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*DAY 3*/4
*Day 3* of the 2021 International Symposium on Transportation Data and
Modelling (ISTDM 2021) *will start at 9:00 am EDT, June 23 (Wednesday)*.If
you would like to join us, please click the button below to register for
free.
Register Now <https://limos.engin.umich.edu/istdm2021/register/>
Please find Day 3's agenda below. Visit Conference Schedule
<https://limos.engin.umich.edu/istdm2021/schedule/> page to view the full
program.
*Day 3's Agenda*
June 23 (Wednesday), 2021
You can click the button below to view Day 3 Sessions in detail.
View All Sessions on Day 3
<https://limos.engin.umich.edu/istdm2021/sessions/2021-06-23/>
*9:00 am - 9:50 am EDT: Keynote Session 5*
*Intelligent Driving Intelligence Test for Autonomous Vehicles with
Naturalistic and Adversarial Driving Environment*Keynote speaker: Henry Liu
Driving intelligence tests are critical to the development and deployment
of autonomous vehicles. The prevailing approach tests autonomous vehicles
in life-like simulations of the naturalistic driving environment. However,
due to the high dimensionality of the environment and the rareness of
safety-critical events, hundreds of millions of miles would be required to
demonstrate the safety performance of autonomous vehicles, which is
severely inefficient. We discover that sparse but adversarial adjustments
to the naturalistic driving environment, resulting in the naturalistic and
adversarial driving environment, can significantly reduce the required test
miles without loss of evaluation unbiasedness. By training the background
vehicles to learn when to execute what adversarial maneuver, the proposed
environment becomes an intelligent environment for driving intelligence
testing. We demonstrate the effectiveness of the proposed environment in a
highway-driving simulation. Comparing with the naturalistic driving
environment, the proposed environment can accelerate the evaluation process
by multiple orders of magnitude.
[image: Dr.-Henry-Liu-removebg-preview]
*10:00 am -11:20 am EDT: Parallel Sessions*
*W‑1 Connected and Automated VehiclesW‑2 Traffic OperationsW‑3
Data-Informed Decision MakingW‑4 Shared MobilityW‑5 BehaviorW‑6 Modeling,
Simulation and Optimization*
*11:30 am - 12:20 pm EDT: Keynote Session 6*
*Better Journeys For All Through Impact, Innovation & Responsibility*Keynote
speaker: Fengmin Gong
Data science and AI are at the core of the “fourth industrial resolution”.
While the science and technology community are diligently pushing the
frontier for the benefits of humanity, some fear the negative impact of the
same. The crust of the matter is that, Data science and AI are powerful
tools with huge potential, HOW we harness this power is the most critical
factor to success or disaster. In this talk, I will share three main
guiding principles — impact, innovation, and responsibility, which should
help us to do the right things the right way in applying AI. DiDi has been
at the forefront in transforming transportation through AI. To illustrate
these principles, I will use some examples in reinforcement learning for
optimization, NLP for safe rides, and use-case driven simulation for AV.
[image: Dr.-Fengmin-Gong-removebg-preview]
*We look forward to seeing many of you virtually!*
Kind regards,
The ISTDM Organizing Committee
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The 2021 International Symposium on Transportation Data and Modelling
(ISTDM 2021)
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