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On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University of California Davis, CA 95616 Distinguished Professor School of Transportation Engineering Tongji University Shanghai, China The Sixth International Conference on Nonlinear Mechanics August 12-15, 2013, Shanghai, China

On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

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Page 1: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

On The Generation Mechanisms of Stop-Start Waves in Traffic Flow

H. Michael Zhang, ProfessorDepartment of Civil and Environmental Engineering

University of CaliforniaDavis, CA 95616

Distinguished ProfessorSchool of Transportation Engineering

Tongji University Shanghai, China

The Sixth International Conference on Nonlinear MechanicsAugust 12-15, 2013, Shanghai, China

Page 2: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Outline of Presentation

•Features of congested traffic•Conventional wisdom about stop-start waves•An alternative explanation of stop-start waves•Discussions and conclusion

Page 3: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Traffic congestion is everywhere

from Los Angeles

Page 4: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

to Beijing

Page 5: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Features of congested traffic

• Phase transitions

• Nonlinear waves

• Stop-and-Go Waves (periodic motion)

Page 6: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Phase transitions

Page 7: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Nonlinear waves

Vehicle platoon traveling throughtwo shock waves

flow-density phase plot

Page 8: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Stop-and-Go Waves (Oscillations)

Scatter in the phase diagram is closely related to stop-and-go wave motion

Page 9: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Conventional Wisdom

• Phase transitions: nonlinearity and randomness in driving behavior

• Nonlinear waves: nonlinear, anisotropic driving behavior

• Stop-and-Go waves: stochasticity +– H1: instability in CF (ODE) or Flow (PDE)– H2: Lane change

Page 10: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Models and Evidences• Microscopic

– Modified Pipes’ model – Newell’ Model– Bando’ model

• Macroscopic continuum – LWR model– Payne-Whitham model– Aw-Rascle, Zhang

model

min , /n f nx v s t l

( ) 1 exp ( ) /n f n fx t v s t l v

*( ) , 1/n n nx t a u s x t a

* 0t xq

0,t xv 2

*0t xx

v vcv vv

* * * *1/ , , ,s u s v q v q v

0,t xv *

t x

v vv v c v

'*c v

Page 11: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Illustration: cluster solutions in the Bando model with a non-concave FD

L=6,000 m, l=6m, T=600s, dt=0.1s, j=167 veh/km, N=300 veh, average gap=14 m, Avg. occ is 0.3 .Vehicles randomly placed on circular road with 0 speed

Page 12: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Evidence I: cluster solutions in the Bando model with a non-concave FD

Page 13: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Evidence II: cluster solutions in PW model with a non-concave FD

L=22.4km, T=0.7 hr=5s,

From Kerner 1998

Page 14: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University
Page 15: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Evidence II: cluster solutions in PW model with a non-concave FD

location

Time=500

Page 16: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Difficulties with CF/Flow Models

• Due to instability, cluster solutions are sensitive to initial conditions and the resolution of the difference scheme

• Wave magnitudes and periods are hard to predict and often not in the same order of magnitudes with observed values

Page 17: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

An Alternative Explanation

• Main cause: lane changing at merge bottlenecks

• Mechanism: “route” and lane-change location choice produces interacting waves

• Model: network LWR model

Page 18: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

The Model

, 1 1 1( ) min{ ( ), , [ ( )]}, 1, , fi i i a i i ay t x t C N x t i

( ) ( ) ( ) ( )( ) (1 )min{ ( ), , }, ( ) min{ ( ), , }

1 1t st s t s

u u

S t S t S t S tf t r D t f t r D t

r r r r

( ) mid{ ( ), ( ) ( ), (1 ) ( )}t t d s df t D t S t D t p S t

( ) mid{ ( ), ( ) ( ), ( )}s s d t df t D t S t D t pS t

Link flow

Diverge flow

Merge flow

Page 19: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

The Mechanism

Page 20: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Numerical Results

Page 21: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Discussions• Solutions can be obtained analytically if FD is

triangular• Wave periods are controlled by free-flow speed,

jam wave speed, and distance between diverge and merge “points”

• Only under sufficiently high demands stop-start waves occur

• Stop-start waves travel at the speed of jam wave• Stop-start waves do not grow in magnitude

Page 22: On The Generation Mechanisms of Stop-Start Waves in Traffic Flow H. Michael Zhang, Professor Department of Civil and Environmental Engineering University

Conclusions

• Stop-start waves can arise from ‘routing’ and lane change choices

• A network LWR model can produce stop-start waves with right periods and magnitudes

• But waves do not grow, need to introduce instability/stochastic elements