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