SlideShare una empresa de Scribd logo
1 de 26
Civil Construction and Environmental Engineering




                  ITS Heartland 2012 Student
                         Competition

                Nicole Oneyear, Skylar Knickerbocker, and Nick
                                 Hinnerichs
Study Purpose
• To evaluate real world ITS operations data
• Demonstrate uses of the data
• Give recommendations on how the data
  can be used
Data Prep
• Queried metrics using MYSQL Database to
  output smaller .csv files
  – Day of the week
  – Location
  – Peak Hour
Data Analysis
• Considered speed a direct correlation of
  congestion
• Standard deviation was used as a reliability
  indicator
• 85th percentile speeds were used as
  indicators when examining speed limit
  compliance
• Mean speed was used as a congestion
  indicator
Scope of Study
• How has travel time and reliability changed
  from 2009 to 2011?
• How reliable is the network for commuters?
• Do users tend to comply with the speed
  limits in the area?
• Do major events have a large effect on
  travel time within the corridor?
CHANGES TO RELIABILITY
OVER TIME
                         Picture from: http://www.floridaits.com
Standard Deviation




                     Std Dev
                          4.5
                               6
                               8
                               9
                           10
                           11
                           12




                                   Standard Deviation (in mph) for links in 2011




                                                                                   Std Dev
                                                                                        4.5
                                                                                             6
                                                                                             8

                                                                                             9
                                                                                         10
                                                                                         11
                                                                                         12
Results
• Small changes on various routes within the
  corridor
• Mean speeds appear to be in accordance
  with their speed limits
• Major routes overall appear to have less
  variance
• Reliability appears to have improved from
  2009 to 2011
HOW RELIABLE IS THE
NETWORK FOR COMMUTERS
Background
• Congestion has increased impacts on
  commuters

• For this study
     AM Peak = 6AM to 9AM
     PM Peak = 3PM to 6PM
AM Peak
                                   I-435                   I-635                   I-70
                           2009            2011    2009            2011    2009           2011
            Mean Speed     64.85           65.10   64.90           64.64   64.79          64.47
 Monday
            Standard Dev   1.06            2.06    0.95            1.95    1.70           2.51


            Mean Speed     64.83           65.02   64.80           64.50   64.53          64.17
 Tuesday
            Standard Dev   1.28            1.98    1.57            1.82    2.52           2.47


            Mean Speed     64.90           64.94   64.83           64.44   64.51          64.01
Wednesday
            Standard Dev   1.02            1.90    1.20            2.19    2.15           2.76


            Mean Speed     64.91           65.04   64.73           64.51   64.51          63.98
Thursday
            Standard Dev   0.89            2.00    2.34            1.91    2.48           2.40


            Mean Speed     64.83           64.96   64.86           64.43   64.52          64.19
  Friday
            Standard Dev   1.54            1.88    1.09            2.16    2.31           2.58
PM Peak
                                   I-435                   I-635                   I-70
                           2009            2011    2009            2011    2009           2011
            Mean Speed     63.81           66.40   63.05           64.80   64.09          64.95
 Monday
            Standard Dev   5.71            4.94    4.60            3.43    4.02           2.97


            Mean Speed     63.40           66.60   62.92           64.58   63.86          65.23
 Tuesday
            Standard Dev   7.03            4.11    4.75            3.17    5.23           3.06


            Mean Speed     63.83           66.78   63.16           64.19   64.07          64.73
Wednesday
            Standard Dev   5.57            3.26    4.54            3.48    4.26           3.77


            Mean Speed     63.98           66.72   62.93           64.17   62.25          64.55
Thursday
            Standard Dev   4.67            3.16    4.40            3.38    4.20           3.97


            Mean Speed     64.31           66.74   62.74           64.20   64.36          65.09
  Friday
            Standard Dev   4.58            3.32    4.84            3.35    4.18           3.25
AM Peak Hour 2009 – Std Dev of Speeds and Difference from Mean Speed




                                                         Average Std Dev
                                                             0
                                                                                                   AM Peak
                                                             7
                                                            10
                                                            12




