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Alternate Methodologies for Origin-Destination Data Collection
presented by Robert G. Schiffer, AICP, Stantec Consulting Inc. 2017 TRB Transportation Planning Applications Conference May 16, 2017
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Presentation Overview
Background – Polk County TPO Phase I Methods Pros & Cons Polk County TPO Implementation Phase II Recent Stantec Studies using StreetLight Data Acknowledgements
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Background Polk County Transportation Planning Organization Task Order
Stantec experience with methodologies for Traffic & Revenue Studies Author’s prior personal experience with alternate methodologies Vendor contacts, demos, and examples, mostly circa Fall 2015 FHWA-HEP , completed by TTI in 2016
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Methods Tag Matching with High Speed Videotaping of License Plates – numerous data collectors Aerial Tracking of Vehicles - Skycomp Positioning of Bluetooth Readers to Match Devices – TrafficCast, DigiWest, etc. WIFI Data Extraction – Acyclica Tracking of Anonymous Cellular Data – AirSage Truck GPS Tracking – ATRI GPS Data Extraction – StreetLight Data
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Pros & Cons Tag Matching with High Speed Videotaping of License Plates (lots of firms can do this) Pros: collection of tag data can lead to subsequent survey analysis (e.g., mailing out a postcard survey with DMV support) Cons: Videotaping and matching of tags is potentially expensive and cumbersome
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Pros & Cons (cont’d) Aerial Tracking of Vehicles (Skycomp)
Pros: Skycomp provides a permanent record and processes data into O/D matrices and images of distribution patterns minimizing post-processing Cons: Cost of data collection and extraction can get expensive with multiple dates and time periods
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Pros & Cons (cont’d) Positioning of Bluetooth Readers to Match Devices (BlueToad, BlueMAC, etc.) Pros: Bluetooth data collection allows flexibility of one time use vs. continuous data collection at sites for less cost than videotaping plates Cons: Matching Bluetooth data collection is largely limited to enabled devices; unlike cellular flows, Bluetooth is limited to locations where readers are
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Pros & Cons (cont’d) WIFI Data Extraction (Acyclica, DigiWest)
Pros: WIFI has a larger data collection range than Bluetooth and more frequently in the “on” position Cons: WIFI doesn’t ping as frequently as Bluetooth and like Bluetooth, WIFI is limited to locations where readers are located Acyclica RoadTrend DigiWest BlueMAC
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Pros & Cons (cont’d) Tracking of Anonymous Cellular Data (AirSage)
Pros: AirSage data is inexpensive; flexible pricing calculator to refine data budget; coverage is only limited by cellular provider market penetration Cons: AirSage data only includes 2 national cellular carriers leading to potential bias; it is hard to distinguish vehicle type, travel mode, etc.
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Pros & Cons (cont’d) Truck GPS Tracking (ATRI)
Pros: Cost of ATRI truck GPS data is inexpensive with willingness to meet tight budgets (non-profit entity) Cons: ATRI GPS data are limited to a sample of trucks only; hard to determine corridor or area specific percent sample
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Pros & Cons (cont’d) GPS Data Extraction (StreetLight Data)
Pros: StreetLight Data is powered by INRIX GPS data so metrics based on an unusually large sample size; data can distinguish between autos and trucks Cons: Cost of data extraction is expensive for large no. of zones; StreetLight Data are not as precise as aerial photo tracing (precision issues can be problematic along roadways with extreme congestion, curvature, or dense street patterns)
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Implementation Phase II
Obtained O/D data from AirSage on passenger travel flows Obtained O/D data from American Transportation Research Institute (ATRI) on truck travel flows Analyzed datasets for completeness, accuracy, and usefulness Documented findings
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Implementation Phase II (Cont’d)
AirSage data $13,740 specs: 70 TAZs 1 month of data Average weekday Daily, AM & PM peaks HBW, HBNW, NHB purposes Residents vs. visitors No demographic attributes or optional add-on reports
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Implementation Phase II (Cont’d)
HBO HBW NHB Total ALL 1,545,828 409,185 1,909,012 3,864,025 Trips 40.00% 10.60% 49.40% 100% Percent Residents Only 1,309,000 368,716 1,122,820 2,800,537 46.74% 13.17% 40.09% 100.00% Visitors Only 236,828 40,469 786,192 1,063,488 22.27% 3.81% 73.93% AirSage data received: Data dictionary of field names Matrix of day part trips (9,311 records) Matrix of weekday trips (11,353 records) Data validation CTPP worker flows Regional model Desire line maps ACS Journey-to-Work Trips CTPP to Polk from: Estimate Marg of Error Hardee 746 198 Highlands 1,476 385 Hillsborough 11,135 833 Lake 1,058 327 Osceola 2,926 504 Pasco 1,443 293 Polk 184,244 2,734 Sumter 127 94 Total Work Flows to Polk 203,155 only from neighboring Total Work Flows from Polk 209,898 only to neighboring Total 2-Way 413,053
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Implementation Phase II (Cont’d)
ATRI data $11,000 specs: Truck trip table at aggregated zone level including exit stations trips enter/ exit Polk County Map/shapefile depicting routes from truck GPS to derive trips within study area Illustrations (maps) of freight generators and route use
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Implementation Phase II (Cont’d)
ATRI data received: Data dictionary of link attributes truck GPS point data for 2 weeks from each of 4months in 2016 Matrix of 186,960 truck trips (70 x 70 matrix table Data validation Truck counts Regional model Desire line maps
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Implementation Phase II (Cont’d)
Recent Stantec Studies using StreetLight Data: Stantec has used StreetLight Data on several corridor projects, many related to traffic & revenue studies StreetLight Insight allows querying data summaries from previously purchased datasets through specified deadline
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Implementation Phase II (Cont’d)
Recent Stantec Studies using StreetLight Data: Streetlight were kind enough to provide a comparable Polk County matrix of data for passive data research Currently using StreetLight Data to validate travel demand in Evansville, IN-Henderson, KY for proposed bridge crossing
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Acknowledgements Polk County TPO
Kimley Horn Associates (TPO on-call prime) NCHRP 735 Acyclica AirSage All Traffic Data ATRI DigiWest (BlueMAC) Skycomp StreetLight Data TrafficCast (BlueTOAD) It is important also to acknowledge that the availability, cost, and limitations of passive data are continuously changing in response to new technologies and the competitiveness of vendors! “Location based service” is a high growth information industry sector
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Questions? “A location-based service (LBS) is a software-level service that uses location data to control features. As such LBS is an information service and has a number of uses in social networking today as information, in entertainment or security, which is accessible with mobile devices through the mobile network and which uses information on the geographical position of the mobile device.” (Wikipedia)
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