– Come to meet Nexyad at CES 2018 in Las Vegas – January 8-12
– NEXYAD giving the award of the best Insurtech startup «prix coup de cœur des assureurs 2017»,
organized by Cercle LAB (Laboratoire Banque Assurance) at Allianz Tower in Paris La Défense
– Nexyad invited speaker at UNESCO Conference on Artificial Intelligence : use case of autonomous vehicle
– SafetyNex driving risk assessment (20 times per second while driving): anticipation of danger
– INTEMPORA and NEXYAD, members of MOVEO Groupement ADAS interviewed on BFM Business (Major French TV)
– Bitumen Free Space Detection by Nexyad RoadNex module in real time on a Smartphone
– Nexyad on Groupement ADAS booth at Equip’Auto 2017
– Validation of ADAS Nexyad Database with ground reality
– Individual driving risk assessment and car insurance : what applications ? what business models ?
– SafetyNex can bring Artificial Intelligence into Autopilots in respect of ASIL ISO 26262
– Welcome to YOGOKO, new member of “MOV’EO” Groupement ADAS cluster
Come to meet Nexyad at CES 2018 in Las Vegas (Jan 8-12)
Nexyad invite you to visit us at the Leddar Ecosystem Pavillion at East LVCC – Central Plaza (booth CP-23)
If you want to reserve a meeting slot, please contact us at nexyadCES2018@nexyad.net
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NEXYAD giving the award of the best Insurtech startup « prix coup de cœur des assureurs 2017», organized by Cercle LAB (Laboratoire Banque Assurance) at Allianz Tower in Paris La Défense
Gerard Yahiaoui at Cercle Lab
Last year Nexyad won the special prize « Coup de Cœur » by french insurers of Cercle Lab with SafetyNex the driving risk assessment App in real time. For this, Gerard Yahiaoui CEO of Nexyad handed the 2017 new prize to the winner KAP-Code represented by Adel Mebarki. Kap-Code is dedicated to improve the care of chronic diseases and the detection of drug safety signals on social networks thruth 3 solutions : helping patients and health advisors with connected objects, Digital Health that allows profesionals to provide care for their patients and harnessing Big Data for science.
Adel Mebarki, head of innovation of Kap-Code
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Nexyad invited speaker at UNESCO Conference on Artificial Intelligence : use case of autonomous vehicle
Nexyad CEO Gérard Yahiaoui A.I. expert was invited to speak (invited paper) in a conference in Paris on Artificial Intelligence (JNI/IESF, Under the patronage of UNESCO, 2017 Oc 19). He talked about Artificial Intelligence for Autonomous Vehicle : « Intelligence Artificielle pour le Véhicule Autonome, et exemple de réalisation : SafetyNex ». Very interesting papers during this day showing a broad range of AI applications (automotive, fashion, HR management, Legal, …). More than 400 people in the audience.
Gerard Yahiaoui explaning difference between A.I. and complex automation for autonomous driving
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SafetyNex driving risk assessment (20 times per second while driving): anticipation of danger
SafetyNex estimates driving risk 20 times per second, during driving (real time).
On the following figure, you can see risk rising when approaching a stop sign with an inappropriate car speed :
Speed of the car is quite high before the STOP sign and Risk goes to the maximum with a vocal alarm to the driver which have time to slow down or brake to stop.
This estimation is computed INSIDE the local device (inside the car). Current implementation is on smartphones (IOS and Android), then computing of risk is completely done INSIDE the smartphone : that makes SafetyNex compliant with all driver’s privacy regulations and laws in Europe.
INTEMPORA and NEXYAD, members of MOVEO Groupement ADAS on BFM Business (Major French TV)
1st Nov 2017, the Tech & Co tv show on the subject : will self-driving car come sooner than expected ?
Nicolas du Lac & Gerard Yahiaoui
Nicolas du LAC, INTEMPORA, and Gerard YAHIAOUI, NEXYAD, presented their innovations and explained how the MOVEO Groupement ADAS helps to be stronger for their innovative startups.
Nicolas talked about RT-MAPS that is a software tool for R&D, making easy the task of developing applications with multiple sensors (cameras, lidar, radar, …) that of course are not synchronized and that must collaborate through algorithms of sensor fusion in order to get good objects detection and recognition.
Gerard talked about SafetyNex that is an onboard real time module that is the only module in the world that can estimate driving risk 20 times per second. Self-driving car can then know the risk it takes with and it simplifies the development of autopilot (example : « if risk too high then slow down »).
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Bitumen Free Space Detection by Nexyad RoadNex on Smartphone
RoadNex detects free space on road with negative detection of obstacles as vehicle on the video below.
