How To Manage Big Data For The Ohio Department Of Transportation
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1 Big Data & Asset Management Ohio Planning Conference 2014 John R. Kasich, Governor Jerry Wray, Director
2 Ohio Department of Transportation Big Data: Asset Management Andrew Williams, Administrator Office of Technical Services John R. Kasich, Governor Jerry Wray, Director w w w. t r a n s p o r ta t i o n. o h i o. g o v
3 Big Data Big data is a collection of large data sets so large and complex that it becomes difficult to process using on-hand database management tools. More data tends to lead to more accuracy. More accurate analyses may lead to more confident decision making. And better decisions can mean greater operational efficiencies, cost reductions and reduced risk.
4 The four dimensions of use Aspects of the way in which users want to interact with their data Totality: Users have an increased desire to process and analyze all available data Exploration: Users apply analytic approaches where the schema is defined in response to the nature of the query Frequency: Users have a desire to increase the rate of analysis in order to generate more accurate and timely business intelligence Dependency: Users need to balance investment in existing technologies and skills with the adoption of new techniques
5 Data Cycle
6 Asset Management Video Click link below to watch Asset Management Video on YouTube: Big-Data-Video.aspx
7 Ohio Department of Transportation Managing Big Data with GIS Dave Blackstone Transportation Information Management Section / Office of Technical Services John R. Kasich, Governor Jerry Wray, Director w w w. t r a n s p o r ta t i o n. o h i o. g o v
8 County Boundaries
9 County Boundaries
10 Township Boundaries
11 Township Boundaries
12 City Boundaries
13 City Boundaries
14 Urban Boundaries
15 Urban Boundaries
16 State Route System (19,467 miles)
17 State (19,467) & County (28,973)
18 State (19,467), County (28,973) & Township (41,530)
19 State (19,467), County (28,973), Township (41,530) & Muni (31,664)
20 Road Inventory
21 Road Inventory
22 PCR
23 PCR
24 ELLIS
25 ELLIS
26 ELLIS
27 ELLIS
28 Surface Projects & PCR
29 Surface Projects & PCR
30 Bridges
31 Bridges by System
32 Bridges by GA
33 Bridges
34 Bridges & OSIP Imagery
35 Rail Lines
36 Rail Crossings
37 Airports
38 Intermodal
39 Crashes
40 Crashes
41 Crashes by Severity
42 ADT
43 Underground Mines
44 Underground Mines
45 Underground Mines & Road Segments
46 Road Section & Mines
47 PCR
48 ADT
49 Crash
50 ADT-PCR-Crash
51 Number of Crashes/Segment
52 Crash Rate
53 Contact Information Dave Blackstone Office of Technical Services Transportation Information Management Section TechServ/Pages/default.aspx
54 Ohio Department of Transportation Big Data It All Counts Dave Gardner Traffic Monitoring Section / Office of Technical Services John R. Kasich, Governor Jerry Wray, Director w w w. t r a n s p o r ta t i o n. o h i o. g o v
55 Traffic Monitoring Section Division of Planning Office of Technical Services Traffic Monitoring Section Field Operations (Data Collection) Office (Data Programming, Data Processing, Data Reporting)
56 Traffic Monitoring Program Count Programming Data Collection Data Processing & Editing Reporting
57 ODOT Count Program Where do we (ODOT) collect traffic data? 3 Year Cycle State System Roads (Interstate, US, and State Routes) 14,200 6-Year Cycle (Local Roads) HPMS Universe Counts 4,200 Safety 3,700 Modeling 5,500 Additional Counts Received from County Engineers 6,200 MPOs 12,000 Total Program Counts 45,800
58 Data Collection - Types of Counts Portable Vehicle Classification Counts Portable Vehicle Volume Counts Manual Intersection Turning Movement Counts Permanent Traffic Counter Weigh-In-Motion (WIM)
59 ODOT Count Program How do we (ODOT) collect traffic data? Short Term Counts ODOT - Collected by 3 Consultants Statewide Local Agency Coordination Have acquired close 18,000 counts from the county engineers and MPOs.
