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September	
  4,	
  2013	
  
	
  
	
  
Connected	
  Cars:	
  
Changing	
  the	
  Future	
  of	
  
Transporta5on	
  
	
  
	
  
	
  
R.L.	
  Ber3ni	
  
Portland	
  State	
  University	
  	
  
ber3ni@pdx.edu	
  
Governor’s	
  Energy	
  Plan	
  2012	
  
§  Maximize	
  Energy	
  Efficiency	
  and	
  
Conserva3on	
  
§  Enhance	
  Clean	
  Energy	
  Infrastructure	
  	
  
§  Accelerate	
  Market	
  Transi3on	
  to	
  More	
  
Efficient,	
  Cleaner	
  Transporta3on	
  System	
  
Targets	
  ac3vi3es	
  to	
  accelerate	
  the	
  
deployment	
  of	
  intelligent	
  transporta3on	
  
systems	
  and	
  electric	
  vehicles,	
  including	
  
poten3al	
  integra3on	
  with	
  grid	
  moderniza3on	
  
ini3a3ves	
  
	
  
§  Con3nued	
  Investment	
  in	
  Compact,	
  
Mul3modal	
  and	
  Mixed-­‐Use	
  Communi3es	
  
§  Accelerated	
  Fleet	
  Turnover	
  (Residen3al	
  
and	
  Commercial)	
  to	
  Alterna3ve	
  Fuels	
  
§  Implementa3on	
  of	
  Intelligent	
  
Transporta3on	
  Systems	
  
§  Innova3on	
  in	
  Financing	
  a	
  Clean	
  
Transporta3on	
  System	
  
WeatherCrashesTraffic Pollution
Connected
vehicles can help.
They use wireless
communication between
vehicles and infrastructure
to help prevent crashes,
make travel easier, and
curb pollution.
All vehicles, regardless of
type, will communicate with
each other using a wireless
technology called
Dedicated Short-Range
Communications (DSRC).
DSRC
Connected vehicles
have the potential
to address up to
81% of unimpaired
crash scenarios.
Connected vehicles will
provide drivers with
warnings to help them
avoid crashes.
Trucks, transit, and
emergency vehicles are
connected vehicles too.
The vehicle information
communicated does
not identify the driver
or vehicle, and
technical controls have
been put in place to
help prevent vehicle
tracking and tampering
with the system.
Imagine if the cars in
front of you could send
you information about
dangerous road
conditions ahead, such
as icy roads, fog,
heavy rain, and snow.
Imagine your car
informing you of
available parking on
the next block, your
cell phone telling you a
cab is approaching, or
your car helping you
find a rideshare
partner.
Consider the ways in
which increased travel
information can help
the environment.
Connected vehicles
can help.
http://www.youtube.com/watch?v=Zuf2VNWGMnY
Safety	
  
§  32,788	
  fatali3es	
  in	
  2010	
  (-­‐3%	
  from	
  2009)	
  
§  1.09	
  fatali3es	
  per	
  100	
  MVMT	
  (VMT	
  +0.7%	
  in	
  2010)	
  
§  2.2	
  M	
  injuries	
  in	
  2009	
  
§  5.5	
  M	
  crashes	
  in	
  2009	
  
§  $230	
  B	
  total	
  cost	
  (including	
  medical)	
  
§  Leading	
  cause	
  of	
  death	
  for	
  ages	
  4	
  to	
  34	
  
Accessibility,	
  Reliability	
  and	
  Mobility	
  
§  4.8B	
  hours	
  travel	
  delay	
  (34	
  hours/auto	
  commuter)	
  
§  $115	
  billion	
  cost	
  of	
  urban	
  conges3on	
  
Household	
  Market	
  Basket	
  
§  Second	
  biggest	
  monthly	
  expense,	
  a`er	
  housing	
  
Sustainability	
  
§  28%	
  of	
  GHG	
  emissions	
  (78%	
  CO,	
  58%	
  NOx,	
  36%	
  VOCs)	
  
§  29%	
  of	
  energy	
  consumed	
  (mostly	
  petroleum)	
  
§  70%	
  of	
  petroleum	
  consump3on	
  (60%	
  imported)	
  
§  3.9	
  billion	
  gallons	
  of	
  wasted	
  fuel	
  
§  Half	
  of	
  Americans	
  live	
  in	
  areas	
  that	
  exceed	
  air	
  quality	
  
standards	
  for	
  at	
  least	
  one	
  pollutant.	
  