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Nexyad present with Groupement ADAS at Equip’Auto 2017
Philippe Orvain, CEO of Nomadic Solutions
Nexyad was present with Groupement ADAS at Equip’Auto Congress in Paris. Groupement ADAS is a SME’s cluster : 10 companies with expertise in the field of Advanced Driver Assistance Systems, Connected car and Autonomous vehicle. Philippe Orvain CEO of Nomadic Solutions and competitiveness cluster MOV’EO Vice President has responsed to journalist Laurent Meillaud on Congress TV channel.
Watch Philippe Orvain interview on the congress channel with SafetyNex video demo :
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Validation of ADAS Nexyad Database with ground reality
Free space ground reality (for RoadNex) and obstacles ground reality (for ObstaNex)
The NEXYAD company is currently developing the construction of a database for the validation of systems of driver assistance and driving delegation, (ADAS and Autonomous car) using the AGENDA methodology published in the 1990s by Gérard Yahiaoui in the field of machine learning and artificial neural networks applications. Here is an example of ground reality : ground reality is needed in order to automate performance / KPIs measurement when you modify the perception system.(methodology initially intended to handle, among other things, the construction of learning databases and tests for the implementation of neural networks).
This database has two essential characteristics:
1) Real-life situations
Indeed, the AGENDA methodology recommends describing the possible variations of signals and input images as factors of variability and their crosses.
Example, for obstacle detection:
. weather (dry weather, sunny weather, rain, fog) . overall brightness (low, medium, high)
. vehicle speed (low, moderate, high)
. type of road (motorway, road with marking, road without marking, …)
. coating (bitumen 1, bitumen 2, …, pavers)
. day / night (car headlights and infrastructure lighting)
. season (spring, summer, autumn, winter)
. etc.
NEXYAD’s ambition is to propagate its methodological expertise and to enable everyone to evaluate the performance of vision systems for ADAS, be they systems developed by NEXYAD or others.
Individual driving risk assessment and car insurance : what applications ? what business models ?
As many people know now, NEXYAD has been developing the first real time driving risk assessment system called SafetyNex.
SafetyNex is currently available in B2B :
. as a smartphone App (Android and IOS)
. as a real time driving risk assessment API that OEMs and Insurers may integrate into their own smartphone App or into their own telematics or ADAS device (Android, iOS, Linux, Windows).
This real time driving risk assessment module has been validated on 50 million km, and applies proven methods for risk assessment, using, for instance, the Frank E. BIRD « safety triangle » concept, and running in real time a knowledge-based system AI that has been built by NEXYAD since 2001. It took 15 years to extract thousands of road safety knowledge atoms from experts of 19 countries. Some of this knowledge is directly operational, some is deep knowledge on detection theory (a mix of Information Theory and Knowledge on Human Brain abilities). And of course, SafetyNex also applies fundamental knowledge on mechanics (braking abilities, …) including complex issues such as grip for example.
Complex Automation MUST be ASIL ISO 26262.
Artificial Intelligence CANNOT BE ASIL ISO 26262 (by definition) and acts only on parameters of Complex Automation doing ++/– – variations, never skipping « reflexes actions » (emergency braking, etc), but allowing anticipation speed adaptation to reduce frequency of emergency situations (and then give more margin to reflexes actions and also improve comfort). Maximum acceptable Driving Risk can be changed depending on driving situation in order to set « aggressivity level» of HAV.
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Welcome to YOGOKO, new member of « MOV’EO » Groupement ADAS cluster
In november, cluster Groupement ADAS, from Mobility and Automotive R&D competitiveness national cluster Mov’eo, welcomed YOGOKO as new member. It makes eleven players like a football team, and we hope to score goals in the Automotive market competition.
YoGoKo is a startup company founded in 2014 by employees from three research institutes : Mines ParisTech, Telecom Bretagne and Inria. YoGoKo makes use of software developed in teams specialized in Internet technologies (RSM at Telecom Bretagne) and robotics (CAOR at Mines ParisTech and RITS at Inria). These research teams have been working together since 2006 on innovative communication solutions applied to Intelligent Transportation Systems. They contributed to several collaborative R&D projects related to ITS (CVIS, ITSSv6, GeoNet, DriveC2X, SCORE@F, …).
In 2012, these laboratories engaged together into the development of a common demonstration platform which comprises connected vehicles (fleet of conventional vehicles from Mines ParisTech and fleet of autonomous vehicles from Inria), roadside equipments and cloud-based services.
YoGoKo demonstration platform was finally revealed on Feb. 11 th 2014 during the Mobilité 2.0 event organized by the French Ministry of Transport. This successful demonstation and the extremely warmfull feedack gained at this occasion triggered the launch of YoGoKo as a company.
