SlideShare a Scribd company logo
1 of 22
Download to read offline
What if Crash Data Does Not Mean for Mapping: Lesson Learned from Crash Mapping for Riverside County,[object Object],Do Kim, Ph.D.,[object Object],Assistant Professor,[object Object],Department of Urban and Regional Planning,[object Object],California State Polytechnic University - Pomona,[object Object]
Project Background,[object Object],Improvement of bicyclists and pedestrians safety in Riverside County,[object Object],Finding physical environment factors to bicyclists and pedestrian crashes,[object Object],Funded by Leonard Transportation Center,[object Object]
Crash Data,[object Object],Crash data is important data for measuring safety on highways, but local governments does not often utilize this data.,[object Object],The main reason for the under-usage is the difficulty and inefficiency of the current crash mapping system.,[object Object]
Crash Data Flow,[object Object]
Crash Mapping,[object Object],Converting test or tabular data to spatial data that locates crashes on a roadway map,[object Object]
Riverside County Crash Data Analysis,[object Object],Collected from California Statewide Integrated Traffic Records System (SWITRS),[object Object],5 year of pedestrian and bicycle crashes (2004 – 2008),[object Object],Total 4,769 crashes were reported during the period (2,230 bicycle and 2,539 pedestrian crashes),[object Object]
Automatic Mapping Using Geocoding,[object Object],ArcGIS Geocoding engine is the most well-known address matching function.,[object Object],However, it only matched 1,107 out of 4,769 (23%) crashes after intensive data cleaning and pre-processing.,[object Object]
Main Issue with Geocoding,[object Object],Geocoding engine identifies the locations of property addresses and intersections. ,[object Object],However, the large portion of location information of crash data is certain distance and direction from intersections ,[object Object],500,[object Object],W,[object Object],300,[object Object],E,[object Object],1000,[object Object],S,[object Object]
Matching with Customized Application,[object Object],The application moves crash records from intersections by given distance and direction.,[object Object],University Ave.,[object Object],1st St.,[object Object],500 ft.,[object Object],Crash Record = 500 ft South from University Ave. & 1st St.,[object Object]
Results with Customized Application,[object Object],Matched 2,094 records more (44%),[object Object]
Manual Matching,[object Object],Most time consuming and labor intensive works,[object Object],Need to review the location information of each individual record one by one using the customized application,[object Object],Systemic conflicts + Human errors,[object Object]
State Road Names vs. Local Names,[object Object],Police officers collect state road numbers, but the street names of roadway network are local names.,[object Object]
State Road vs. Local Name Resolution,[object Object],A street alias table can resolve this issue.,[object Object],629 records (13%) belong to this category.,[object Object]
Multiple Candidate Issue,[object Object],Multiple possibilities of a matching point,[object Object],ArcGIS Geocoding use zip codes for zonal details, crash records does not have the codes,[object Object],Crash Record = ORANGE ST & 10TH ST,[object Object]
Multiple Candidate Resolution,[object Object],Screening with city boundaries,[object Object],159 (3%) crashes ,[object Object],ORANGE ST & 10TH ST at city of Riverside,[object Object]
Human Errors on Data Collection,[object Object],[object Object]
University Ave & 1st (St)
(W) Palo BLVD & Main St
Redundant Information
Chicago Ave & 1981 Chicago Ave
Others
Misspelled street names

More Related Content

Viewers also liked

Pricing Freight Transport to Account for External Costs
Pricing Freight Transport to Account for External CostsPricing Freight Transport to Account for External Costs
Pricing Freight Transport to Account for External CostsCongressional Budget Office
 
Development of On-Road Emissions for the 2011 National Emissions Inventory
Development of On-Road Emissions for the 2011 National Emissions InventoryDevelopment of On-Road Emissions for the 2011 National Emissions Inventory
Development of On-Road Emissions for the 2011 National Emissions InventoryJennifer Sharp
 