U.S.	
  Transport	
  Sector	
  Impacts	
  
Evolu3on	
  of	
  U.S.	
  ITS	
  Program	
  
Congressional Legislation Dates and Mission
Intermodal Surface
Transportation Efficiency Act
(ISTEA)
1991–1997 (extended to July 1998)
§  Research and Development
§  Operational Tests
§  Technical assistance including architecture
and standards
Transportation Equity Act for
the 21st Century (TEA-21)
1998–2003 (extended to August 2005)
§  Policy and Institutional Challenges to
Deployment
§  ITS Deployment Program (Congressionally
designated)
§  Model Deployment Initiatives
Safe, Accountable, Flexible,
Efficient Transportation
Equity Act: A Legacy for
Users (SAFETEA-LU)
2005–2009 (extended to March 31, 2012)
§  Research
§  Mainstreaming ITS
Moving Ahead for Progress in
the 21st Century (MAP-21)
2012-2014
Intelligent	
  Vehicle	
  in	
  2013	
  
§  2012	
  Ford	
  Focus	
  
§  $20,000	
  
§  EPA	
  Ra3ng	
  28	
  mpg	
  City/	
  
	
  40	
  mpg	
  Highway	
  
§  Adap3ve	
  cruise	
  control	
  
§  Forward	
  Collision	
  Mi3ga3on	
  
§  Blind	
  spot	
  informa3on	
  system	
  
§  Traffic	
  sign	
  recogni3on	
  
§  Lane	
  keeping	
  aid	
  
§  Driver	
  alert	
  
§  Connected	
  vehicles	
  and	
  infrastructure	
  
§  IIHS	
  es3mate	
  that	
  FCW,	
  LDW,	
  Side	
  View	
  Assist	
  
and	
  Adap3ve	
  Headlights	
  could	
  prevent/	
  
mi3gate	
  33%	
  of	
  fatal	
  and	
  20%	
  of	
  injury	
  crashes	
  
§  "This	
  technology	
  more	
  than	
  anything	
  else	
  holds	
  
great	
  promise	
  to	
  protect	
  lives	
  and	
  prevent	
  
injuries,"	
  NTSB	
  Chairman	
  Deborah	
  Hersman	
  
Vision	
  for	
  Connected	
  Future	
  
Infrastructure	
  
Vehicles	
  
	
  
Vision	
  for	
  Connected	
  Future	
  
Infrastructure	
  
Rail	
  
Mari5me	
  
Drivers	
  and	
  
Operators	
  
Wireless	
  
Devices	
  
Vehicles	
  
and	
  Fleets	
  
Solu3ons	
  for	
  80%	
  of	
  Crashes	
  
Rear End Warning 28%
Lane Departure 23%
Intersection 25%
Lane Change 9%
Backover 2%
Opposite Direction 2%
Connected	
  Vehicles	
  and	
  Travelers	
  
“Here	
  I	
  Am”	
  /	
  Where’s	
  My	
  
Bus/Carpool?	
  
la3tude,	
  longitude,	
  3me,	
  heading	
  angle,	
  speed,	
  lateral	
  
accelera3on,	
  longitudinal	
  accelera3on,	
  yaw	
  rate,	
  
throlle	
  posi3on,	
  brake	
  status,	
  steering	
  angle,	
  
headlight	
  status,	
  wiper	
  status,	
  external	
  temperature,	
  
turn	
  signal	
  status,	
  vehicle	
  length,	
  vehicle	
  width,	
  
vehicle	
  mass,	
  bumper	
  height	
  
Safety	
  Pilot	
  
V2V	
  
Forward	
  Collision	
  Warning	
  
Emergency	
  Electronic	
  Brake	
  Light	
  
Intersec3on	
  Movement	
  Assist	
  
Blind	
  Spot	
  Warning/Lane	
  Change	
  
Warning	
  
Do	
  Not	
  Pass	
  Warning	
  
Le`	
  Turn	
  Across	
  Path/Opposite	
  
Direc3on	
  
Right	
  Turn	
  in	
  Front	
  
	
  
V2I	
  
Signal	
  Phase	
  and	
  Timing	
  
Curve	
  Speed	
  Warning	
  
Railroad	
  Crossing	
  Warning	
  
Pedestrian	
  Detec3on	
  
	
  