Nexyad was present with Groupement ADAS at Equip’Auto Congress in Paris. Groupement ADAS is a SME’s cluster : 10 companies with expertise in the field of Advanced Driver Assistance Systems, Connected car and Autonomous vehicle. Philippe Orvain CEO of Nomadic Solutions and competitiveness cluster MOV’EO Vice President has responsed to journalist Laurent Meillaud on Congress TV channel.
Watch Philippe Orvain interview on the congress channel with SafetyNex video demo :
– Road accident and driving risk are two different notions
– Nexyad at AutoSens Brussels 2017
– Enova Symposium Paris 2017
– Connected & Self-driving Car Meetup #9
– Academic chair at MOV’EO with INSA Rouen
– Sensor fusion and data fusion with SafetyNex
– SafetyNex : Understanding the Concept of Risk
– NEXYAD : the story
– Navigation Based ADAS : use SafetyNex to build ACC and anticipation (predictive) brake systems
Road accident and driving risk are two different notions
A lot of professionals that must cope with road safety observe accident through statistics : it seems to be normal to think that safety is low where there are a lot of accidents and that safety is high where there are few accidents.
This reality tends to make people confuse the two notions : risk and accident.
And since you stay at the statistic level, then it works : if 99% of people that played russian roulette more than 50 times have died (accident), then you can say that russian roulette is risky (risk).
Insurance companies, fleet managers, have taken into account those statistics, in order to estimate their future costs, and compute their pricing.
But now, digital connected devices are available at the very individual and local level : telematics (professional devices installed into cars), smartphones, connected car, can estimate the driving behaviour in real time and they know exactly where you drive.
Then, what this new technology brings to risk assessment ? and can you still apply at the individual level the ideas that was set at a population (statistics) level ?
That question was studied in 1969 by an American University Professor that was also a researcher for the company « Insurance of North America », Frank E. BIRD, and a key notion was then used : the « incident » or « near miss accident » or « quasi accident ». It was shown that the risk you take does not lead to accident but to « quasi-accident ». Indeed, even in very risky situations, accident can be avoided most of the time at the very last second ! Frank E. BIRD worked on what was called « The Triangle of Risk » or « Safety Triangle »
Sometimes, you do not have luck … and then you have an accident instead of having a quasi-accident.
Example of Statitical Relationship in Risk Assessment : from Behaviour to Fatalities
Then accident is the confluence of « risk you take » and « bad luck ». It is interesting to notice that, if you do not study the individual and local (in space and time) level, so if you consider a large population of drivers during a long duration, then « bad luck » automatically disappears… and so risk can be measured by observation of accident. But at the individual and local levels, risk cannot be measure by observing accident.
It is interesting to read about Safety Triangle and then have a clear idea of links between RISK, ACCIDENT, SEVERE PERSONAL INJURIES.
In road Safety concerns, researchers and experts have been working during 50 years on this concept of quasi-accident and they accumulated data and knowledge about this key notion. Let us resume the russian roulette comparison : pulling the trigger is the quasi-accident … and sometimes you die (accident). But even before playing such a « game » you KNOW that it is risky.
The knowledge of risk is represented by a collection of cause-effect relationships.
There is a knowledge-based artificial intelligence system that gathered the knowledge from road safety experts and researchers (that work mainly on road infrastructure) and that is now available in order to assess driving risk in real time : SafetyNex developed by the company NEXYAD. SafetyNex is the « thermometer » of driving risk and it alerts the driver BEFORE the dangerous situation, letting time to slow down and then potentially to avoid accident, to reduce severity (less personal severe injuries), …
Obviously, markets are :
. car insurance (prevention, severity, UBI)
. fleet management (prevention, reduction of costs, fit in regulations and laws)
But even the automotive can take benefit of suche a real time driving risk assessment module :
. intelligent navigation with risk vocal alerts
. automatic triggering of braking for ADAS (if risk too high then slow down)
. driverless cars : giving to the artificial intelligence that drives the car the perception of the risk it takes…
SafetyNex opens the door to a new generation of onboard applications for every field of automotive sector that is concerned with risk and safety. Read more
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Nexyad at AutoSens Brussels 2017
AutoSens took place at the AutoWorld Museum in Brussels September 19-21.
To answer the issues of Connected Cars and Autonomous Cars, engineers need first to give eyes, ears and A.I. to future vehicles. Sensors will play this crucial and difficult role of replacing the human senses.
Engineers and sensors providers met for three days of conferences and workshops.