                                                                           AM Peak Hour 2011 – Std Dev of Speeds and Difference from Mean Speed




                                                                                                                                  Average Std Dev
                                                                                                                                        0
                                                                                                                                        7
                                                                                                                                       10
                                                                                                                                       12
PM Peak Hour 2009 – Std Dev of Speeds and Difference from Mean Speed




                                                          Average Std Dev
                                                              0
                                                              7
                                                                                                    PM Peak
                                                             10
                                                             12




                                                                            PM Peak Hour 2011 – Std Dev of Speeds and Difference from Mean Speed




                                                                                                                                      Average Std Dev
                                                                                                                                            0
                                                                                                                                            7
                                                                                                                                           10
                                                                                                                                           12
Results
• Mean speeds are similar for AM and PM
  Peak
• Standard Deviation in speeds is larger in
  PM
• Congestion appears to have decreased
  from 2009 to 2011
• The entire network displays similar results
DO USERS TEND TO COMPLY
WITH THE SPEED LIMITS?
Speed Limit Compliance - 2009 & 2011
                  80
                  70
Number of Links




                  60
                  50
                  40
                  30
                  20
                  10                                                              2009
                   0                                                              2011




                       Difference between 85th Percentile Speed and Speed Limit
Results
• Speed limit compliance was reasonable
• Majority of speeds less than 5 mph over
  the speed limit
• Distribution is shifting towards a higher
  speed from 2009 to 2011 and therefore
  compliance is decreasing
PLAZA AT
                                                          THE
                                                    SPEEDWAY



            Parallel Parkway 40,000 car’s per day




                                                                       CERNER
  18 ACRE                                                        OF F ICE PARK

  SOCCER
 COMPL EX




DO MAJOR EVENTS HAVE A LARGE
EFFECT ON TRAVEL TIME WITHIN THE
CORRIDOR?
67



                   66



                   65
Mean Speed (mph)




                   64

                                                                                       I70-2011

                   63                                                                  I70-June 5th




                   62



                   61



                   60
                        8am   9am   10am   11am   12pm   4pm   5pm   6pm   7pm   8pm
67.5

                    67

                   66.5

                    66
Mean Speed (mph)




                   65.5

                    65                                                                   I435-2011
                                                                                         I435-June 5th
                   64.5

                    64

                   63.5

                    63

                   62.5
                          8am   9am   10am   11am   12pm   4pm   5pm   6pm   7pm   8pm
Results
• Not much effects compared to other
  Sunday’s before the race event
• I-70 showed increased congestion the hour
  after the race
• I-435 showed increased congestion after
  the race
Summary
• Travel time reliability seemed to improve
  from 2009 to 2011
• The PM peak appears to be less reliable
  than the AM peak
• Speed limit compliance is quite good, but
  has been decreasing from 2009 to 2011
• Major events do have some effect on
  congestion, however it was not as bad as
  expected.
Recommendations
• Use of DMS which display travel
  times are helpful in giving
  commuters options for rerouting
• Data can be used to help
  determine where traffic
  enforcement is necessary
• Use DMS or CMS to inform
  drivers of routes to take during
  major events

                                     Photo:

Más contenido relacionado

Similar a Student Presentation- ISU

14 3400-mitre dev ops enterprise summit briefing 2014-10_22
14 3400-mitre dev ops enterprise summit briefing 2014-10_2214 3400-mitre dev ops enterprise summit briefing 2014-10_22
14 3400-mitre dev ops enterprise summit briefing 2014-10_22Bill Donaldson
 
Towards Probabilistic Assessment of Modularity
Towards Probabilistic Assessment of ModularityTowards Probabilistic Assessment of Modularity
Towards Probabilistic Assessment of ModularityKevin Hoffman
 
Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...
Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...
Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...pmaloney1
 
Metrics - Using Source Code Metrics to Predict Change-Prone Java Interfaces
Metrics - Using Source Code Metrics to Predict Change-Prone Java InterfacesMetrics - Using Source Code Metrics to Predict Change-Prone Java Interfaces
Metrics - Using Source Code Metrics to Predict Change-Prone Java InterfacesICSM 2011
 
Quality improvement for documentation case study 20120419
Quality improvement for documentation case study 20120419Quality improvement for documentation case study 20120419
Quality improvement for documentation case study 20120419Louise Tincher
 
