Post on 21-Feb-2017
Accident DetectionAlgorithms for smartphones
Liberty Rider Founders
Martin D’Allens (CTO & co-founder)martin.dallens@liberty-rider.com
Enseeiht Engineer
Jérémie Fourmann (CSO & co-founder)jeremie.fourmann@liberty-rider.com
Enseeiht Engineer & Phd
Emmanuel Petit (CEO & co-founder)emmanuel.petit@liberty-rider.com
Business School
Julien Le (CPO & co-founder)julien.le@liberty-rider.com
Business School
A full stack Team
- Developers - Research - Marketing - Business
About Liberty Rider
● Based in Toulouse
● Editor of motorcycle apps
● B2B :- white-label- algorithm-as-a-service- road data- expertise
Road Network Coverage -- France
12h 6 month
Accident Detection for Motorcycles
MachineLearningDatabase
- 200 GB of riding data- 1GB of motorcycle accidents- 1k labeled instrumented accidents
Smartphone Apps
- First motorcyclist protection app- iOS + Android support- 50k users in France
Smartphone Emergency
Accident
112EmergencyCenter
Realtimedetection algorithm
Loud sirenfor 1 minute
Liberty RiderCenter24h/7d
☑ Accident location☑ Accident gravity☑ Victim profile
Accelerometer Sensor
- Available in every smartphone- Low power mode- Rich source of information
in temporal and frequency domain
TemporalDomain
Sen
sor
Time
SignalProcessing
● Band pass filtering● Virtual sensor generation● Normalization process● Automatic windowing● Feature generation
Raw Data
Features table
Feat
ure
1
Feat
ure
2
Feat
ure
3
Datamining on Feature DB
Supervised Machine Learning Classification
Feature Engineering
● Model choice● Training● Validation
Feature 1
Feat
ure
2Fe
atu
re 2
Feat
ure
3
Feature 1
Feature 4Feature 3
Feat
ure
2Fe
atu
re 1
Feat
ure
2Fe
atu
re 3
Accident Detection As a ServiceHistoricalDatabase
Prediction Server
Labeled Database
Data Science
REST APIor streaming
Liberty SDK Trained Model
Model Update
Accelerometer captureReal time processingFeatures extraction
Web client
Application-specificBusiness
Logic
Accident Detection API Example
curl -X POST -d '{feature_1:0.125, feature_2:21558, ..., feature_n=122}' -H 'Content-Type: application/json' -H 'Authorization: Simple YOUR_API_KEY' https://api.liberty-science.com/accident-prediction/v3
HTTP 200 OK'{accident:true}'
Other Liberty Rider Algorithms
Preventive maintenance(under-inflated tires, low chain tension)
Driving behaviour recognition(prudent, normal, risky driving)
User activity recognition(standing, walking, running, driving)
Our Solutions
Custom development of new machine learningalgorithms based on accelerometer
Server prediction API
ai.liberty-rider.com
❏ SDK❏ Documentation❏ Demonstration app
Thanks for your attention
Any questions ?
contact@liberty-rider.com
1JamaicaCAR
An In-Vehicule App Store Framework
jan 2017
2JamaicaCAR
Convergence of automotive and tech
3JamaicaCAR
Few players will dominate*
● “A couple of specialized players will probably dominate each niche of the future automotive ecosystem”*
* Source: McKinsey
4JamaicaCAR
Few players will dominate, unless...
● Is this the future of cars?
– Connectivity and ADASwill grow and represent >10% of the total costof possession of a carover 5 years, while thebase price (purchasing price of the car)will shrink and represent 40%*
* Source: McKinsey
5JamaicaCAR
… Unless automakers react
●
–
– An App Platformfor the In-VehiculeInfotainment System
Toyota Touch&Go 2012: Glass of Water App Telenav 2015 on Chrysler
Dodge SRT 2016: Performance Gauge App
6JamaicaCAR
Why JamaicaCAR?
● Independent / Plain-White Branded Platform
● Lightweight: plug it, keep your hardware
● Native Code for fast, 100% up-time operations
● Fine Grained Security
● SOTA, not FOTA
● Full Portability: hardware independent
“from the Punto to the Ferrari”
7JamaicaCAR
What makes JamaicaCAR so Unique?
● Dr James Hunt, co-founderSecurity, Safety, Certification
● Dr Fridtjof Siebert, co-founderRealtime, Embedded, Determinism
● We are active in Critical Embedded Applications, specialist of Java since 2001
8JamaicaCAR
What comes with JamaicaCAR?