Groupement ADAS was present with Leddartech the lidars canadian company that rose 100 M$ funding, New Imaging Technologies with their unique high dynamic range camera sensors, Intempora that provide famous RT-Maps, and of course Nexyad presented his three camera-based software modules for Road Detection – RoadNex, for Obstacles Detection – ObstaNex, for Visibility Measurement – VisiNex and SafetyNex – the Road Safety system with sensors fusion and data fusion (digital map, accelerometers, GPS, cameras, lidars, radars, ultrasounds, weather data, traffic data, etc.).
New players appeared as Crowdflower or Mighty Ai, they are plateforms that help you process your data or images very quickly by dividing the workload with very many people registered online.
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Enova Symposium Paris 2017
Round Table at ENOVA symposium in Paris, on the subject of self-driving car
(see from left to right)
. Vincent ABADIE, Vice-President Expert Leader Autonomous Vehicle and ADAS, PSA Group
. Jochen LANGHEIM, Vice-President advanced systems R&D programs, ST MICROELECTRONICS
. Jean-François SENCERIN, Autonomous Driving NFI/PFA Program Director
. Gérard YAHIAOUI CEO, NEXYAD
. Guillaume DEVAUCHELLE, Vice-President Innovation, VALEO
. Alain PIPERNO, Expert Safety & Autonomous Vehicle, UTAC
The audience could listen to this experts panel and ask questions about connected and driverless cars.
Journalist : Laurent MEILLAUD
ENOVA, Paris, Porte de Versailles
3 days of exchanges and conviviality at the service of Innovation + Business Meetings driven by THE NEW NEEDS OF CONNECTIVITY. Read more about the Event
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Connected & Self-driving Car Meetup #9
Nexyad was invited to the Connected & Self-driving Car Meetup #9 at Le Square (Renault’s innovation lab in Paris), on september 13.
Thanks to the perfect organisation of Laurent Dunys and Bruno Moncorge.
A large audience listened presentation about vehicles and data security with Nabil Bouzerna of IRT SystemX. Finally, Jean-François Menier, lawyer at Elyos Avocats gave a very interesting wrap-up about the potential responsibility of a driver in the case of a connected / self-driving car accident and of course about driver and passengers safety with SafetyNex App : real time driving risk assessment.
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Academic chair : effective collaboration between MOV’EO groupement ADAS and INSA Rouen
MOV’EO Groupement ADAS built an academic chair with INSA ROUEN (option Intelligent Transportation) on ADAS and driverless cars.
The first course was given by Gérard YAHIAOUI, CEO of NEXYAD, the 13th of September 2017 in Rouen : presentation of key notions (near missed accident, driving risk), and presentation of SafetyNex (real time driving risk assessment) and applications to car insurance, fleet management, ADAS, and driverless cars.
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Sensor fusion and data fusion with SafetyNex
SafetyNex is a real time driving risk assessment system. Of course, Driving Risk makes everyone think of car insurance and fleet management. And it is a natural application (deployment has already started). But it is important to note that Driving Risk is also a key notion for ADAS and Driverless car.
Indeed, Driving Risk happens when there is no adequation between Driving Behaviour and Driving Context. ADAS and Driverless act on Driving Behaviour :
. ADAS modifies Driving Behaviour : braking when the human driver did not, etc …
. Driverless car creates Driving Behaviour : there is still a driver called « artificial intelligence ».
Driving context is measured :
. Map Electronic Horizon
. GPS
. Accelerometers
. Times to collision (front and rear)
. Number of vulnerables around (even on sidewalks)
. Atmospheric visibility / weather condition (fog, pouring rain, etc.)
. X2Car Data Streams (accident, weather alert, construction area, etc.
So you can now imagine that if you have the opportunity to ESTIMATE adequation between Driving Behaviour and Driving Context, then you can build much more relevant ADAS and Driverless Artificial Intelligence (adequation or inadequation).
You may notice that Driving Context is measured through heterogenous sensors and data streams. It brings no difficulty to SafetyNex that uses Fuzzy Sets and Possibility Theory to estimate adequation, givin a Driving output called Driving Risk (that you should want to minimize under constraints of mobility efficiency).
Then SafetyNex is actually a sensor and data fusion system (high level fusion), much more efficient than every fusion systems that you ever developed, because it generates a variable (Driving Risk) that is a KEY NOTION for driving and is EASY TO UNDERSTAND AND USE.
NEXYAD implemented a low cost version with only the first 3 inputs (more than 5,000 road safety rules to cope with the infrastructure dangers …) and is now implementing simple rules to take into account mobile context. Example: « the shorter the time to collision, the higher the risk ». And that’s it ! The knowledge based artificial intelligence of SafetyNex automatically does the fusion with the 5,000 rules. There is no need to « weight » the rules, as possibility theroy allows a fusion with every rule competing with the others … Elegant applied maths to a problem that most engineers describe in a so complicated way that it becomes impossible to solve.