11	
  Safety	
  Pilot	
  Applica3ons	
  
Device	
  Installa3on	
  Examples	
  
Antenna
+
Antenna
+
Driver display
DAS sensors,
OEM can bus
DAS Antenna
Inertial Mment Unit
Data Acquisition
System (DAS)
Vehicle	
  Awareness	
  Device	
  
A`ermarket	
  Safety	
  Device	
  
A`ermarket	
  Safety	
  Device	
  	
  
with	
  Data	
  Acquisi3on	
  
System	
  (DAS)	
  	
  
Data	
  Acquisi3on	
  from:	
  
§  A`ermarket	
  device	
  
§  Radar	
  or	
  ranging	
  device(s)	
  
§  4	
  cameras,	
  microphone	
  
§  OEM	
  CAN	
  bus	
  data	
  
§  Vehicle	
  mo3on	
  
§  Cell	
  &	
  GPS	
  antennas	
  
Basic	
  Safety	
  Message	
  
SAE	
  J2735	
  Basic	
  Safety	
  Message	
  
Major Attributes
Temporary ID
Time
Latitude
Longitude
Elevation
Speed
Heading
Acceleration
Brake System Status
Vehicle Size
Poten5al	
  End	
  State	
  Current	
  State	
  
Poten5al	
  Interim	
  States	
  
T	
  
V	
  
I	
  
T	
  
V	
  
I	
  
T	
  
V	
  
I	
  
Data	
  Environment	
  Evolu3on	
  
TRAVELER
VEHICLE
INFRASTRUCTURE
“some”
“a few”
“nearly zero”
VEHICLE
TRAVELER
“nearly all”
“some”
“where needed”
INFRASTRUCTURE
Data	
  
Environment	
  
Real-­‐5me	
  Data	
  Capture	
  and	
  Management	
   Mobility	
  Applica5ons	
  
Transit
Data
Truck Data
Reduce Speed
35 MPH
Weather
Application
Transit Signal
Priority
Fleet
Management/
Dynamic Route
Guidance
Mobility	
  Program	
  
High	
  Priority	
  Mobility	
  Applica3ons	
  
ISIG
ECO
TSP
ARTERIAL
DATA
ENVIRONMENTS
PED
SIG
FSP
PRE
EMPT
SPD
HARM
CACC
Q
WARN
FREEWAY
DATA
ENVIRONMENTS
RAMP
INC
ZONE
RESP
STG
ATIS
FDRG
FATIS
REGIONAL
(INFO) DATA
ENVIRONMENTS
DR-
OPT
S
PARK
WX
INFO
[EV]
DRG
ICM
WX -
MDSS
VMT
CORRIDOR
(CONTROL)
DATA
ENVIRONMENTS
TCON
NECT
TDISP
DRIDE
EFP
ETC
EVAC
TMAP
PERF
MEAS
PERF
MEAS
PERF
MEAS
PERF
MEAS
PERF
MEAS
PERF
MEAS
PERF
MEAS
MAY
DAY
LEGEND
DMA PROGRAM FUNDED
DMA SUPPORTED(NOT FUNDED),
OPENTO OTHER PROGRAMS
ANDRESEARCHERS
ENABLE ATIS
R.E.S.C.U.M.E*
*JOINTLY FUNDEDBY DMA AND
PUBLICSAFETY PROGRAMS
FRATIS
Dynamic	
  Mobility	
  Applica3ons	
  
§  Enable	
  Advanced	
  Traveler	
  Informa3on	
  System	
  
(EnableATIS)	
  
§  Freight	
  Advanced	
  Traveler	
  Informa3on	
  Systems	
  
(FRATIS)	
  
§  Integrated	
  Dynamic	
  Transit	
  Opera3ons	
  (IDTO)	
  
§  Intelligent	
  Network	
  Flow	
  Op3miza3on	
  (INFLO)	
  
§  Mul3-­‐Modal	
  Intelligent	
  Traffic	
  Signal	
  Systems	
  
(MMITSS)	
  
§  Response,	
  Emergency	
  Staging	
  and	
  Communica3ons,	
  
Uniform	
  Management,	
  and	
  Evacua3on	
  
(R.E.S.C.U.M.E.)	
  
