Notes
Slide Show
Outline
1
 
2
Presentation Outline
  • Purpose of traffic analysis tools
  • FHWA’s traffic analysis & modeling projects related to WRTM
    • Microscopic Analysis of Adverse Weather on Driver Behavior
    • Traffic Estimation and Prediction Systems (TrEPS) Models
3
ROLE OF TRAFFIC ANALYSIS & MODELING TOOLS
4
"Operate & manage existing roadway..."
  • Operate & manage existing roadway capacity
  • Improve decision-making process
  • Project potential traffic of the future
  • Evaluate & prioritize planning/operational alternatives
  • Improve design and evaluation time & costs
  • Present/market strategies to the public and stakeholders


5
Types of Simulation Models
  • Macroscopic Simulation Models – based on deterministic relationships of the flow, speed, and density of the traffic stream; simulation takes place on a section-by-section basis
  • Mesoscopic Simulation Models – unit of traffic flow is the individual vehicle, assign vehicle types and driver behavior, as well as their relationships with roadway characteristics; vehicle movements are governed by the average speed on the travel link
  • Microscopic Simulation Models – simulate movement of individual vehicles based on car-following and lane-changing theories; vehicles enter a network using statistical distribution of arrivals and are tracked through the network
6
FHWA’S WRTM PROJECT – MICROSCOPIC ANALYSIS OF ADVERSE WEATHER ON DRIVER BEHAVIOR
7
"Study Team"
  • Study Team: Cambridge Systematics and Virginia Tech
  • This study analyzed the impacts of adverse weather (e.g., rain & snow) on microscopic traffic behavior – individual driver responses to weather conditions that included changing lanes, making left turns across traffic at an intersection, and adjusting the distance behind a lead vehicle
8
Project Objectives
  • Study to better understand driver behavior during inclement weather and develop models to incorporate in existing micro-simulation tools in the following:
    • Car-following – characterize the behavior of a following vehicle (n) that follows a lead vehicle (n-1)
    • Gap acceptance – vehicles making left turns through an opposing through movement at a signalized intersection
    • Lane changing – ‘necessary lane change’ is made to follow the desired route & ‘free lane change’ is made to increase the vehicle’s speed


9
Car-Following Models from Micro-Simulation Software
  • Pitt model (CORSIM)
  • Wiedemann74 & 99 models (VISSIM)
  • Gipps’ model (AIMSUN)
  • Fritzsche’s model (Paramics)
  • Van Aerde model (INTEGRATION)
10
"Signalized intersection of Depot and..."
  • Signalized intersection of Depot and Franklin St., Christiansburg, Virginia
  • Three phasing system; consists of 4 approaches intersect at approximately 90 degree
  • The gap acceptance dataset used in the study included 11,114 observations (1,176 accepted gaps & 9,938 rejected gaps) for a permissive left turn maneuver at a signalized intersection gathered over a 6-month period
11
 
12
 
13
"Logistic regression models reveal that..."
  • Logistic regression models reveal that drivers are more conservative during poor weather conditions – increase in the accepted gap size
  • Gap acceptance increases when the road is covered with snow compared to wet road surface
  • However, drivers became more aggressive as they wait longer for a gap
14
FHWA’s WRTM Project – TRAFFIC ESTIMATION  & PREDICTION SYSTEMS MODELS
15
"Study Team"
  • Study Team: SAIC, Northwestern University, and University of Virginia
  • In previous phase of this work:
    • A methodology for incorporating weather impacts in Traffic Estimation & Prediction Systems (TrEPS) models is developed
    • Addressed both supply & demand aspects of the traffic response to adverse weather, including user responses to various weather-specific interventions
    • Methodology was incorporated and tested in connection with the DYNASMART–P simulation‐based DTA system, thereby providing a tool for modeling the effect of adverse weather on traffic
16
Project Objectives
  • Current phase of this research:
    • Further calibrate and validate the methodological development made in the previous project to advance the state of practice of WRTM
    • Implement & evaluate WRTM strategies using TrEPS models in four locations
      • Weather-sensitive on-line TrEPS  will be a catalyst for the advancement of effective WRTM strategies
      • Allows TMC to test and evaluate various site-specific traffic control/advisory plans
      • Includes DYNASMART-P (off-line) fully calibrated to local traffic and weather conditions and seamlessly extending its functionalities to DYNASMART-X (on-line) for the real-time operations
17
Potential WRTM Strategies
  • Display weather information or warning on VMS (Advisory VMS)
  • Display road closure information on VMS such as snowplowing operations, flooded area, … (Mandatory VMS)
  • Adjust speed limits in response to prevailing weather conditions (Speed Management)
  • Modify signal timing plans to improve traffic conditions under inclement weather (Signal Control)
  • Modify ramp metering timing plans in response to prevailing weather conditions (Ramp Metering)
  • Use demand management scheme to reduce the overall volume under adverse weather conditions such as restriction on single occupancy vehicle (Demand Management)
18
Network for TrEPS – Chicago
  • Network Description
  • 40443 links
    • 144 links are toll roads
    • 1400 freeways
    • 201 highways
    • 2120 ramps
    • 36722 arterials
  • 13,093 nodes
    • 2,093 signalized intersections
  • 1961 zones
    • 1,944 internal
    • 17 external
  • Demand period
    • 5 - 10 AM
    • 355 links with observations used in calibration

19
Network for TrEPS – Salt Lake City
  • Network Description
  • 14,046 links
    • 1,893 freeways
    • 872 ramps
    • 11,281 arterials
  • 8,707 nodes
  • 1,500 zones
  • Demand period
    • 6 – 9 AM
    • 12 links with observations are used in calibration

20
Network for TrEPS – Long Island
  • Network Description
  • 21,791 links
    • 1,588 freeways
    • 14 links with tolls
    • 31 highways
    • 170 HOV facilities
    • 2,059 ramps
    • 17,943 arterials

21
Contact Information
22
Discussion Questions
  • What WRTM strategies are being deployed in your state?
  • Do you use any analytical tool(s) to develop and select WRTM strategies?
  • Have you utilize any WRTM resources generated by FHWA and its partners?