60 ODOT Count Program How do we (ODOT) collect traffic data? Permanent Counts ODOT/Contractor Maintained
61 ODOT Count Data Processing (Current) Short Term Counts - VB.net application/access Database Permanent Counts - Traffic Keeper Ohio (TKO) Client/Server Weigh-In-Motion - TKO/Mainframe
62 Reporting Annual Average Daily Traffic (AADT) Vehicle Volume Data Vehicle Classification Data Adjustment Factors Various Summary Reports: Daily Weekly Annually By direction, by lane Equivalent Single Axle Loadings (ESALs)
63 ODOT Count Data Reporting (Current) Traffic Survey Report/Map
64 ODOT Count Data Reporting (Current) TIMS
65 ODOT Count Data Processing (Future) Midwestern Software Solutions - Cloud based system - Offers Traffic Count Database, Traffic Count Segments, and Turning Movement Modules - Consolidates processing, storage, and reporting for Short term, permanent, and turning movement counts.
66 ODOT Count Data Reporting (Future)
67 ODOT Count Data Processing (Future) Integration with: - Roads and Highways (RI) - TIMS - BTRS - Safety - Permitted Lane Closure - Pavements - Others
68 Contact Information Dave Gardner Office of Technical Services Traffic Monitoring Section TechServ/Pages/default.aspx
69 Ohio Department of Transportation Brian Schleppi Infrastructure Management Section / Office of Technical Services John R. Kasich, Governor Jerry Wray, Director w w w. t r a n s p o r ta t i o n. o h i o. g o v
70
71 1 Cycle of Images Roughly 27,000 miles X 200 shots per mile X 4 camera views (left, front, right, & rear) = over 21 million images = over 11 TB of data (single copy)
72 1 Cycle of Images ~ $ 1 million to support per cycle < 5 cents per image really becomes < 1 cent per image when you prorate for other data collected Road profiles Macrotexture Rutting Surface images Spatial reference
73 1 Cycle of Images All data inclusive of: Linear Reference: County, Route, Logpoint/Milepoint Spatial Reference: Latitude & Longitude Date & Time Stamp Free access to ODOT & J. Q. Public
74 Asset Extractions from Images Building Asset Inventories for Barrier and Overhead Signs 71,816 barrier runs for 5,612 miles of barrier Concrete barrier (rigid) 1,031 miles Guardrail barrier (semi-rigid) 4,296 miles Flexible barrier (cable rail) 284 miles 25 interns completed in 3 weeks time
75 Overhead Sign Inventory Collection Process
76 Locating signs with BOX Left click and use cursor to drag a box around sign. 76
77 Recording info into database Once sign or signs are boxed, now fill out the database record window. 77
78 Selecting Correct Sign Select correct sign based off of image. 78
79 Legend Data & Number Of Signs Any wording on signs will be placed in the Legend. Select number of signs being collected. 79
80 Selecting Sign Supports Select sign support from support menu. 80
81 Continue Collecting 81
82 Macrotexture Analysis Safety Component Proactively Identify potential High Wet Crash locations
83
84 1 Cycle of network road profiles Roughly 27,000 miles X 5280 feet per mile X 12 elevation points per mile X 2 wheel paths mile = over 3.4 Billion stored profile points
85 Network Road Profiles FHWA / MAP-21 Requirement to report data nationally as performance metric (IRI) Used in OH DOT s Pavement Management System Leveraged to develop IRI based smoothness specifications for highway construction
86 International Roughness Index (IRI) Using profiles to simulate vehicle response (What the public feels )
87 Click the link below to watch Road Profiling Videos nce/pages/road-profiling-videos.aspx
88 Network Road Profiles In-house Research Interstate Bridges 2.5 X rougher than Pavement Bridges make up less than 4% of network by length Bridges raised network IRI by almost 8% Set the stage to develop PN 555, IRI for Bridges Happy motoring public Infrastructure Benefits
89 Contact Information Brian Schleppi Office of Technical Services Infrastructure Mangement Section TechServ/Pages/default.aspx
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