al.,
    Lygeros-Godbole-Sastry
  • Under degraded conditions, intra-platoon
    collisions may be inevitable and may limit system
    performance
  • Hitchcock, Godbole-Lygeros

3
Emergency Platoon Operation
  • Tasks
  • Investigate the effect of coordinated and
    uncoordinated emergency braking on platoon safety
  • Design emergency platoon maneuvers to maximize
    safety
  • emergency deceleration platoon lane change
  • Analyze the effect of different control
    operating strategies on system capacity
  • Investigators Projects
  • Profs. Sastry, Lynch (MIT) Swaroop (Texas AM)
  • Drs. Lygeros Godbole (MOUs 319, 238-310)
  • Jianghai Hu, Jun Zhang (UCB), S. M. Yoon (Texas
    AM), Carl Livadas (MIT)
  • Veit Hagenmeyer, Dr. Raja Sengupta (NAHSC Task
    C3, B5)

4
Emergency Deceleration Modeling
  • Scenario
  • First vehicle decelerates as hard as possible
  • Safety
  • Collisions (if any) at low relative velocity
  • Assumptions
  • All following vehicles respond by braking only
  • Vehicle longitudinal dynamics
  • point-mass model with delays and first order lags
  • collisions modeled by conservation of
  • momentum and coefficient of restitution

5
Emergency DecelerationProblem Formulation
  • Analysis Problem
  • Given a deceleration strategy for a vehicle
    string, establish conditions on parameters such
    that system is safe
  • Synthesis Problem
  • Given system parameters, design a safety
    maximizing controller.
  • Parameters
  • Acceleration capabilities, operating speed,
    control system delays, coefficients of
    restitution, vehicle masses

6
Emergency Deceleration
  • Analysis of a default deceleration strategy for
    platooning
  • Each vehicle decelerates as hard as it can
    immediately after realizing emergency situation
  • Necessary and sufficient conditions on parameter
    variations
  • Probabilistic analysis with parameter variations
    matching current vehicle-highway system
  • Question How does coordinated braking compare
    with this strategy

7
Emergency Deceleration and Coordinated Braking
  • string stability is achieved
  • using coordinated braking
  • at the cost of braking amplification
  • in platoon follower controller
  • We are currently working on analyzing effect of
  • emergency deceleration of the platoon leader
  • using SMARTAHS (Texas AM)

8
Emergency Deceleration Theoretical Analysis
(Lygeros, Lynch _at_ MIT)
  • Formalism
  • Each vehicle is modeled as an I-O Hybrid
    automaton with
  • continuous variables Dxi, vi, ai
  • discrete actions collision, touching, separate
  • Derive conditions for safety (all collision
    speeds lt vA) using deductive verification methods
  • Results (vA3 m/s, no delays, near-equal masses)
  • e variation in braking capability
  • Sufficient condition e lt 1.08 m/s2 (0.9) at v0
    25m/s (30)
  • Necessary condition (v025 m/s, elastic
    collisions)

9
Braking Capability Distribution(Bret Michael _at_
PATH)
Dry Pavement (LDPV)
Wet Pavement(LDPV)
10
Emergency Deceleration Probabilistic Analysis
(Godbole, Lygeros _at_ UCB)
  • Given
  • probability distribution of braking capabilities
    of vehicles
  • communication actuation delays,
  • initial speeds and spacings
  • coefficient of restitution as a function of
    impact speed
  • calculate collision statistics
  • frequency and severity of collisions
  • Parameter sensitivity
  • safety increases with
  • decreasing elasticity, decreasing intra-platoon
    spacing, narrower braking distribution
  • safety insensitive to
  • operating speeds, communication delays and
  • communication architectures

11
Emergency DecelerationSimulation Results
12
Emergency DecelerationCollision Statistics
13
Relationship Between Safety and Capacity
Accel to Merge
  • What should be the baseline minimum safety?
  • Number of crashes per hazard, hard braking, ... ?
  • Approach
  • Eliminate propagation of collisions from one
    platoon to another using appropriate
    inter-platoon spacing
  • only collisions in the system are intra-platoon
    collisions
  • Additional parameters
  • inter-platoon communication (continuous or
    emergency)
  • Real-time knowledge of braking capability

i1
i2
i
Obstacle
14
Pipeline Capacity
  • N Platoon size
  • braking capability known
  • within 0.5 m/s/s
  • Loss of capacity due to
  • platoon join split
  • not considered
  • spacing designed for
  • no inter-platoon collisions
  • in worst-case

15
Summary of Emergency Deceleration
  • Question To Platoon or Not to Platoon?
  • Ans No
  • with current state of the technology current
    vehicle fleet
  • Ans Yes
  • with narrower braking distribution (entry
    control), inelastic bumper designs real-time
    braking capability estimation
  • Issues for further investigation
  • braking capability estimation
  • elimination of merging by accelerating (merging
    by lane changing?) to improve safety
  • elimination of splitting before lane changing for
    improving capacity
  • infrastructure assisted merge/entry to improve
    traffic flow
  • design of optimal emergency platoon controller

16
Emergency Lane Change1 vehicle platoons
  • Lane change Maneuver involves
  • Gap selection/creation, Alignment, Lateral
    move-over
  • Safe Lane Change
  • Vehicle pairs (1,2), (3,1) satisfy safe vehicle
    following requirements from the beginning of
    lateral motion.
  • Safe efficient control coordination design
  • Hagenmeyer,Godbole,Sengupta,Swaroop (CDC97,CDC98)

17
Platoon Lane Change(Swaroop Yoon _at_ Texas AM)
  • Lateral control is facilitated by obtaining
  • absolute position of vehicle w.r.t. specified
    trajectory
  • preview information of the trajectory
  • improved ride comfort and tracking performance
  • Lane changing task
  • trajectory is designed in real time gt absolute
    deviation from the trajectory is difficult to
    sense for the followers
  • Problem Statement
  • Consider 2 vehicle platoon.
  • Design a controller for the follower to track the
    trajectory traced by the leader while maintaining
    desired distance from the leader

18
Platoon Lane Change(Work in Progress)
  • Control Design
  • Information used by the control law
  • range, range rate, relative yaw angle
  • lateral, longitudinal, yaw velocity
    acceleration of follower
  • lateral, longitudinal, yaw velocity
    acceleration of leader
  • instantaneous curvature of the trajectory traced
    by leader
  • Assumption
  • both vehicles traverse same curvature at any
    given time
  • Solution Methodology
  • consider the motion of 3 rigid links in a
    horizontal plane such that the center of mass of
    1st 3rd link are always on the same circular
    arc
  • Status
  • controller developed for 2 vehicle platoon

19
Summary Future Work(MOU 319)
  • Analyzed inter-vehicle collisions in a vehicle
    string due to emergency deceleration
  • necessary sufficient conditions for safe
    platooning
  • parameter sensitivity analysis
  • Developed a combined safety and capacity analysis
  • Current work
  • Platoon lane change and lateral string stability
  • Optimal control law for platoon emergency
    deceleration
  • Probabilistic analysis of collision propagation
    in a string of platoons.

20
Reports Publications(MOU 319)
  • John Lygeros Nancy Lynch, Strings of vehicles
    Modeling and Control, In Hybrid Systems
    Computation and Control, LNCS No. 1386, pp.
    273-288, Springer 1998
  • Datta N. Godbole John Lygeros, Safety and
    Capacity analysis of Automated Highway Systems,
    Accepted to appear in Transportation Research -
    Part C
  • D. Swaroop S. M. Yoon, The Design of a
    Controller for a following vehicle in an
    Emergency Lane Change Maneuver, Preprint, Texas
    AM University
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