BREAKOUT SESSION: Impact of Connected and Automated Vehicles on Traffic Management Systems and Operational Strategies Dan Lukasik, P.E Vice President, Parsons
July, 22, 2015
Overview
Current advanced TMC and ITS concepts that can take advantage of connected and automated vehicle data. Topic include: Integrated Corridor Management (ICM) Active Traffic Management (ATM) Decision Support Systems (DSS)
How advanced on-line strategies transportation management strategies can be better served by CV/AV technology and data Enhancements that can be made to such systems using this data (big data)
Goals: Identify research needs and implementation issues related to the impact of connected and automated vehicles on ATM, ICM and other TM Strategies Help with input for a new chapter to be added to the TRB Freeway Operations Research Circular
2
ICM Maximizing Modal Investments
1 Main Lanes 2 Express Lanes DAR 3 4 BRT Stations 5 Arterial Network
ICM is about management of a corridor. Management implies more than monitoring. Management implies planning for, and responding to, what is happening across all networks. 3
System Design System Services
TransCAD
TransModeller Off-Line Modeling A-Priori Response Plans Learning/ Feedback
PeMS aPeMS tPeMS
Enhancements to serve as the corridor performance management element of DSS 4
Aimsun Online (Real-Time Simulation and Predictive Analysis)
IMTMS
Delcan/TSS Delcan
Interfacing Systems (Context Diagram)
Background Traffic Assignment
iNet (User Interface, Response Plans)
IMTMS Servers/Communications
ICMS Data Stores (includes Library of apriori plans)
Decision Support System
511
AIS
SANDAG
DSS “Solution Cluster” Lifecycle
Monitor
Predict
Performance Person Based Delay
Control
Response Posture
Evaluate
Recurring/Non-Recurring Freeway/Arterial/Transit
Propose
Jurisdiction/Mode Normal/Failure
Automatic Requested
…repeat
5
DSS “Solution Clusters” Data Integration / Fusion Engine
Business Rules Engine
Corridor Visualization
Real-Time Network Prediction Algorithm
Response Plan Evaluation Engine
Performance Data Warehouse
Automation Workflow Engine
Expert System
Decision Support
6
Online Microsimulation Real time raw detection data
Historical O/D matrix data base
Historical traffic pattern data base
Detection data filtering and processing
Filtered detection pattern
O/D Matcher Pattern recognition module
Quality Indicators
Quality Manager module
Selected O/D matrix
• Rules-Based DSS Aimsun Micro/Meso
Forecast traffic data
Best strategy selection
Parallel Simulations
7
Real time event detection
• Available Assets • Current and predicted traffic conditions
Aimsun Online
Real time control plan data
What is the best strategy to respond based on:
Traffic management strategies
Traffic Management Operations
• On-line Micro simulation Analysis
I-80 ICM (SF Bay Area)
20 Miles
300,000 vehicles per day
20,000 vehicle-hours of delay/day
LOS C to F
Highly Variable speeds
> 2,000 incidents annually
8
Deploy ATM and ICM strategies that will: Create a Well Balance System Maintain Optimal Operational Viability Proactively Avoid Flow Breakdown Detect and Respond to Congestion Events Faster Improve Safety Manage Congested Flow When it Does Occur Promote Transit Ridership and Mode Shifts Clear Local Arterials from Diversion
Active Traffic Management
I-80 ATM Strategies Dynamic Lane Management
Active Rerouting (Trailblazers)
Variable Speed Advisory Signs
Real-time Signal Adjustments (flushing)
Adaptive Ramp Metering
9
Other ICM Strategies
I-80 ICM Strategies
Transit Signal Priority
511 Information Dissemination
Mode/Route Shift Choice Advisories
Expanded Traffic Signal Coordination
10
I-80 ICM Project Architecture
11
Where can CV-AV Help? (1)
Improved Dynamic Routing Learning which vehicles re-route and to where? Enable multiple alternate re-routing Enable routing without signage Transit routing Research: How can AV-CV enhance passive and dynamic routing for ICM Applications and to what extent?
Missing Data/Unreliable Communications Key issue: bad detectors, bad sensors, not enough Detection, unreliable C2F Communications Cannot effectively perform Adaptive ramp metering, signal control, variable speed limits calculations, travel time estimates Research: At what point can CV-AV data effectively replace traditional detection technologies? Research: Can CV Communication help with C2F communication reliability issues? 12
Where can CV-AV Help? (2)
Improved Prediction and Modeling Used to evaluate response plans Used to determine congestion events and event queue lengths Research: How can CV data improve on-line prediction, on line microsimulation and how it is used?
Percent Reduction in Person Delay
13
Where can CV-AV Help? (3)
Algorithm Improvements
Variable Speed Limits/Advisory Signs Adaptive Ramp metering Response Plan/DSS logic Automatic incident and congestion detection
Research: What is the most effective way to marry infrastructure-based ATM/ICM responses with mobile-based ones. Research: What adjustments can and should be made to the ICM and ATM system algorithms using CV-AV Systems and data? Research: How quickly and accurately can incident detection, incident details and queue lengths be determined using CV-AV data? Research: What type of penetration is needed to improve these algorithms?
14
Where can CV-AV Help? (4)
Computing Power Prediction and online simulation are very CPU and memory intensive Can slow response times to have more effective decisions in realtime Research: What type of computing power is needed to crunch the large volume of additional CV-AV data that can improve ICM and ATM systems? Research: What type of data tools, mining and marshalling is required? Research: What are the performance guidelines for real-time applications that use AV-CV data, e.g. how quickly must real-time data be processed? Research: Where should this big data processing take place?
15
Where can CV-AV Help? (5)
Cybersecurity ICM requires connection with many agency systems, Web-based applications/technologies are being deployed CV-AV will extends communication to/from vehicles
Research: What are the addition cybersecurity concerns, risks and mitigations with using CV-AV for ICM and ATM applications?
Other needs What changes are needed in operations process, procedures, skill levels and institutional policy
16
Thank You Dan Lukasik, P.E. Vice President Parsons
[email protected] 714-562-5725