PowerPoint’s Impact on Conference Ratings and Social Media Likes
PowerPoint’s Impact on Conference Ratings and Social Media Likes PowerPoint’s Impact on Conference Ratings and Social Media Likes
PowerPoint’s Impact on Conference Ratings and Social Media Likes Nathan Garrett
 
Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...
Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...
Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...flmkessels
 
Patella railsconf 2012
Patella railsconf 2012Patella railsconf 2012
Patella railsconf 2012Jeff Dwyer
 
Kanban i praksis hos maersk line
Kanban i praksis hos maersk line Kanban i praksis hos maersk line
Kanban i praksis hos maersk line BestBrains
 
Kanban i praksis hos maersk line
Kanban i praksis hos maersk lineKanban i praksis hos maersk line
Kanban i praksis hos maersk lineBestBrains
 
C Sat Improvement Plan
C Sat Improvement PlanC Sat Improvement Plan
C Sat Improvement PlanProtik Sinha
 
A Brief Introduction to Test-Driven Development
A Brief Introduction to Test-Driven DevelopmentA Brief Introduction to Test-Driven Development
A Brief Introduction to Test-Driven DevelopmentShawn Jones
 
Monte carlo simulation for energy risk management
Monte carlo simulation for energy risk managementMonte carlo simulation for energy risk management
Monte carlo simulation for energy risk managementScott Nelson
 
Java Tuning White Paper
Java Tuning White PaperJava Tuning White Paper
Java Tuning White Paperwhite paper
 
Agile Workshop: Agile Metrics
Agile Workshop: Agile MetricsAgile Workshop: Agile Metrics
Agile Workshop: Agile MetricsSiddhi
 
ODI 12c Installation and New Features
ODI 12c Installation and New FeaturesODI 12c Installation and New Features
ODI 12c Installation and New FeaturesCanburak Tümer
 

Similar a Student Presentation- ISU (18)

14 3400-mitre dev ops enterprise summit briefing 2014-10_22
14 3400-mitre dev ops enterprise summit briefing 2014-10_2214 3400-mitre dev ops enterprise summit briefing 2014-10_22
14 3400-mitre dev ops enterprise summit briefing 2014-10_22
 
Towards Probabilistic Assessment of Modularity
Towards Probabilistic Assessment of ModularityTowards Probabilistic Assessment of Modularity
Towards Probabilistic Assessment of Modularity
 
Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...
Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...
Objective Determination Of Minimum Engine Mapping Requirements For Optimal SI...
 
Metrics - Using Source Code Metrics to Predict Change-Prone Java Interfaces
Metrics - Using Source Code Metrics to Predict Change-Prone Java InterfacesMetrics - Using Source Code Metrics to Predict Change-Prone Java Interfaces
Metrics - Using Source Code Metrics to Predict Change-Prone Java Interfaces
 
Quality improvement for documentation case study 20120419
Quality improvement for documentation case study 20120419Quality improvement for documentation case study 20120419
Quality improvement for documentation case study 20120419
 
PowerPoint’s Impact on Conference Ratings and Social Media Likes
PowerPoint’s Impact on Conference Ratings and Social Media Likes PowerPoint’s Impact on Conference Ratings and Social Media Likes
PowerPoint’s Impact on Conference Ratings and Social Media Likes
 
Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...
Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...
Calvert, Do ‘normal’ traffic conditions really exist? Why modelling variation...
 
Patella railsconf 2012
Patella railsconf 2012Patella railsconf 2012
Patella railsconf 2012
 
Kanban i praksis hos maersk line
Kanban i praksis hos maersk line Kanban i praksis hos maersk line
Kanban i praksis hos maersk line
 
Kanban i praksis hos maersk line
Kanban i praksis hos maersk lineKanban i praksis hos maersk line
Kanban i praksis hos maersk line
 
C Sat Improvement Plan
C Sat Improvement PlanC Sat Improvement Plan
C Sat Improvement Plan
 
Integreation
IntegreationIntegreation
Integreation
 
A Brief Introduction to Test-Driven Development
A Brief Introduction to Test-Driven DevelopmentA Brief Introduction to Test-Driven Development
A Brief Introduction to Test-Driven Development
 