● Platform for the IVI
– Pluggable, hardware dependent
● SDK for the App developper
– Emulator, libraries
● Application Security Manager for the App Store manager
– Authentication, resource management, app cycle-life management
9JamaicaCAR
It’s all about Security!
● Ensurance
– an app should not endanger another app or the system itself
● Confidentiality
– nobody should be able to read-over-the-shoulder
● Integrity
– nobody should be able to replace-tamper an app
● Authenticity
– run only authenticated apps
● Non-repudiation
– authenticated apps shall be able to run and get its resources allocated
10JamaicaCAR
Security example: Resource Budgets
– The platform provider or a trusted entity packages a resource budget file with the app
– These are enforced by the runtime environment
– Resource budgets:
● CPU time budgets
● Thread budgets (number of simultaneous threads)
● Memory
– Example
xlet.timeBudget.paused = 10%
xlet.timeBudget.running = 50%
xlet.maxNumberOfThreads = 20
11JamaicaCAR
What’s Next?
12JamaicaCAR
An In-Vehicule App Store Framework
Didier Dusclauxdidier.dusclaux@aicas.com
jan 2017
WELCOME TO THEWORLD’S RENDEZ-VOUS FOR
GAME CHANGERSHALL 1 PARIS EXPO PORTE DE VERSAILLES - FRANCE
JUNE 15-17, 2017
THE EVENTVIVA TECHNOLOGY
VIVA TECHNOLOGYThe world’s rendez-vous for Game Changers organized by Publicis Groupe and Group Les Echos. Since 2016, visionaries, entrepreneurs, and tech lovers meet in Paris for a 3-day tech celebration.
VIVA TECHNOLOGYEmpowers startups and big companies to collaborate and transform themselves.
VIVA TECHNOLOGYAllows people to explore tomorrow’s innovations, and get inspiration from the most daring individuals.
AN EVENT DESIGNED FOR EVERY KIND OF STARTUP
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
VIVATECH IN 2016
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
https://www.youtube.com/watch?v=zqjvyBUQsl4
WHAT TO EXPECT IN 2017 ?
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
4 PILLARS AT VIVATECH
HACKMEETING BETWEEN STARTUPS AND LARGE COMPANIES WHO ARE CHANGING TOMORROW’S BUSINESS AND SOCIETY
1DISCOVERAN INTERNATIONAL STAGE TO DISPLAY YOUR GREATEST INNOVATIONS
2IMAGINEHUNDREDS OF LECTURES ABOUT THE FUTURE AND HAVE A HEAD START ON ALL THE LATEST TECHNOLOGIES
3ACCELERATESTARTUP GROWTH TURBOCHARGED THROUGH RIGHT CONNEXIONS AND EXPERT MONITORING
4
17 LABS IN 2016 100 INNOVATIONS DISPLAYED IN 2016
MORE THAN 300 SESSIONS IN 2016
VIVATECH’S NEW PILLAR
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
WHATTO EXPECT IN 2017
20
100 10+
10070%20
300+ 50,000
5,000
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
UNICORNS
STARTUPS
GAME CHANGERS
INTERNATIONALSPEAKERS
VISITORS
PITCHS &AWARDS
SIDE EVENTS
INNOVATIONSSHOWCASE
EXCLUSIVE TECH LAUNCHES
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
17 THEMATIC LABS CONFIRMED IN 2017
THE WORLD’S LARGESTSTARTUP CONTESTWHY SHOULD YOU PARTICIPATE IN CHALLENGES?
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
WHAT HAPPENED IN 2016
WORLDWIDE POKEMON GO LAUNCH
GOOGLE’S SELF-DRIVING CAR FOR THE 1ST TIME IN EUROPE
5,000STARTUPS
5,000STUDENTS & ACADEMICS
6,000CEOs
75%SENIORMANAGERS
850JOURNALISTS
250INVESTORS
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017 04
THE STARTUPS WON:• 850 booths• 5,000 days of acceleration• 50 POC• 100 pitches & awards• advertising campaigns• (...)
ENTREPRENEUR ?GIVE YOUR STARTUP A HEAD START ON GROWTH
HOW ?