We really encourage ADAS and Driverless engineers to come to us and simply integrates SafetyNex (low CPU consumption, easy real time, etc.) and then get NOW a proven sensor fusion and data fusion system that works. This gives ONE dimension of Driving Systemic Analysis items: Driving Risk, in real time.
Of course, if you do the systemic analysis you will find other dimensions of interest (we let you do that, we’ve done it for ourselves, trace of the military research past of NEXYAD founders).
SafetyNex is now under implementation by big ADAS OEM companies. Series deployment will start in 2018. We will be glad to help you being a part of it.
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SafetyNex : Understanding the Concept of Risk
SafetyNex App is a real time driving risk assessment. We present below 3 videos to explain as simply as possible the concept of driving risk.
Luck doesn’t change the risk that the driver takes. It means that risk taken by the « lucky risky driver » is exactly the same than risk taken by the « unlucky risky driver ». It is possible then to detect risky drivers before they have accident (anticipation of costs). Once detected, it is possible to train them (prevention program).
Because SafetyNex driving risk assessment is done in real time, it is possible to alert the driver (when risk is higher than an acceptable value), and if driver slows down, then risk never rises at the red level. It is an onboard prevention system (ADAS).
Observation of accidents on a short period of time (3 months for instance) may not show any difference between « cautious driver » and « lucky risky driver » (both of them may not have accident). It is a big problem for UBI, and SafetyNex brings the solution as it anticipates accident (sooner or later the « lucky risky driver » will have a severe accident).
All you have to know about the french High Tech company.
NEXYAD is a « fake startup » (much older than it seems ^^) set up in 1995 by maths research engineers (Pierre DA SILVA DIAS & Gérard YAHIAOUI + other shareholder : researchers, finance executives, engineers). Founders came from military research (anti-tank missiles), with a strong culture of computer vision, machine Learning, artificial intelligence, signal theoy and processing, stats and data analysis.
During years we were the extended maths team of famous big firms in many fields : defence, automotive, banking, insurance, energy, cosmetics, agri-food, glass, railways, … Customers were research departments first, and then product and marketing departments, sales departments, industrial labs, manufactures, actuaries, etc.
In the automotive sector, we’ve been involved in a lot of different high level maths works such as :
. production/manufacture (work for PSA Group, Charleville),
. industrial Lab (work for PSA Group – Belchamp,TOYOTA Europe – Brussels, Robert BOSCH GmbH, Bühlertal, VALEO, La verrière – SAINT GOBAIN, … etc.)
. research & development for PSA Group, RENAULT, NISSAN, IEE, DAIMLER, FAURECIA, LE LAB (PSA RENAULT), on perception by camera, radar, capacitive sensors, ultrasound, infrared, etc … , vehicle dynamics (active control), sensorial analysis (touch smell perception of texture by vision), human factor analysis, detection of passengers on seats, odor gas sensors, artificial intelligence, epidemiologic analysis (pollution, particles, …), etc.
Navigation Based ADAS : use SafetyNex to build ACC and anticipation (predictive) brake systems
Imagine a robotized car that would slow down automatically when approaching a tiny curve, or an intersection or a priority, of a stop sign, etc … if needed (i.e. if and only if the current speed and acceleration of the car is not appropriate to the driving context). Sounds interesting ?
It would be then « smooth anticipation braking » (from 0.1 to 0.3 g) instead of « emergency braking » (so easier to do and not that disturbing for driver and passengers comfort in the car). Doing this, the car dramatically decreases the probability to be kept in a dangerous situation and it let much more margin to emergency brake if still needed.
Finally, it would mean that the car follows road traffic code plus safety rules (anticipation).
This is easy to achieve using NEXYAD real time driving risk assessment module SafetyNex : SafetyNex reads « Electronic Horizon » (reading POIs and decoding shape and dimensions of the infrastructure ahead), « GPS« , « accelerometers« , and can accept additional inputs such as « time to collision« , « size of free space« , « position in the lane« , « atmospheric visibility« , alert data streams (weather, accident, traffic, …). All those heterogenous data are used (data fusion) to estimate driving risk in real time : Driving Risk (t)
Then everytime that Driving Risk(t) comes higher than an acceptable threshold value, the robotized car slightly slows down … and that’s it ! SafetyNex is the result of 15 years of collaborative research and it works.
Markets : Car insurance and fleet managers (for real time alert and risk profiles recording), ADAS (for automatic predictive/anticipation brake), and Driverless car (Automated car that follows Road Traffic Code).