Rural Heartland of America – Equity Evaluation
Rural Heartland of America – Equity EvaluationRural Heartland of America – Equity Evaluation
Rural Heartland of America – Equity EvaluationPorts-To-Plains Blog
 
Congestion Pricing Commission
Congestion Pricing CommissionCongestion Pricing Commission
Congestion Pricing Commissionstreetsblog
 
Geoff Anderson, Smart Growth America
Geoff Anderson, Smart Growth AmericaGeoff Anderson, Smart Growth America
Geoff Anderson, Smart Growth AmericaSuburbs Alliance
 
How our cities can plan for driverless cars
How our cities can plan for driverless cars How our cities can plan for driverless cars
How our cities can plan for driverless cars JumpingJaq
 
FULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CAR
FULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CARFULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CAR
FULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CARGokul Gopi
 
Massachusetts Vehicle Census 2009 - 2014
Massachusetts Vehicle Census 2009 - 2014Massachusetts Vehicle Census 2009 - 2014
Massachusetts Vehicle Census 2009 - 2014timothygreardon
 

Viewers also liked (8)

Pricing Freight Transport to Account for External Costs
Pricing Freight Transport to Account for External CostsPricing Freight Transport to Account for External Costs
Pricing Freight Transport to Account for External Costs
 
Development of On-Road Emissions for the 2011 National Emissions Inventory
Development of On-Road Emissions for the 2011 National Emissions InventoryDevelopment of On-Road Emissions for the 2011 National Emissions Inventory
Development of On-Road Emissions for the 2011 National Emissions Inventory
 
Rural Heartland of America – Equity Evaluation
Rural Heartland of America – Equity EvaluationRural Heartland of America – Equity Evaluation
Rural Heartland of America – Equity Evaluation
 
Congestion Pricing Commission
Congestion Pricing CommissionCongestion Pricing Commission
Congestion Pricing Commission
 
Geoff Anderson, Smart Growth America
Geoff Anderson, Smart Growth AmericaGeoff Anderson, Smart Growth America
Geoff Anderson, Smart Growth America
 
How our cities can plan for driverless cars
How our cities can plan for driverless cars How our cities can plan for driverless cars
How our cities can plan for driverless cars
 
FULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CAR
FULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CARFULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CAR
FULLY AUTONOMOUS DRIVERLESS CARS : GOOGLE CAR
 
Massachusetts Vehicle Census 2009 - 2014
Massachusetts Vehicle Census 2009 - 2014Massachusetts Vehicle Census 2009 - 2014
Massachusetts Vehicle Census 2009 - 2014
 

Similar to LTC, Jack R. Widmeyer Transportation Research Conference, 11/04/2011, Dohyung Kim

Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...
Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...
Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...IJERA Editor
 
Session #7 - Pedestrian & Bicycle Counting Tips - Schneider
Session #7 - Pedestrian & Bicycle Counting Tips - SchneiderSession #7 - Pedestrian & Bicycle Counting Tips - Schneider
Session #7 - Pedestrian & Bicycle Counting Tips - SchneiderSharon Roerty
 
2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...
2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...
2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...GIS in the Rockies
 
Understanding Gis
Understanding GisUnderstanding Gis
Understanding Gisdredwitz
 
AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...
AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...
AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...Robert McElroy
 
Aldridge asset and infrastrcuture mobile mapping
Aldridge asset and infrastrcuture mobile mappingAldridge asset and infrastrcuture mobile mapping
Aldridge asset and infrastrcuture mobile mappingGeCo in the Rockies
 
Alibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to ThinkAlibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to ThinkAlibaba Cloud
 
KAI - Arterial Performance Measures 02-03-10
KAI - Arterial Performance Measures 02-03-10KAI - Arterial Performance Measures 02-03-10
KAI - Arterial Performance Measures 02-03-10Kittelson Slides
 
A low cost method of real time pavement condition data sharing to expedite ma...
A low cost method of real time pavement condition data sharing to expedite ma...A low cost method of real time pavement condition data sharing to expedite ma...
A low cost method of real time pavement condition data sharing to expedite ma...UVision
 