AERIS	
  Program	
  
§  Low	
  Emission	
  
Zone	
  
§  Eco-­‐integrated	
  
Corridor	
  
Management	
  
§  Eco-­‐Signal	
  
Opera3ons	
  
§  Eco-­‐Lanes	
  
§  Support	
  
Alterna3ve	
  Fuel	
  
Vehicle	
  
Opera3ons	
  
§  Eco-­‐Traveler	
  
Informa3on	
  
 	
  Test	
  Bed	
  Investments	
  
 	
  Test	
  Bed	
  Investments	
  
OR
Policy	
  Issues	
  
Governance	
  
Liability	
  
Sustainability	
  
Legisla3on	
  
Policy	
  Issues	
  
Privacy	
  
Risk	
   Cer3fica3on	
  
Cyber/	
  
Security	
  
Data	
  Governance	
  
Implementa3on	
  Liability	
  
Sustainability	
  
Deployment	
  
Approach	
  
Financing	
  Legisla3on	
  
Join	
  us	
  on	
  September	
  16!	
  
More	
  informa3on	
  and	
  to	
  register:	
  
hlp://otrec.us/events/special/OTS	
  
The	
  highlights	
  of	
  the	
  5th	
  Annual	
  
Oregon	
  Transporta3on	
  Summit	
  
include:	
  
	
  
§  OTREC	
  Research	
  Poster	
  
Exhibit	
  (7-­‐8am	
  and	
  during	
  
breaks)	
  
§  Plenary	
  session	
  on	
  MAP21	
  
with	
  Adie	
  Tomer	
  (Brookings	
  
Ins3tu3on)	
  and	
  Rep.	
  Tobias	
  
Read	
  
§  Keynote	
  presenta3on	
  by	
  
author	
  Taras	
  Grescoe	
  
(Straphanger)	
  
§  Eight	
  workshops	
  on	
  topics	
  
ranging	
  from	
  bike/ped	
  safety	
  
to	
  connected	
  vehicles	
  
Thank	
  You	
  for	
  Your	
  Alen3on	
  

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Drive Oregon Event: Connected Cars: The Future of Transportation

