PLANNING FOR THE 21st CENTURY - EMERGING TRENDS...
Transcript of PLANNING FOR THE 21st CENTURY - EMERGING TRENDS...
![Page 1: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/1.jpg)
Innova&on for be,er mobility
PLANNING FOR THE 21st CENTURY - EMERGING TRENDS Delivering Big Data to Planning Practitioners
October 30, 2015
Sco, Perley, VP Performance Analy&cs
![Page 2: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/2.jpg)
Innovation for better mobility 2
Agenda • Overview
– iPeMS, leading Big Data analy&cs
• Big Data – Types of Big Data – NPMRDS & probe data
• Applying Big Data – Telling stories & client examples – Freight opportuni&es – SoMware tools to leverage Big Data
![Page 3: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/3.jpg)
Innovation for better mobility 3
• Iteris is a leader in soMware-‐based informa&on solu&ons for the Intelligent Transporta6on Systems (ITS) market
• We focus on three areas in the ITS market:
– Sensors: Intersec&on and roadway vehicular detec&on
– Systems: Provide local, state and federal agencies traffic management services
– Analy6cs: Focused on traffic and weather-‐related data and analy&cs soMware to both public and commercial customers
Who We Are…
![Page 4: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/4.jpg)
Innovation for better mobility 4
What Iteris PeMS Provides… Powerful Tools Ac&onable visualiza&ons & reports to support opera&ons & planning
Analy6cs For states and regions to support System Performance
Supports Many Data Types Loops, radar, GPS, Bluetooth, toll tags, incidents, accidents, lane closures, managed lanes, signals, and transit + more
Flexible Deployment Cloud-‐hosted or agency-‐hosted models
![Page 5: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/5.jpg)
Innovation for better mobility 5
What Iteris PeMS Does
5
• Real-‐&me Archive Data Management System • Stores all types of data, normalizes schema • Always online, always available • Many opera&ons and planning based-‐tools
Transporta&on data warehouse
• Rolls data up over space and &me • Stores results for queries • All calcula&ons are done in real-‐&me
Calculates performance measures
• Opera&ons, maintenance, planners, decision makers, public
Presents a variety of displays for different users
![Page 6: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/6.jpg)
Innovation for better mobility 6
What technologies can you use?
Or a hybrid approach which uses combina&ons
of all detectors
![Page 7: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/7.jpg)
Innovation for better mobility 7
What is big data?
Loca&on Speed Heading
Couple of minutes
![Page 8: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/8.jpg)
Innovation for better mobility 8
What is Big Data?
Segment 1 Segment 2 Segment 3
19 mph 44 mph 63 mph
@ 7:15 AM
![Page 9: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/9.jpg)
Innovation for better mobility 9
How does Big Data help? • Greater accuracy
– Current approaches not sta&s&cally sound – (More vehicles) X (More &mes) X (More days)
• Reduced costs – Travel &me runs are expensive
– Probe data is cheaper • Deeper insights
– Understand reliability – Larger coverage
![Page 10: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/10.jpg)
Innovation for better mobility 10
Commercial Speed Data Providers Provider Comment
HERE Providing data in District 8, freeways and arterials, every minute in real-‐&me.