Study On Traffic Conlict At Unsignalized Intersection In Malaysia
Study On Traffic Conlict At Unsignalized Intersection In Malaysia Study On Traffic Conlict At Unsignalized Intersection In Malaysia
Study On Traffic Conlict At Unsignalized Intersection In Malaysia IOSR Journals
 
Using ArcGIS to Propose an On-Street Bicycle Network
Using ArcGIS to Propose an On-Street Bicycle NetworkUsing ArcGIS to Propose an On-Street Bicycle Network
Using ArcGIS to Propose an On-Street Bicycle NetworkBryan Townley
 
Summer 2013
Summer 2013Summer 2013
Summer 2013Esri
 
Empirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hiEmpirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hiSierra Francisco Justo
 
Empirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hiEmpirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hiSierra Francisco Justo
 
RenoTracksFinalPoster
RenoTracksFinalPosterRenoTracksFinalPoster
RenoTracksFinalPosterDean Mao
 

Similar to LTC, Jack R. Widmeyer Transportation Research Conference, 11/04/2011, Dohyung Kim (20)

Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...
Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...
Utilizing GIS to Develop a Non-Signalized Intersection Data Inventory for Saf...
 
2014 CUTC Summer Meeting: Zach Hans
2014 CUTC Summer Meeting: Zach Hans2014 CUTC Summer Meeting: Zach Hans
2014 CUTC Summer Meeting: Zach Hans
 
Session #7 - Pedestrian & Bicycle Counting Tips - Schneider
Session #7 - Pedestrian & Bicycle Counting Tips - SchneiderSession #7 - Pedestrian & Bicycle Counting Tips - Schneider
Session #7 - Pedestrian & Bicycle Counting Tips - Schneider
 
2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...
2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...
2018 GIS in Education: Denver Street Trees and Road Safety a Geographic Infor...
 
Understanding Gis
Understanding GisUnderstanding Gis
Understanding Gis
 
Masters Defense 2013
Masters Defense 2013Masters Defense 2013
Masters Defense 2013
 
AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...
AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...
AA - Transportation Research Board 2003 PPT "Accident Reconstruciton & Event ...
 
Aldridge asset and infrastrcuture mobile mapping
Aldridge asset and infrastrcuture mobile mappingAldridge asset and infrastrcuture mobile mapping
Aldridge asset and infrastrcuture mobile mapping
 
Alibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to ThinkAlibaba Cloud’s ET City Brain - Empowering Cities to Think
Alibaba Cloud’s ET City Brain - Empowering Cities to Think
 
KAI - Arterial Performance Measures 02-03-10
KAI - Arterial Performance Measures 02-03-10KAI - Arterial Performance Measures 02-03-10
KAI - Arterial Performance Measures 02-03-10
 
A low cost method of real time pavement condition data sharing to expedite ma...
A low cost method of real time pavement condition data sharing to expedite ma...A low cost method of real time pavement condition data sharing to expedite ma...
A low cost method of real time pavement condition data sharing to expedite ma...
 
Nmc ussls charter 2012
Nmc ussls charter 2012Nmc ussls charter 2012
Nmc ussls charter 2012
 
Study On Traffic Conlict At Unsignalized Intersection In Malaysia
Study On Traffic Conlict At Unsignalized Intersection In Malaysia Study On Traffic Conlict At Unsignalized Intersection In Malaysia
Study On Traffic Conlict At Unsignalized Intersection In Malaysia
 
10.93 peligroscostados no autopistas
10.93 peligroscostados no autopistas10.93 peligroscostados no autopistas
10.93 peligroscostados no autopistas
 
Using ArcGIS to Propose an On-Street Bicycle Network
Using ArcGIS to Propose an On-Street Bicycle NetworkUsing ArcGIS to Propose an On-Street Bicycle Network
Using ArcGIS to Propose an On-Street Bicycle Network
 