Monte carlo simulation for energy risk management
Monte carlo simulation for energy risk managementMonte carlo simulation for energy risk management
Monte carlo simulation for energy risk management
 
Java Tuning White Paper
Java Tuning White PaperJava Tuning White Paper
Java Tuning White Paper
 
Os Ramirez
Os RamirezOs Ramirez
Os Ramirez
 
Agile Workshop: Agile Metrics
Agile Workshop: Agile MetricsAgile Workshop: Agile Metrics
Agile Workshop: Agile Metrics
 
ODI 12c Installation and New Features
ODI 12c Installation and New FeaturesODI 12c Installation and New Features
ODI 12c Installation and New Features
 

Más de Mid-America Transportation Center

2023 MATC Scholars Program: Understanding Budgeting and Finance
2023 MATC Scholars Program: Understanding Budgeting and Finance2023 MATC Scholars Program: Understanding Budgeting and Finance
2023 MATC Scholars Program: Understanding Budgeting and FinanceMid-America Transportation Center
 
2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short List
2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short List2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short List
2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short ListMid-America Transportation Center
 
2023 MATC Scholars Program: Graduate School Student Experiences
2023 MATC Scholars Program: Graduate School Student Experiences2023 MATC Scholars Program: Graduate School Student Experiences
2023 MATC Scholars Program: Graduate School Student ExperiencesMid-America Transportation Center
 
2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...
2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...
2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...Mid-America Transportation Center
 
2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...
2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...
2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...Mid-America Transportation Center
 
MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...
MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...
MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...Mid-America Transportation Center
 

Más de Mid-America Transportation Center (20)

2023 MATC Scholars Program: Understanding Budgeting and Finance
2023 MATC Scholars Program: Understanding Budgeting and Finance2023 MATC Scholars Program: Understanding Budgeting and Finance
2023 MATC Scholars Program: Understanding Budgeting and Finance
 
2023 MATC Scholars Program: Communication Skills
2023 MATC Scholars Program: Communication Skills2023 MATC Scholars Program: Communication Skills
2023 MATC Scholars Program: Communication Skills
 
2023 MATC Scholars Program: Why Graduate School?
2023 MATC Scholars Program: Why Graduate School?2023 MATC Scholars Program: Why Graduate School?
2023 MATC Scholars Program: Why Graduate School?
 
2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short List
2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short List2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short List
2023 MATC Scholars Program: Choosing a Graduate Program - Making a Short List
 
2023 MATC Scholars Program: Graduate School Student Experiences
2023 MATC Scholars Program: Graduate School Student Experiences2023 MATC Scholars Program: Graduate School Student Experiences
2023 MATC Scholars Program: Graduate School Student Experiences
 
2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...
2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...
2023 MATC Scholars Program: Choosing Faculty Mentors & Finding "Mentoring Com...
 
2023 MATC Scholars Program: Program Overview
2023 MATC Scholars Program: Program Overview2023 MATC Scholars Program: Program Overview
2023 MATC Scholars Program: Program Overview
 
2015 MATC Scholars Program: Dr. Velvet Fitzpatrick
2015 MATC Scholars Program: Dr. Velvet Fitzpatrick2015 MATC Scholars Program: Dr. Velvet Fitzpatrick
2015 MATC Scholars Program: Dr. Velvet Fitzpatrick
 
2017 MATC Scholars Program: Dr. Luis Vázquez
2017 MATC Scholars Program: Dr. Luis Vázquez2017 MATC Scholars Program: Dr. Luis Vázquez
2017 MATC Scholars Program: Dr. Luis Vázquez
 
2017 MATC Scholars Program: Ms. Amy Maki
2017 MATC Scholars Program: Ms. Amy Maki2017 MATC Scholars Program: Ms. Amy Maki
2017 MATC Scholars Program: Ms. Amy Maki
 
2017 MATC Scholars Program: Dr. Edgar Blevins
2017 MATC Scholars Program: Dr. Edgar Blevins2017 MATC Scholars Program: Dr. Edgar Blevins
2017 MATC Scholars Program: Dr. Edgar Blevins
 