SafetyNex is Under deployment, please feel free to try it and put it into your own products (available as an API).
Keywords : Adaptive Cruise Control, ACC, Intelligent ACC, Intelligent Cruise Control, navigation-based, navigation-based ADAS, NB ADAS, ADAS, Advances Driver Assistance Systems, Anticipation brake, Predictive Brake, SafetyNex, Risk, Driving Risk, Real time driving risk assessment, road traffic code, SafetyNex, electronic horizon, GPS, accelerometers, time to collision, free space, size of free space, position in the lane, lane departure, visibility, atmospheric visibility, data stream, weather, accident, traffic, data fusion,…
Round Table at ENOVA symposium in Paris, on the subject of self-driving car
(see from left to right)
. Vincent ABADIE, Vice-President Expert Leader Autonomous Vehicle and ADAS, PSA Group
. Jochen LANGHEIM, Vice-President advanced systems R&D programs, ST MICROELECTRONICS
. Jean-François SENCERIN, Autonomous Driving NFI/PFA Program Director
. Gérard YAHIAOUI CEO, NEXYAD
. Guillaume DEVAUCHELLE, Vice-President Innovation, VALEO
. Alain PIPERNO, Expert Safety & Autonomous Vehicle, UTAC
The audience could listen to this experts panel and ask questions about connected and driverless cars.
Journalist : Laurent MEILLAUD
ENOVA, Paris, Porte de Versailles
3 days of exchanges and conviviality at the service of Innovation + Business Meetings driven by THE NEW NEEDS OF CONNECTIVITY. Read more about the Event
20, 21, 22 June, come to visit Nexyad Booth AV2015 Hall C2 at Autonomous Vehicle – Test & Development in Stuttgart !
See floor plan below : Nexyad and Groupement ADAS in red on the plan just near the main entrance
NEXYAD will use a scale model car for ADAS and driverless software modules testing & validation.
Nexyad built their own intelligent scale model of car integrating a camera and telecommunications to a PC running the RT-MAPS framework (by INTEMPORA).
The PC runs real world detection software modules of NEXYAD into the framework RT-MAPS. Then the
scale model car can evoluate on a scale model landscape where it is easy to generate complex use cases
such as sun rising and other perturbations that are not easy to record in the real world and that are not that easy to simulate.
Beside, Nexyad built a testing and validation database that will represent thousands of million km of natural driving with the fewest number of vids as possible.
NB : this NEXYAD validation database will be available for free to every research and development team in the world on the NEXYAD web site.
This database will be used by NEXYAD of course to test and validate their own software modules for ADAS and Driverless cars :
. RoadNex for road detection
. ObstaNex for obstacles detection
. ObstaNex BiCam for obstacles detection using 2 cams
. VisiNex for visibility measurement
. SafetyNex for real time onboard risk assessment
This database is the result of a advanced methodology published in the 90’s by Nexyad Founder. The methodology « AGENDA » allows to build and validate camera-based complex detection and recognition systems (for ADAS and driverless cars).
This methodology was recently re-published and presented in different symposiums in Europe to show exactly how it may be used by car manufacturers and their OEMs.
Nexyad SafetyNex leading actor of ADAS Active Safety
Headlines :
– First BMW tech_date : Nexyad Laureat
– Launch of Nexyad SafetyNex App on Android Smartphone
– Active Safety Europe 2016 : ADAS to Autonomous
– Autonomous Vehicle Test & Development Symposium 2016
– Mov’eo Days 2016
– Four Nexyad Camera-based software modules
The BMW Tech_Date wants to highlight French excellence in innovation and identify new technology partners through a contest : Nexyad is rewarded for SafetyNex
The french TV channel BFM Business gave the exclusive news on the program « Good Morning Business ».
June 13th 2016, Serge Naudin BMW Group France CEO and Gerard Yahiaoui Nexyad CEO were invited by Stephane Soumier for Good Morning Business on the french TV Channel BFM Business.
BMW is betting on French Tech to develop Connecting Mobility
To celebrate its 100 years, BMW is trying to develop connected mobility, while promoting respect for the environment. The group’s strategy is based on three pillars: innovation, connectivity and personal mobility. To get there, its French subsidiary has selected three innovative companies to develop the mobility of the future. The start-up Nexyad is one of them. Nexyad has developed SafetyNex an APP onboard real-time that estimates the risk in driving. Based on artificial intelligence, the system can calculate at every moment the risk taken by the driver, by comparing the driving behavior (speed, acceleration, etc.) to the difficulties of the road (crossroads, school, turns tight, etc). In an environment where 75% of risk situations on the road are caused by infrastructure, this innovation proves to be a powerful prevention tool. Sole system to have been validated over 50 million km, this software performs all calculations locally (in the smartphone the driver or embedded electronics) and is thus compatible with the requirements of the french CNIL on the registration of personal data.