  • 1. September  4,  2013       Connected  Cars:   Changing  the  Future  of   Transporta5on         R.L.  Ber3ni   Portland  State  University     ber3ni@pdx.edu  
  • 2. Governor’s  Energy  Plan  2012   §  Maximize  Energy  Efficiency  and   Conserva3on   §  Enhance  Clean  Energy  Infrastructure     §  Accelerate  Market  Transi3on  to  More   Efficient,  Cleaner  Transporta3on  System   Targets  ac3vi3es  to  accelerate  the   deployment  of  intelligent  transporta3on   systems  and  electric  vehicles,  including   poten3al  integra3on  with  grid  moderniza3on   ini3a3ves     §  Con3nued  Investment  in  Compact,   Mul3modal  and  Mixed-­‐Use  Communi3es   §  Accelerated  Fleet  Turnover  (Residen3al   and  Commercial)  to  Alterna3ve  Fuels   §  Implementa3on  of  Intelligent   Transporta3on  Systems   §  Innova3on  in  Financing  a  Clean   Transporta3on  System  
  • 4. Connected vehicles can help. They use wireless communication between vehicles and infrastructure to help prevent crashes, make travel easier, and curb pollution.
  • 5. All vehicles, regardless of type, will communicate with each other using a wireless technology called Dedicated Short-Range Communications (DSRC). DSRC
  • 6. Connected vehicles have the potential to address up to 81% of unimpaired crash scenarios.
  • 7. Connected vehicles will provide drivers with warnings to help them avoid crashes.
  • 8. Trucks, transit, and emergency vehicles are connected vehicles too.
  • 9. The vehicle information communicated does not identify the driver or vehicle, and technical controls have been put in place to help prevent vehicle tracking and tampering with the system.
  • 10. Imagine if the cars in front of you could send you information about dangerous road conditions ahead, such as icy roads, fog, heavy rain, and snow.
  • 11. Imagine your car informing you of available parking on the next block, your cell phone telling you a cab is approaching, or your car helping you find a rideshare partner.
  • 12. Consider the ways in which increased travel information can help the environment. Connected vehicles can help. http://www.youtube.com/watch?v=Zuf2VNWGMnY
  • 13. Safety   §  32,788  fatali3es  in  2010  (-­‐3%  from  2009)   §  1.09  fatali3es  per  100  MVMT  (VMT  +0.7%  in  2010)   §  2.2  M  injuries  in  2009   §  5.5  M  crashes  in  2009   §  $230  B  total  cost  (including  medical)   §  Leading  cause  of  death  for  ages  4  to  34   Accessibility,  Reliability  and  Mobility   §  4.8B  hours  travel  delay  (34  hours/auto  commuter)   §  $115  billion  cost  of  urban  conges3on   Household  Market  Basket   §  Second  biggest  monthly  expense,  a`er  housing   Sustainability   §  28%  of  GHG  emissions  (78%  CO,  58%  NOx,  36%  VOCs)   §  29%  of  energy  consumed  (mostly  petroleum)   §  70%  of  petroleum  consump3on  (60%  imported)   §  3.9  billion  gallons  of  wasted  fuel   §  Half  of  Americans  live  in  areas  that  exceed  air  quality   standards  for  at  least  one  pollutant.   U.S.  Transport  Sector  Impacts  
  • 14. Evolu3on  of  U.S.  ITS  Program   Congressional Legislation Dates and Mission Intermodal Surface Transportation Efficiency Act (ISTEA) 1991–1997 (extended to July 1998) §  Research and Development §  Operational Tests §  Technical assistance including architecture and standards Transportation Equity Act for the 21st Century (TEA-21) 1998–2003 (extended to August 2005) §  Policy and Institutional Challenges to Deployment §  ITS Deployment Program (Congressionally designated) §  Model Deployment Initiatives Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users (SAFETEA-LU) 2005–2009 (extended to March 31, 2012) §  Research §  Mainstreaming ITS Moving Ahead for Progress in the 21st Century (MAP-21) 2012-2014
  • 15. Intelligent  Vehicle  in  2013   §  2012  Ford  Focus   §  $20,000   §  EPA  Ra3ng  28  mpg  City/    40  mpg  Highway   §  Adap3ve  cruise  control   §  Forward  Collision  Mi3ga3on   §  Blind  spot  informa3on  system   §  Traffic  sign  recogni3on   §  Lane  keeping  aid   §  Driver  alert   §  Connected  vehicles  and  infrastructure   §  IIHS  es3mate  that  FCW,  LDW,  Side  View  Assist   and  Adap3ve  Headlights  could  prevent/   mi3gate  33%  of  fatal  and  20%  of  injury  crashes   §  "This  technology  more  than  anything  else  holds   great  promise  to  protect  lives  and  prevent   injuries,"  NTSB  Chairman  Deborah  Hersman  
  • 16. Vision  for  Connected  Future   Infrastructure   Vehicles    