Summer 2013
Summer 2013Summer 2013
Summer 2013
 
WV DOT GTI: GIS Update (3 Nov 2011)
WV DOT GTI: GIS Update (3 Nov 2011)WV DOT GTI: GIS Update (3 Nov 2011)
WV DOT GTI: GIS Update (3 Nov 2011)
 
Empirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hiEmpirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hi
 
Empirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hiEmpirical assessment of_the_impact_of_hi
Empirical assessment of_the_impact_of_hi
 
RenoTracksFinalPoster
RenoTracksFinalPosterRenoTracksFinalPoster
RenoTracksFinalPoster
 

More from LTC @ CSUSB

LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC @ CSUSB
 
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC @ CSUSB
 
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC @ CSUSB
 
National Freight Gateway Solutions
National Freight Gateway SolutionsNational Freight Gateway Solutions
National Freight Gateway SolutionsLTC @ CSUSB
 
Conservation for the Future Infrastructure
Conservation for the Future InfrastructureConservation for the Future Infrastructure
Conservation for the Future InfrastructureLTC @ CSUSB
 

More from LTC @ CSUSB (20)

LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
 
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
 
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
LTC, Annual Forum, The Implementation of Visions for Regional Economic and En...
 
National Freight Gateway Solutions
National Freight Gateway SolutionsNational Freight Gateway Solutions
National Freight Gateway Solutions
 
Conservation for the Future Infrastructure
Conservation for the Future InfrastructureConservation for the Future Infrastructure
Conservation for the Future Infrastructure
 

Recently uploaded

UiPath Platform: The Backend Engine Powering Your Automation - Session 1
UiPath Platform: The Backend Engine Powering Your Automation - Session 1UiPath Platform: The Backend Engine Powering Your Automation - Session 1
UiPath Platform: The Backend Engine Powering Your Automation - Session 1DianaGray10
 
Comparing Sidecar-less Service Mesh from Cilium and Istio
Comparing Sidecar-less Service Mesh from Cilium and IstioComparing Sidecar-less Service Mesh from Cilium and Istio
Comparing Sidecar-less Service Mesh from Cilium and IstioChristian Posta
 
Artificial Intelligence & SEO Trends for 2024
Artificial Intelligence & SEO Trends for 2024Artificial Intelligence & SEO Trends for 2024
Artificial Intelligence & SEO Trends for 2024D Cloud Solutions
 
ADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDE
ADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDEADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDE
ADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDELiveplex
 
Nanopower In Semiconductor Industry.pdf
Nanopower  In Semiconductor Industry.pdfNanopower  In Semiconductor Industry.pdf
Nanopower In Semiconductor Industry.pdfPedro Manuel
 
OpenShift Commons Paris - Choose Your Own Observability Adventure
OpenShift Commons Paris - Choose Your Own Observability AdventureOpenShift Commons Paris - Choose Your Own Observability Adventure
OpenShift Commons Paris - Choose Your Own Observability AdventureEric D. Schabell
 
9 Steps For Building Winning Founding Team
9 Steps For Building Winning Founding Team9 Steps For Building Winning Founding Team
9 Steps For Building Winning Founding TeamAdam Moalla
 
Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024SkyPlanner
 
Bird eye's view on Camunda open source ecosystem
Bird eye's view on Camunda open source ecosystemBird eye's view on Camunda open source ecosystem
Bird eye's view on Camunda open source ecosystemAsko Soukka
 
COMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online CollaborationCOMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online Collaborationbruanjhuli
 
Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1DianaGray10
 
AI You Can Trust - Ensuring Success with Data Integrity Webinar
AI You Can Trust - Ensuring Success with Data Integrity WebinarAI You Can Trust - Ensuring Success with Data Integrity Webinar
AI You Can Trust - Ensuring Success with Data Integrity WebinarPrecisely
 
Computer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and HazardsComputer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and HazardsSeth Reyes
 
Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)Commit University
 
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...Aggregage
 
IaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdf
IaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdfIaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdf
IaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdfDaniel Santiago Silva Capera
 
Empowering Africa's Next Generation: The AI Leadership Blueprint
Empowering Africa's Next Generation: The AI Leadership BlueprintEmpowering Africa's Next Generation: The AI Leadership Blueprint
Empowering Africa's Next Generation: The AI Leadership BlueprintMahmoud Rabie
 
Videogame localization & technology_ how to enhance the power of translation.pdf
Videogame localization & technology_ how to enhance the power of translation.pdfVideogame localization & technology_ how to enhance the power of translation.pdf
Videogame localization & technology_ how to enhance the power of translation.pdfinfogdgmi
 
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPAAnypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPAshyamraj55
 

Recently uploaded (20)

UiPath Platform: The Backend Engine Powering Your Automation - Session 1
UiPath Platform: The Backend Engine Powering Your Automation - Session 1UiPath Platform: The Backend Engine Powering Your Automation - Session 1
UiPath Platform: The Backend Engine Powering Your Automation - Session 1
 
Comparing Sidecar-less Service Mesh from Cilium and Istio
Comparing Sidecar-less Service Mesh from Cilium and IstioComparing Sidecar-less Service Mesh from Cilium and Istio
Comparing Sidecar-less Service Mesh from Cilium and Istio
 
Artificial Intelligence & SEO Trends for 2024
Artificial Intelligence & SEO Trends for 2024Artificial Intelligence & SEO Trends for 2024
Artificial Intelligence & SEO Trends for 2024
 
ADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDE
ADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDEADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDE
ADOPTING WEB 3 FOR YOUR BUSINESS: A STEP-BY-STEP GUIDE
 
Nanopower In Semiconductor Industry.pdf
Nanopower  In Semiconductor Industry.pdfNanopower  In Semiconductor Industry.pdf
Nanopower In Semiconductor Industry.pdf
 
OpenShift Commons Paris - Choose Your Own Observability Adventure
OpenShift Commons Paris - Choose Your Own Observability AdventureOpenShift Commons Paris - Choose Your Own Observability Adventure
OpenShift Commons Paris - Choose Your Own Observability Adventure
 
9 Steps For Building Winning Founding Team
9 Steps For Building Winning Founding Team9 Steps For Building Winning Founding Team
9 Steps For Building Winning Founding Team
 
Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024
 
Bird eye's view on Camunda open source ecosystem
Bird eye's view on Camunda open source ecosystemBird eye's view on Camunda open source ecosystem
Bird eye's view on Camunda open source ecosystem
 
20230104 - machine vision
20230104 - machine vision20230104 - machine vision
20230104 - machine vision
 
COMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online CollaborationCOMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online Collaboration
 
Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1
 
AI You Can Trust - Ensuring Success with Data Integrity Webinar
AI You Can Trust - Ensuring Success with Data Integrity WebinarAI You Can Trust - Ensuring Success with Data Integrity Webinar
AI You Can Trust - Ensuring Success with Data Integrity Webinar
 
Computer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and HazardsComputer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and Hazards
 
Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)
 
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
 
IaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdf
IaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdfIaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdf
IaC & GitOps in a Nutshell - a FridayInANuthshell Episode.pdf
 
Empowering Africa's Next Generation: The AI Leadership Blueprint
Empowering Africa's Next Generation: The AI Leadership BlueprintEmpowering Africa's Next Generation: The AI Leadership Blueprint
Empowering Africa's Next Generation: The AI Leadership Blueprint
 
Videogame localization & technology_ how to enhance the power of translation.pdf
Videogame localization & technology_ how to enhance the power of translation.pdfVideogame localization & technology_ how to enhance the power of translation.pdf
Videogame localization & technology_ how to enhance the power of translation.pdf
 
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPAAnypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPA
 

LTC, Jack R. Widmeyer Transportation Research Conference, 11/04/2011, Dohyung Kim