2017 MATC Scholars Program: Dr. Deo Chimba
2017 MATC Scholars Program: Dr. Deo Chimba2017 MATC Scholars Program: Dr. Deo Chimba
2017 MATC Scholars Program: Dr. Deo Chimba
 
2017 MATC Scholars Program: Dr. Ibibia Dabipi
2017 MATC Scholars Program: Dr. Ibibia Dabipi2017 MATC Scholars Program: Dr. Ibibia Dabipi
2017 MATC Scholars Program: Dr. Ibibia Dabipi
 
2017 MATC Scholars Program: Mr. Juhann Waller
2017 MATC Scholars Program: Mr. Juhann Waller2017 MATC Scholars Program: Mr. Juhann Waller
2017 MATC Scholars Program: Mr. Juhann Waller
 
2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...
2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...
2022 MATC Scholars Program: Dr. Gabriel Bruguier - Choosing a 4-year College ...
 
MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...
MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...
MATC Webinar Series: Dr. Haitao Li - Optimizing the Configuration of Food Sup...
 
2022 Intern Program - Madison Vater
2022 Intern Program - Madison Vater2022 Intern Program - Madison Vater
2022 Intern Program - Madison Vater
 
2022 Intern Program - Ryan Weyers
2022 Intern Program - Ryan Weyers2022 Intern Program - Ryan Weyers
2022 Intern Program - Ryan Weyers
 
2022 Intern Program - Abdullah Al Ajmi
2022 Intern Program - Abdullah Al Ajmi2022 Intern Program - Abdullah Al Ajmi
2022 Intern Program - Abdullah Al Ajmi
 
2022 Intern Program - Jose Aguilar
2022 Intern Program - Jose Aguilar2022 Intern Program - Jose Aguilar
2022 Intern Program - Jose Aguilar
 

Último

08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfhans926745
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 

Último (20)

