Title: Datta Godbole
1Safety and Capacity Analysis of Automated Highway
Systems
- Datta Godbole
- California PATH,
- University of California, Berkeley
- November 5, 1998
2Emergency 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
3Emergency 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)
4Emergency 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
5Emergency 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
6Emergency 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
7Emergency 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)
8Emergency 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)
9Braking Capability Distribution(Bret Michael _at_
PATH)
Dry Pavement (LDPV)
Wet Pavement(LDPV)
10Emergency 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
11Emergency DecelerationSimulation Results
12Emergency DecelerationCollision Statistics
13Relationship 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
14Pipeline 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
15Summary 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
16Emergency 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)
17Platoon 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
18Platoon 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
19Summary 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.
20Reports 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