In the media :
Usine Nouvelle http://www.usinenouvelle.com/article/bmw-s-ouvre-aux-start-up-francaises.N397032
Les Echos http://www.lesechos.fr/idees-debats/sciences-prospective/0211017258595-bmw-selectionne-des-pepites-francaises-pour-imaginer-la-mobilite-du-futur-2005843.php
Planet sans fil http://www.planet-sansfil.com/nexyad-oridao-sentryo-vainqueurs-de-premiere-edition-bmw-tech_date/
Launch of Nexyad SafetyNex App on Android Smartphone
Functions of SafetyNex :
– onboard real time risk assessment every second
– warning for driver when speed doesn’t fit difficulty of road infrastructure
– automatic « Call » in case of severe collision
– risk and usage profiles (for Insurance Companies)
Active Safety Europe 2016 : ADAS to Autonomous
Wenesday May 18th : Presentation at the conference by Nicolas du LAC General Manager of Intempora, France
« ADAS Validation: non-deterministic algorithms vs ISO-26262 »
Number crunching technologies and non-deterministic algorithms (image processing, neural networks, data fusion…) are taking in charge more and more functions and driving tasks in vehicles. Autonomous vehicles will be based on many of these. How to validate such functions when facing such different possible driving scenarios?
Focus on two companies present at the symposium in Munich :
SoftKinetic
is a wholly-owned subsidiary of Sony Corporation, is the leader in 3D vision and gesture recognition technologies. The company, located in Belgium and the USA, delivers state-of-the-art solutions in the field of 3D sensing and processing, in particular for “natural interfaces”. These include CMOS 3D Sensors, 3D camera reference designs, SDKs, algorithms and applications for gesture recognition, object scanning, automotive control and AR/VR. With over 8 years of R&D on both hardware and software, SoftKinetic solutions have already been successfully used in the fields of automotive, interactive digital entertainment, consumer electronics, health care and other professional markets (such as digital signage and medical systems).
LeddarTech
Founded in 2007 as a successful spin-off of Canada’s leading optics and photonics research institute, LeddarTech® is the world’s only supplier of advanced detection and ranging systems based on patented, leading-edge sensing technology that performs time-of-flight measurement using pulses from infrared light processed through innovative algorithms, detecting a wide range of objects in various environmental conditions. Leddar technology is highly adaptable, serves multiple markets such as automotive, trucks and unmanned vehicles and comes in different formats, providing brand owners and OEMs with a solution that meets their needs while ensuring quick and simple integration.
Autonomous Vehicle Test & Development Symposium 2016
Wenesday 1st of June : Presentation at the conference by Gérard YAHIAOUI President & CEO of NEXYAD, France
« BUILDING A RELEVANT VALIDATION DATABASE FOR CAMERA-BASED ADAS »
Validation of camera-based artificial vision systems applied on open world is a very complex issue. An HD colour camera may generate more than 65 000 power 2 000 000 different images (information theory), so it is not possible to test every possible message. We propose a deterministic approach for building a validation database using the AGENDA methodology that was developed and published in the 1990s for neural network database (learn & test) design.
A large audience attended to this conference that questions the way for Autonomous Vehicle ADAS validation.
Gérard on the left, the conference’s audience on the top and the booth of Groupement ADAS from the mezzanine.
Focus on some french companies present at the exhibition
OPAL-RT Technologies
is pushing the boundaries of innovation in hardware-in-the-loop simulation for ECU testing. Its automotive offering includes a new, dedicated family of motor and power electronic models. Its turnkey HIL solutions provide a flexible, comprehensive, environment for the development, testing and validation of all Embedded software. Opal-RT simulators optimally employ multi-core CPUs and FPGAs, maximising the fidelity that can be achieved when simulating complex, multi-domain systems.
ROTRONICS
has more than 25 years’ experience in the design and manufacturing of engine and vehicle testing solutions. From chassis dyno to hub dyno, it has already realised testbeds that meet most of your vehicle testing spécifications. the company’s versatile design allows it to pass all kinds of vehicles, including hybrid, electrical and two, three and four-Wheel vehicles. Its powerful automation system is also able to manage your engine or component testing application. It can answer your braking and/or motoring needs using its wide range os standard or tailor-made EC and AC dyno, emotor, exhaust testing, valvetrain, gearbox and combustion analysis Tools.
