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1 st Symposium on “Management of Future Freeways and Urban Traffic Systems” Alex Skabardonis UC Berkeley Chania, Greece June 2, 2016 Control of Freeway Corridors: Control of Freeway Corridors: Objectives, Performance Measures, Strategies Objectives, Performance Measures, Strategies

Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

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Page 1: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

1st Symposium on “Management of Future Freeways and Urban Traffic Systems”

Alex SkabardonisUC Berkeley

Chania, GreeceJune 2, 2016

Control of Freeway Corridors: Control of Freeway Corridors: Objectives, Performance Measures, StrategiesObjectives, Performance Measures, Strategies

Page 2: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Freeway Corridor managementBackground/Problem StatementNational Programs: ICM

Signalized Intersections: Performance Measurement

Freeway-Arterial Coordination

Looking Ahead

Outline

Page 3: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Background: Corridor Management

Cooperative management of freeways and adjacent arterial networks

Los Angeles, Smart Corridor 1988

Page 4: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Corridor Traffic Management & Information Vision

Background: Corridor Management

Page 5: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

5

USDOT ICM Program (1)

Multimodal operations Complex modeling approaches Operational procedures/plans Institutional constraints Decision support systems Limited field evaluation Research Gaps Data analytics Control Algorithms

Page 6: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

USDOT ICM Program (2)

US-75 ICM Corridor, Dallas, TX

Page 7: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

 

I-15 ICM Corridor, San Diego, CA

ManagedLanes

DirectAccess Ramps

Access Road

BRTStation

Parkand-Ride

USDOT ICM Program (3)

Page 8: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

CA CC I-210: Decision Support

PredictionPredictionPredictionPrediction

Heterogeneous data

Historical data

Strategy bank

Measured ρ,v,f

all

Incidents, CHP, etc.

Historical data

Currentρ,v,f state

Demand management

strategy

Supply management

strategy

Predicted OD and routes

Predicted performanceData scopes

KnowledgeKnowledgeKnowledgeKnowledgeActuationActuationActuationActuationDataDataDataData

InterfaceInterfaceInterfaceInterface

Page 9: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Time (cycle)

Fixed‐Time Plans Time of Day (TOD) No Detection May be actuated 

Fixed time plans Traffic responsive plan selection System detection  

Traffic responsive control  On‐line timing development  Approach & system detection

Adaptive control  Measure & predict arrivals per cycle Extensive detection

A

B

C

D

Urban Arterials/Networks: Traffic Flow Variability vs. Control

Page 10: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Most signal systems fixed-time control• Limited data• Out-dated timing plans

Adaptive systems High cost Complex to understand and operate

Arterial Networks: Traffic Control

Source: Alek Stevanovic, NCHRP Synthesis 403

Page 11: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Improving Signal Timing Plans - Performance derived signal settings - Robust timing plans

Approach: Use of HR data*

Performance measures for operators and travelers - Use of existing infrastructure- No interference with controller operation

*Work with P. Varaiya & Sensys Networks“Management of Urban Traffic with H-R Data” IEEE ITSC 2014

On-Going/Future Work - Traffic volume prediction - Safety (red light running)- Multimodal (pedestrians, bicycles)

Page 12: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Data Collection System

Page 13: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Selected Test Site: Beaufort, SC

Leg 1

Leg 2

Leg 3

Leg 4

Page 14: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Traffic Volume Patterns

Page 15: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Signal Phase Operations

Wasted green time: time phase is active with no vehicle present and conflicting phase callVehicle arrivals: % arrivals on green

Page 16: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Performance: Average Delay (sec/veh) HCM Level of Service (LOS)

Through movement, Leg 1 Through movement, Leg 2

Left turn movement, Leg 1 Right turn movement, Leg 2

Page 17: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Performance: V/c and LOS

(V/C): (v*C/g*s) S: sat flow (max discharge rate)LOS: Level of Service per HCM

Page 18: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

HR Data and Timing Plan Development

Traditional ApproachLocal adjustments based on spot observations (complaints)

Apply signal optimization software to develop timing plan(s)

Field implementation-fine tuning. Before and after studies (limited)

Field data collection of turning movement counts (one day)

Availability of HR DataAssess existing intersection operations

• Progression (% arrival on green)• Capacity (V/c ratio)• Delay

Develop and Implement Improved Settings

Evaluate performance Aproach/intersection/system

Over time

Page 19: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Improving Signal Timing Plans• Volume clustering – best set of volumes for the 

three timing plans available• New timing plans reduce intersection signal delay by 

10% on average*

6am 7am 8am 9am 10am11am12pm 1pm 2pm 3pm 4pm 5pm 6pm0

5

10

15

20

25

30

35

40

time

inte

rsec

tio

n s

ign

al d

elay

Current timing planNew timing plan

Page 20: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Improving Signal Timing Plans - Performance derived signal settings - Robust timing plans

