utilizing big data in the transportation planning process
play

Utilizing BIG DATA in the Transportation Planning Process Georgia - PowerPoint PPT Presentation

Utilizing BIG DATA in the Transportation Planning Process Georgia Planning Association Fall Conference Jekyll Island, Georgia September 5, 2018 Introduction Presenting Today Utilizing BIG DATA in the Transportation Planning Process 2


  1. Utilizing BIG DATA in the Transportation Planning Process Georgia Planning Association – Fall Conference Jekyll Island, Georgia September 5, 2018

  2. Introduction » Presenting Today Utilizing BIG DATA in the Transportation Planning Process 2 Q&A INTRODUCTION BIG DATA OVERVIEW VEHICULAR PLANNING TRANSIT PLANNING OTHER APPLICATIONS

  3. Session Agenda » Introduction » BIG DATA Overview » O&D Applications – Vehicular / Auto – Transit – Others » Other BIG Data Types » Q&A Utilizing BIG DATA in the Transportation Planning Process 3

  4. BIG DATA in Transportation Overview So….E .Exp xpert rts Utilizing BIG DATA in the Transportation Planning Process 4 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  5. BIG DATA in Transportation » Technology Changes = Opportunities » Many Applications in Transportation Planning » Volume of Data is Not Critical, but HOW IT USED is! Utilizing BIG DATA in the Transportation Planning Process 5 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  6. BIG DATA Transportation Context » Origin and Destination (O&D) Pla lanning nning – Locations – Traveler / Trip Information » Travel Performance – Travel Time, Speed & Reliability Operatio ions ns » Transportation Systems Management and Operations (TSMO) – Coordinated Incident Response – Traveler Information Services Travel el Assi ssist stance Utilizing BIG DATA in the Transportation Planning Process 6 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  7. Supplementing Traditional Methods » Validate Existing Conditions » Visualize Real-Time – Operations – Congestion » Other? – Evacuation Planning Utilizing BIG DATA in the Transportation Planning Process 7 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  8. Evolving Methods Analysis Yesterday Today License Plate Recognition Vehicular • Origin and Destination Roadside, Paper and/or Navigation Systems Online Surveys Smart Phone and • Tablet Apps Floating Car Studies Travel Time and Speeds Radar Studies O&D 15–25% of adults 1 • Up to 1% 1-3% vehicles 2 • Capture Rates (if we were lucky) 10-12% trucks • Congestion 100% • 1 Location-Based Services (LBS) 2 Global Positioning System (GPS) Utilizing BIG DATA in the Transportation Planning Process 8 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  9. Sample List of Sources / Vendors Performance Data Sources INRIX* TomTom HERE* BIG DATA SOURCES ATRI AirSage StreetLight *National Performance Research Data Set (NPMRDS) Utilizing BIG DATA in the Transportation Planning Process 9 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  10. Sample List of Sources / Vendors O&D Data Sources INRIX* TomTom HERE* BIG DATA SOURCES ATRI AirSage StreetLight *National Performance Research Data Set (NPMRDS) Utilizing BIG DATA in the Transportation Planning Process 10 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  11. Utilizing O&D Data Utilizing BIG DATA in the Transportation Planning Process 11 11 Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING VEHICULAR PLANNING OTHER APPLICATIONS

  12. Technology Sources Utilizing BIG DATA in the Transportation Planning Process 12 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  13. Data Types Locational US Census • Contextual Local Parcel-level • Road Network • Utilizing BIG DATA in the Transportation Planning Process 13 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  14. Analysis Type 1: O&D Matrix Development A B C D E A 0 3 0 51 0 » Between Locations B 5 0 86 0 0 – Volumes C 0 84 0 0 12 – Travel Times D 59 0 0 0 25 – Personal vs. Commercial trips E 0 0 10 27 0 Utilizing BIG DATA in the Transportation Planning Process VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  15. Analysis Type 2: O&D with Destination “Pass-Through” » Volumes » Travel Times » Example – Assess trips from zone 1 to zone 12 passing through Gate A Utilizing BIG DATA in the Transportation Planning Process 15 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  16. Analysis Type 3: O&D with Zonal Analysis » Volumes or » Travel Times 1) Originate in 2) Destined for, or 3) Pass through » Example – Assess trips associated with Zone 3 Utilizing BIG DATA in the Transportation Planning Process 16 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  17. Example Step 1a Develop Gates » Gates – Similar to Laying “Traffic Tubes” – Generally Correspond to Roadway – Accuracy: 5 m (16 ft) – Bi-directional data available Utilizing BIG DATA in the Transportation Planning Process 17 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  18. Example Step 1b Developing Zones » Zone Development – Zones Depend Upon Specific 1 Analysis • Small such as a parcel • Large: County, City, Census Block Group, Block, etc… 2 – Data Accuracy 5m (16 ft) 3 Utilizing BIG DATA in the Transportation Planning Process 18 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  19. Example Steps 2 & 3 Analysis and Results » Run Analyses » Download Data Analyze Data – .CSV files » Develop O&D Matrices – Excel – Pivot Tables » Present Results – Graphically – Tabular Format Utilizing BIG DATA in the Transportation Planning Process 19 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  20. BIG DATA for Vehicular Planning Utilizing BIG DATA in the Transportation Planning Process 20 20 Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING VEHICULAR PLANNING OTHER APPLICATIONS

  21. Analysis Criteria Options » Vehicular Trip Attributes – Trip duration – Trip length – Trip speed – Trip circuity » Truck and Freight Classifications – Heavy Duty (>26,000 lbs) vs. – Medium Duty (14,000 – 26,000 lbs) » Vendor Results from presented as Indices – Separate for Auto / truck trips » Compare Against AADTs / Daily Volumes Utilizing BIG DATA in the Transportation Planning Process 21 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  22. PCIDs Case Study » Major Atlanta Activity/Employment Center » Self-Taxing Business District » Three (3) MARTA Heavy Rail Stations Utilizing BIG DATA in the Transportation Planning Process 22 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  23. Study Purpose O&D Analysis for CIDs » Analyze Existing Trip O&Ds for AM and PM Peak Periods using StreetLight Data » Better Understand Travel Patterns » Several Ongoing Major GDOT Investment Projects Utilizing BIG DATA in the Transportation Planning Process 23 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  24. O&D Data Technical Specifics » Data Coverage: – January 2017 – December 2017 » Data Type: – GPS Navigation Data » Periods Analyzed – Peak AM (6am-10am) – Peak PM (3pm-7pm) » Focus Areas – Personal Vehicle Travel – Average Weekday – AM Peak Inbound Zone I – Concourse (King – PM Peak Outbound and Queen Buildings); » Utilized GDOT Traffic Counts to Estimate includes Westin Hotel and Trips Remaining Office Campus Utilizing BIG DATA in the Transportation Planning Process 24 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

  25. Zone Development ID Name A Glenlake B North C Perimeter Place D East E Perimeter Mall F Central G Barfield H North Glenridge I Concourse J South Dunwoody K Lake Hearn L St Joseph’s Hospital M Northside Hospital N Children's Hospital O South Glenridge P West Glenridge Utilizing BIG DATA in the Transportation Planning Process 25 VEHICULAR PLANNING Q&A INTRODUCTION BIG DATA OVERVIEW TRANSIT PLANNING OTHER APPLICATIONS

Download Presentation
Download Policy: The content available on the website is offered to you 'AS IS' for your personal information and use only. It cannot be commercialized, licensed, or distributed on other websites without prior consent from the author. To download a presentation, simply click this link. If you encounter any difficulties during the download process, it's possible that the publisher has removed the file from their server.

Recommend


More recommend