08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 

Student Presentation- ISU

  • 1. Civil Construction and Environmental Engineering ITS Heartland 2012 Student Competition Nicole Oneyear, Skylar Knickerbocker, and Nick Hinnerichs
  • 2. Study Purpose • To evaluate real world ITS operations data • Demonstrate uses of the data • Give recommendations on how the data can be used
  • 3. Data Prep • Queried metrics using MYSQL Database to output smaller .csv files – Day of the week – Location – Peak Hour
  • 4. Data Analysis • Considered speed a direct correlation of congestion • Standard deviation was used as a reliability indicator • 85th percentile speeds were used as indicators when examining speed limit compliance • Mean speed was used as a congestion indicator
  • 5. Scope of Study • How has travel time and reliability changed from 2009 to 2011? • How reliable is the network for commuters? • Do users tend to comply with the speed limits in the area? • Do major events have a large effect on travel time within the corridor?
  • 6. CHANGES TO RELIABILITY OVER TIME Picture from: http://www.floridaits.com
  • 7.
  • 8.
  • 9. Standard Deviation Std Dev 4.5 6 8 9 10 11 12 Standard Deviation (in mph) for links in 2011 Std Dev 4.5 6 8 9 10 11 12
  • 10. Results • Small changes on various routes within the corridor • Mean speeds appear to be in accordance with their speed limits • Major routes overall appear to have less variance • Reliability appears to have improved from 2009 to 2011
  • 11. HOW RELIABLE IS THE NETWORK FOR COMMUTERS
  • 12. Background • Congestion has increased impacts on commuters • For this study AM Peak = 6AM to 9AM PM Peak = 3PM to 6PM
  • 13. AM Peak I-435 I-635 I-70 2009 2011 2009 2011 2009 2011 Mean Speed 64.85 65.10 64.90 64.64 64.79 64.47 Monday Standard Dev 1.06 2.06 0.95 1.95 1.70 2.51 Mean Speed 64.83 65.02 64.80 64.50 64.53 64.17 Tuesday Standard Dev 1.28 1.98 1.57 1.82 2.52 2.47 Mean Speed 64.90 64.94 64.83 64.44 64.51 64.01 Wednesday Standard Dev 1.02 1.90 1.20 2.19 2.15 2.76 Mean Speed 64.91 65.04 64.73 64.51 64.51 63.98 Thursday Standard Dev 0.89 2.00 2.34 1.91 2.48 2.40 Mean Speed 64.83 64.96 64.86 64.43 64.52 64.19 Friday Standard Dev 1.54 1.88 1.09 2.16 2.31 2.58
  • 14. PM Peak I-435 I-635 I-70 2009 2011 2009 2011 2009 2011 Mean Speed 63.81 66.40 63.05 64.80 64.09 64.95 Monday Standard Dev 5.71 4.94 4.60 3.43 4.02 2.97 Mean Speed 63.40 66.60 62.92 64.58 63.86 65.23 Tuesday Standard Dev 7.03 4.11 4.75 3.17 5.23 3.06 Mean Speed 63.83 66.78 63.16 64.19 64.07 64.73 Wednesday Standard Dev 5.57 3.26 4.54 3.48 4.26 3.77 Mean Speed 63.98 66.72 62.93 64.17 62.25 64.55 Thursday Standard Dev 4.67 3.16 4.40 3.38 4.20 3.97 Mean Speed 64.31 66.74 62.74 64.20 64.36 65.09 Friday Standard Dev 4.58 3.32 4.84 3.35 4.18 3.25
  • 15. AM Peak Hour 2009 – Std Dev of Speeds and Difference from Mean Speed Average Std Dev 0 AM Peak 7 10 12 AM Peak Hour 2011 – Std Dev of Speeds and Difference from Mean Speed Average Std Dev 0 7 10 12
  • 16. PM Peak Hour 2009 – Std Dev of Speeds and Difference from Mean Speed Average Std Dev 0 7 PM Peak 10 12 PM Peak Hour 2011 – Std Dev of Speeds and Difference from Mean Speed Average Std Dev 0 7 10 12
  • 17. Results • Mean speeds are similar for AM and PM Peak • Standard Deviation in speeds is larger in PM • Congestion appears to have decreased from 2009 to 2011 • The entire network displays similar results
  • 18. DO USERS TEND TO COMPLY WITH THE SPEED LIMITS?
  • 19. Speed Limit Compliance - 2009 & 2011 80 70 Number of Links 60 50 40 30 20 10 2009 0 2011 Difference between 85th Percentile Speed and Speed Limit
  • 20. Results • Speed limit compliance was reasonable • Majority of speeds less than 5 mph over the speed limit • Distribution is shifting towards a higher speed from 2009 to 2011 and therefore compliance is decreasing
  • 21. PLAZA AT THE SPEEDWAY Parallel Parkway 40,000 car’s per day CERNER 18 ACRE OF F ICE PARK SOCCER COMPL EX DO MAJOR EVENTS HAVE A LARGE EFFECT ON TRAVEL TIME WITHIN THE CORRIDOR?
  • 22. 67 66 65 Mean Speed (mph) 64 I70-2011 63 I70-June 5th 62 61 60 8am 9am 10am 11am 12pm 4pm 5pm 6pm 7pm 8pm
  • 23. 67.5 67 66.5 66 Mean Speed (mph) 65.5 65 I435-2011 I435-June 5th 64.5 64 63.5 63 62.5 8am 9am 10am 11am 12pm 4pm 5pm 6pm 7pm 8pm
  • 24. Results • Not much effects compared to other Sunday’s before the race event • I-70 showed increased congestion the hour after the race • I-435 showed increased congestion after the race
  • 25. Summary • Travel time reliability seemed to improve from 2009 to 2011 • The PM peak appears to be less reliable than the AM peak • Speed limit compliance is quite good, but has been decreasing from 2009 to 2011 • Major events do have some effect on congestion, however it was not as bad as expected.
  • 26. Recommendations • Use of DMS which display travel times are helpful in giving commuters options for rerouting • Data can be used to help determine where traffic enforcement is necessary • Use DMS or CMS to inform drivers of routes to take during major events Photo:

Notas del editor

  1. Note that this is only for major corridors
  2. Limitation of this is the speeds given are mean speeds of vehicles for the 5 minutes time period, so we aren’t capturing true 85th percentile speed