Summary: Use of HR data

Performance measures for operators and travelers - Use of existing infrastructure- No interference with controller operation

On-Going/Future Work - Traffic volume prediction - Safety (red light running)- Multimodal (pedestrians, bicycles)

Page 21: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

II. Freeway – Arterial Coordination

Important element of corridor management

Existing coordination guidelines mostly address institutional issues (example: FHWA Handbook)

Most approaches consist of scenarios with “flush” signal timing plans on arterials in case of freeway incidents

Lack of Methodologies for Freeway-Arterial Interactions

Spillbacks to- from ramps

Page 22: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Excessive delays to on-ramp vehiclesSpillback to local streets Queue override –diminishes ramp metering benefits

On Ramp QueuesFreeway Mainline

Freeway Ramp Metering: Impacts

Page 23: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

5.5 6 6.5 7 7.5 8 8.5 9 9.5 10 10.5 110

200

400

600

Time (Hour)

Que

ue L

engt

h (m

)

Queue Override

5.5 6 6.5 7 7.5 8 8.5 9 9.5 10 10.5 110

200

400

600

Time (Hour)

Que

ue L

engt

h (m

)

Queue Override

5.5 6 6.5 7 7.5 8 8.5 9 9.5 10 10.5 110

200

400

600

Que

ue L

engt

h (m

)

Queue Estimation and Control

5.5 6 6.5 7 7.5 8 8.5 9 9.5 10 10.5 110

200

400

600

Que

ue L

engt

h (m

)

Queue Estimation and Control

Queue Override failed to limit the

queue within the limits

large variation in queue length

On-Ramp Queue Control Regulator Queue Override

Queue Estimation & Control

Page 24: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Application: Los Angeles I-210W

Existing

Improvements: 6% Travel Time/ 16% Delay Reduction

Proposed

“Design, Field Implementation and Evaluation of Adaptive Ramp Metering Strategies,”PATH Research Report UCB-2005-2“Analysis of Queue Estimation Methods Using Wireless Magnetic Sensors, “ TRR 2229, 2011

Page 25: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Proposed on-Ramp Access Control (1)

Determine the signal settings to avoid queue spillover from ramp metering and result in queue override

Constraints Serve the traffic demand on arterial phases Arterial link storage (arterial spillback)Minimum phase green times

Page 26: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Minimize the ratio of actual and desired green times per signal phase

Proposed on-Ramp Access Control (2)

Desired green time: minimum green time to serve the traffic demand

Page 27: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

• Minimum green time constraint: ,

• Cycle length constraint: ∑• On-ramp storage constraint: , ·

Freeway

Arte

rial

Phases for on-ramp

access

Total flow onto freeway on‐ramp

Available on-ramp storage space

Constraints

Proposed on-Ramp Access Control (3)

Page 28: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

, · ,

Offset Lost time

Existing queue

,

Available queue storage space

Flow into downstream link

Downstream queue length

Link length

Available queue storage space

Constraint: Arterial link storage

Proposed on-Ramp Access Control (4)

Page 29: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Application: Test Site

Test Site: I-680, San Jose CA

• AIMSUN Microscopic Simulator

Page 30: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

-10

-5

0

5

10

15

20

FWY DELAY FWY VMT ARTERIAL DELAY ARTERIAL DELAY

SYSTEM /MOE

% C

HA

NG

E

Application: Findings

Page 31: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Looking Ahead: Connected Vehicles“Here I am”V2V and V2I

V2I Example: SPaT messageApplication: Dynamic Speed Advisory (source: UC & BMW)

Page 32: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Field Test Results*

Uninformed Informed Uninformed InformedDriver Driver Driver Driver

&APIV &APIV

Fuel (L/100KM) 10.23 8.84 8.28 7.33

Improvement Base Scenario -13.60% -19.10% -28.40%

*https://www.fhwa.dot.gov/multimedia/research/advancedresearch/index.cfm

Uninformed Driver (Baseline Scenario): no speed recommendation

Informed Driver: follow speed recommendation

Individual Vehicle Priority & Uninformed Driver: no speed recommendation. Intersection adapts timing with individual vehicle priority

Individual Vehicle Priority & Informed Driver: follow speed recommendation. Intersection adapts timing with individual vehicle priority

“ Advanced Signal Control Strategies,” PATH Research Report UCB-2013-3

Page 33: Control of Freeway Corridors: Objectives, Performance ... · PATH Research Report UCB-2005-2 ... Microsoft PowerPoint - CRETE_AS.ppt Author: dromeas Created Date: 7/10/2016 4:18:15

Looking Ahead: Beyond Connected Veh

Automation

Connected VehATM