  • 17. Vision  for  Connected  Future   Infrastructure   Rail   Mari5me   Drivers  and   Operators   Wireless   Devices   Vehicles   and  Fleets  
  • 18. Solu3ons  for  80%  of  Crashes   Rear End Warning 28% Lane Departure 23% Intersection 25% Lane Change 9% Backover 2% Opposite Direction 2%
  • 19. Connected  Vehicles  and  Travelers   “Here  I  Am”  /  Where’s  My   Bus/Carpool?   la3tude,  longitude,  3me,  heading  angle,  speed,  lateral   accelera3on,  longitudinal  accelera3on,  yaw  rate,   throlle  posi3on,  brake  status,  steering  angle,   headlight  status,  wiper  status,  external  temperature,   turn  signal  status,  vehicle  length,  vehicle  width,   vehicle  mass,  bumper  height  
  • 21. V2V   Forward  Collision  Warning   Emergency  Electronic  Brake  Light   Intersec3on  Movement  Assist   Blind  Spot  Warning/Lane  Change   Warning   Do  Not  Pass  Warning   Le`  Turn  Across  Path/Opposite   Direc3on   Right  Turn  in  Front     V2I   Signal  Phase  and  Timing   Curve  Speed  Warning   Railroad  Crossing  Warning   Pedestrian  Detec3on     11  Safety  Pilot  Applica3ons  
  • 22. Device  Installa3on  Examples   Antenna + Antenna + Driver display DAS sensors, OEM can bus DAS Antenna Inertial Mment Unit Data Acquisition System (DAS) Vehicle  Awareness  Device   A`ermarket  Safety  Device   A`ermarket  Safety  Device     with  Data  Acquisi3on   System  (DAS)     Data  Acquisi3on  from:   §  A`ermarket  device   §  Radar  or  ranging  device(s)   §  4  cameras,  microphone   §  OEM  CAN  bus  data   §  Vehicle  mo3on   §  Cell  &  GPS  antennas  
  • 23. Basic  Safety  Message   SAE  J2735  Basic  Safety  Message   Major Attributes Temporary ID Time Latitude Longitude Elevation Speed Heading Acceleration Brake System Status Vehicle Size
  • 24. Poten5al  End  State  Current  State   Poten5al  Interim  States   T   V   I   T   V   I   T   V   I   Data  Environment  Evolu3on   TRAVELER VEHICLE INFRASTRUCTURE “some” “a few” “nearly zero” VEHICLE TRAVELER “nearly all” “some” “where needed” INFRASTRUCTURE
  • 25. Data   Environment   Real-­‐5me  Data  Capture  and  Management   Mobility  Applica5ons   Transit Data Truck Data Reduce Speed 35 MPH Weather Application Transit Signal Priority Fleet Management/ Dynamic Route Guidance Mobility  Program  
  • 26. High  Priority  Mobility  Applica3ons   ISIG ECO TSP ARTERIAL DATA ENVIRONMENTS PED SIG FSP PRE EMPT SPD HARM CACC Q WARN FREEWAY DATA ENVIRONMENTS RAMP INC ZONE RESP STG ATIS FDRG FATIS REGIONAL (INFO) DATA ENVIRONMENTS DR- OPT S PARK WX INFO [EV] DRG ICM WX - MDSS VMT CORRIDOR (CONTROL) DATA ENVIRONMENTS TCON NECT TDISP DRIDE EFP ETC EVAC TMAP PERF MEAS PERF MEAS PERF MEAS PERF MEAS PERF MEAS PERF MEAS PERF MEAS MAY DAY LEGEND DMA PROGRAM FUNDED DMA SUPPORTED(NOT FUNDED), OPENTO OTHER PROGRAMS ANDRESEARCHERS ENABLE ATIS R.E.S.C.U.M.E* *JOINTLY FUNDEDBY DMA AND PUBLICSAFETY PROGRAMS FRATIS
  • 27. Dynamic  Mobility  Applica3ons   §  Enable  Advanced  Traveler  Informa3on  System   (EnableATIS)   §  Freight  Advanced  Traveler  Informa3on  Systems   (FRATIS)   §  Integrated  Dynamic  Transit  Opera3ons  (IDTO)   §  Intelligent  Network  Flow  Op3miza3on  (INFLO)   §  Mul3-­‐Modal  Intelligent  Traffic  Signal  Systems   (MMITSS)   §  Response,  Emergency  Staging  and  Communica3ons,   Uniform  Management,  and  Evacua3on   (R.E.S.C.U.M.E.)  
  • 28. AERIS  Program   §  Low  Emission   Zone   §  Eco-­‐integrated   Corridor   Management   §  Eco-­‐Signal   Opera3ons   §  Eco-­‐Lanes   §  Support   Alterna3ve  Fuel   Vehicle   Opera3ons   §  Eco-­‐Traveler   Informa3on  
  • 29.    Test  Bed  Investments  
  • 30.    Test  Bed  Investments   OR
  • 31. Policy  Issues   Governance   Liability   Sustainability   Legisla3on  
  • 32. Policy  Issues   Privacy   Risk   Cer3fica3on   Cyber/   Security   Data  Governance   Implementa3on  Liability   Sustainability   Deployment   Approach   Financing  Legisla3on  
  • 33. Join  us  on  September  16!   More  informa3on  and  to  register:   hlp://otrec.us/events/special/OTS   The  highlights  of  the  5th  Annual   Oregon  Transporta3on  Summit   include:     §  OTREC  Research  Poster   Exhibit  (7-­‐8am  and  during   breaks)   §  Plenary  session  on  MAP21   with  Adie  Tomer  (Brookings   Ins3tu3on)  and  Rep.  Tobias   Read   §  Keynote  presenta3on  by   author  Taras  Grescoe   (Straphanger)   §  Eight  workshops  on  topics   ranging  from  bike/ped  safety   to  connected  vehicles  
  • 34. Thank  You  for  Your  Alen3on