THE WORLD’S LARGEST STARTUP CONTEST
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
150 CHALLENGES TO TAKE PART IN AT VIVATECHA UNIQUE OPPORTUNITY FOR STARTUPS TO GROW BY PARTICIPATING IN CHALLENGES PROPOSED BY MAJOR CORPORATIONS, INVESTORS AND PARTNERS
4 DIFFERENT WAYS TO BE SELECTED
“Take on this challenge and win a free booth in the lab partner”
DISCOVERY CHALLENGE AWARD CHALLENGE PITCHING CHALLENGE
“Take on this challenge and win a free booth in the Hall of Tech”
LAB CHALLENGE
“Take on this challenge and win a prize at VivaTech”
“Take on this challenge and pitch at VivaTech
1
“I WANT TO COLLABORATE WITH A
MAJOR COMPANY”
Collaborate - Co-work with leading businesses on solutions that will be taken to market
2 3 4
“I WANT TO SHOWCASE MY INNOVATIVE
PRODUCT”
Exhibit - Showcase your startup to industry leaders and media at your own booth
“I WANT TO WIN A PRIZE AND DOTATION
AT VIVATECH”
Award - Explain your business to VCs, incubators and accelerators to be awared
“I WANT TO PITCH MY SOLUTION AT
VIVATECH”
Pitch - Describe your solution in front of 50,000 people
VIVA TECHNOLOGY STARTUP CONNECT / PARIS 2017
#1 - LAB CHALLENGE
ONE LAB = ONE SPONSOR = A BUSINESS SECTOR
▪ THE LAB REFLECTS A VERTICAL CROSS-SECTION OF A SECTOR LED BY AN EXCLUSIVE PARTNERExamples: Automotive, Urban mobility, Luxury, Fintech, Automotive, Healthtech etc.
▪ FOR THREE DAYS, A LAB IS A SPACE DEDICATED TO CO-INNOVATION AND COLLABORATION WITH STARTUPSThe partner can in particular organise pitches with startups, presentations of its group, one-on-one meetings, workshops, entrepreneur/intrapreneur meetings, announcements, etc.
▪ 32 TO 64 STARTUPS ARE SELECTED BASED ON THEIR CAPACITY TO RISE TO THE REAL CHALLENGES OF DIGITAL TRANSFORMATION AND THE PARTNER’S INNOVATION RESEARCH
I WANT TO COLLABORATE WITH A MAJOR COMPANY
#1 - LAB CHALLENGE
BE IN A LAB TO:
▪ Have a free booth for 3 days▪ Beneficiate of 4 tickets (gross value €1960)▪ Be in the event program & on the event website▪ Collaborate and build commercial deals with the main
corporations of your business sector▪ Meet major international VCs and find your financing ▪ Showcase the concept of your latest technology to over
50,000 attendees▪ Catch the interest of international media ▪ Publicize your product and activity to the public
WHAT YOU CAN EXPECT IN A LAB?
#2 - DISCOVERY CHALLENGEI WANT TO SHOWCASE MY INNOVATIVE PRODUCT
DRONES
VIRTUAL REALITY
MUSIC & AUDIO INNOVATION
3D PRINTING
ROBOTICS
● During this event startups will have the opportunity to show their latest innovations in a 950 m2 "Discovery Zone".
● This fascinating area is dedicated to showcase the most incredible technologies of tomorrow, from drones and robots to virtual reality and hardware.
● VivaTech is looking for unique startups with innovative products that visitors can try and experience themselves.
● This challenge will select the most innovative startups and products with the unique opportunity to exhibit for free in the VivaTech Discovery Zone during 3 days.
#2 - DISCOVERY CHALLENGE
BE IN THE DISCOVERY ZONE TO : ▪ Have a free startup booth in the “Discovery” zone▪ Beneficiate of 4 accreditations (gross value €1960)▪ Have a time slot for demonstration in the Tech Arena▪ Be in the event program & on the event website▪ Have the official label “Selection of Viva Technology”
WHAT CAN YOU EXPECT IN THE DISCOVERY ZONE ?
STARTUP BOOTH
DISCOVERY ZONE (Non-binding visual)
TECH ARENA
#3 - AWARD CHALLENGE
▪ AN AWARD = A BID FOR STARTUPS▪ A PITCH OPPORTUNITY AT VIVATECHThe sponsor will have the opportunity to select 5 to 10 startups to have them pitch in their dedicated pitch zone for 1.5 hours on one of the 3 days at VivaTech
BE SELECTED FOR AN AWARD:▪ Beneficiate of 2 tickets (gross value €980)▪ Win a slot for acceleration, mentorship or financing
program▪ Have an exceptional visibility▪ Generate new qualified leads▪ Have a unique presence at Viva Technology▪ Be in the event program & on the event website
I WANT TO WIN AN AWARD
#4 - PITCHING CHALLENGEI WANT TO PITCH AT VIVATECH
BE SELECTED IN THE PITCH AREA:● Beneficiate of 1 ticket (gross value €490)
● Describe your solution in front of 50,000 people
● Have an exceptional visibility
● Be in the event program & on the event website
http://participate.vivatechnology.com/https://challenges.vivatechnology.com/en?group=1