INRIX MTC purchased INRIX data in the Bay Area
NPMRDS Free FHWA dataset to MPOs (for Na&onal Highway Network only) Freight and Auto Travel Times
Tom Tom
![Page 11: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/11.jpg)
Innovation for better mobility 11
Big Data: Digging Deeper
![Page 12: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/12.jpg)
Innovation for better mobility 12
What does NPMRDS Big Data look like? TMC Date Epoch Travel Time
(all) Travel Time
(auto) Travel 6me (Freight)
105N04105 9112014 138 59 55 65
Date mddyyyy Epoch Represents &me i.e. 5 min period since midnight (0 -‐ 287)
0 1
287
00:00:00 to 00:04:59 00:05:00 to 00:09:59 23:55:00 to 23:59:59
![Page 13: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/13.jpg)
Innovation for better mobility 13
Managing Big Data: Filling in Gaps
![Page 14: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/14.jpg)
Innovation for better mobility 14
Managing Big Data: Filling in Gaps
![Page 15: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/15.jpg)
Innovation for better mobility 15
Managing Big Data: Results
Process
§ Raw Data are processed
§ Processing with a series of methods
§ Speeds for all &me intervals are produced
15
![Page 16: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/16.jpg)
Innovation for better mobility 16
Defining the Story
![Page 17: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/17.jpg)
Innovation for better mobility 17
The Reliability Story
Reliability Standard
Nth percen&le
![Page 18: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/18.jpg)
Innovation for better mobility 18
The Reliability Story
![Page 19: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/19.jpg)
Innovation for better mobility 19
The Congestion & Delay Story
Speed
Postmile
Delay
BoSleneck Cause
Back of Queue
Slowing Return to Free Flow
Threshold
![Page 20: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/20.jpg)
Innovation for better mobility 20
Iteris Big Data Customer Success SFCTA MTC
![Page 21: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/21.jpg)
Innovation for better mobility 21
Freight vs. Auto: Discovering the Space-Time Pattern Between Freight and Passenger Car Speeds Using the National Performance Measurement Research Data Set
![Page 22: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/22.jpg)
Innovation for better mobility 22
Real-‐6me and Historic Data Access • Map-‐based visualiza&ons of traffic speeds • User-‐selectable date ranges on reports
Performance Management & Analy6cs • Reports for Links and Routes • Time series, &me of day, day of week • Conges&on contour plots
Archived Data Access • Clearinghouse containing daily files of various &me aggregates to support agency processing
Interac6ve Map Func6ons • Speeds, quality and speed anomalies • Link based speeds
Incorporating Big Data Into Software
![Page 23: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/23.jpg)
Innovation for better mobility 23
• Real-time speed
• Link information
• Option to compare to monthly values
3rd Party Interactive Maps
![Page 24: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/24.jpg)
Innovation for better mobility 24 24
Traffic Anomalies Map
![Page 25: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/25.jpg)
Innovation for better mobility 25 25
Crea6ng Routes
![Page 26: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/26.jpg)
Innovation for better mobility 26
Time Series Speed, Travel Time & Travel Time Reliability
![Page 27: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/27.jpg)
Innovation for better mobility 27
Time of Day Measures
![Page 28: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/28.jpg)
Innovation for better mobility 28
Routes: Contour Plots Finding Bottlenecks
![Page 29: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/29.jpg)
Innovation for better mobility 29
Probe Data: Automating a CMP
![Page 30: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/30.jpg)
Innovation for better mobility 30
Interactive Dashboards
• Using historical data or pa,erns
• Monthly and annual comparisons
• Summary charts, metrics and grades
• Animated maps to show TOD and DOW data
![Page 31: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/31.jpg)
Innovation for better mobility 31 31
Probe Data: Dashboard for Real-Time Operations
![Page 32: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/32.jpg)
Innovation for better mobility 32
Dashboard for Map-21 Historical Analysis using NPMRDS Data
![Page 33: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/33.jpg)
Innovation for better mobility 33
iPerform
Monthly
Comparison
Dynamic
Geotags
Measure Selec&on
Month to Month & Year to Year
Maps &
Graphs
Day and
Time
Sliders
Color as context
Naviga&on
KPI
All elements change with new selec&on
Boundaries
![Page 34: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/34.jpg)
Innovation for better mobility 34
iPeMS Dashboard: Map Visuals
![Page 35: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/35.jpg)
Innovation for better mobility 35
Dashboard: Time of Day
![Page 36: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/36.jpg)
Innovation for better mobility 36
Dashboard: Day of Week
![Page 37: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/37.jpg)
Innovation for better mobility 37
Dashboard: TTI
![Page 38: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/38.jpg)
Innovation for better mobility 38
Dashboard: Adding Volume to Get Delay
![Page 39: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/39.jpg)
Innovation for better mobility 39
Big Data Summary • New data sets provide new opportuni&es
– Broader coverage – More &mes
– New types of data
• Working together with exis&ng data sets – Can tell new and richer stories – Aggregate to understandable summaries and detailed reports
![Page 40: PLANNING FOR THE 21st CENTURY - EMERGING TRENDS ...ucconnect.berkeley.edu/sites/default/files/file_uploads...Innovaon’for’be,er’mobility’ PLANNING FOR THE 21st CENTURY - EMERGING](https://reader033.fdocuments.us/reader033/viewer/2022051903/5ff49bc6cf14ea279e11fe65/html5/thumbnails/40.jpg)
Innovation for better mobility 40
Questions? For addi6onal ques6ons:
Sco, Perley
VP, Performance Analy&cs
Phone: 570.470.4081 E-‐Mail: [email protected]