CRITT M2A
Based in northern France, Critt M2A is an independant R&D test centre dedicated to the automotive industry. Thanks to its high testing capabilities and know-how, the company can offer services in line with the highest industry requirements. Its turbocharged department is recognised by customers and automotive suppliers as one of the world’s leading testing centres. Critt M2A is also known as an NVH and engine development test provider, and now offers new skills in the electrification of vehicles, with an important range of testing facilities.
GROUPEMENT ADAS
is a team of innovative companies with over 20 years’ experience in the field of technologies used in driver assistance systems and autonomous vehicles (design, implementation, integration of ADAS in vehicles for safety features, driver assistance, partial delegation to the autonomous vesicle). Members of Groupement ADAS offer complementary expertise, Tools and test Equipment (including test tracks) to take up challenging projects covering vehicle electronics, vehicle dynamics, command/control, HMI, perception, vision, data fusion, communication, eco-driving and so on. Groupement ADAS include : CAR&D, GlobalSensing Tehnologies, Intempora, Nexyad, Nomadic Solutions, Sherpa Engineering and Transpolis. It is coordinated by the french MOV’EO cluster.
BIA
is a global supplier of Advanced test systems, servicing the automotive and Aerospace markets. It offers a diverse and multi-functional product portfolio and a strong ability to meet Customer-specific focused needs. The company’s strong relationships with a global Customer base allow it to anticipate fast-changing regulatory and local market needs. It also invests heavily in R&D to meet those needs. BIA offers Equipment related to safety, engine and powertrain, vehicle dynamics, components, and enviromental chambers.
CREATIQUE TECHNOLOGIE
provides comprehensive lab and end-of-line test solutions and industrial connectors up to 300 000. Since 2015, Creatique has offered very powerful real-time test benches and connectics at extremely competitive prices, dedicated to manufacturers, suppliers and integrators of the automotive industry. This transversal solution is adapted to tests for ECU, doors, cockpits, seats, etc. With more than 450 systems in place all over the world and with a team of more 190 employees, Creatique is an indistrial group with complementary skills, tailored according to the customer’s criteria, standards and organisation.
EFE
has manufactured a complete range of pressure transcuders since 1973. During this time, it has designed its proprietary sensing technologies and created a unique range of high-performance and miniature pressure transcuders. Its products are designed to be used in the most demanding operating environments and to give highly accurate and reliable measurements. Available from 100mbar up to 3000bar, -55°C to 250°C, its sensors, which are fully metallic, with lare bandwidth capabilities, are used with the most aggressive fluids on vehicle and test benches.
ACTEMIUM
is a European builder solution, with subsidiaries worldwide (in the UK, Germany, Spain, Brazil, China and Morocco), which proposes a large range of test benches for laboratory or production. These include engines, powertrains, e-motors, starters, alternators, etc. Actemium also offers all components needed for load testing, simulation, durability tests, crash tests, and characterisation, in addition to final acceptance on the production line. It also provides engineering turnkey solutions for complete test centres.
EFS
is specialised in injector testing. It provides Equipment and services in this domain. EFS provides benches for R&D, endurance or production, shot to shot flow measurement, spray visualisation, injector’s driver for coil or piezo stack. EFS has three benches in its company to provide testing service to qualify the injectors in flow and in visualisation and answer for diesel or gasoline injectors from light vehicles up to electrical power plant.
EMC
is a company founded in 1993, which specialises in testing engines, vehicles andd components. It has two technical centres with 30 facilities, including engine benches for durability and climatic purpose, climatic chassis dynos, and several rigs (GDI pumps, glow plugs, belt, swivels and so on). Since 2009 EMC has developed for its customers specific testing solutions in the domain of hardware-in-the-loop rigs, software, dynamic control, climatic process and fluid conditioning. EMC is ready to become an expert for your complex system developments.
EXXOTEST
develops hardware and software testing solutions for CAN, Dig On Can, LIN, VAN, ISO9141, J2534, J1939 and NMEA2000. It provides a large range of hardware solutions such as USB, PCI and Ethernet multi-channel communication interfaces, standalone dataloggers, intelligent gateways and integration/validation table and models. These Tools, associated with Exxotest’s comprehensive and ergonomic software solutions such as MUXTRACE Expert bus analyser, datalogger control advanded configuration tool, graphical analysis solution and utilities, offer complete and cost-effective solutions for bus and component testing, analysis, emulation and datalogging.
GREENMOT
studies energy optimisation in powertrain and global vehicle systems. Based on the work of highly skilled research and development specialists, it has developed and offers innovative approaches such as Advanced high-power climate test cells, robot driver or specific sensors design and integration. The company provides its innovations to support various OEMs or their suppliers in fuel economy, CO2 and emissions reduction challenges. Greenmot supports its customers through the design phase, sensor selection, implementation and calibration, test program definition and analysis. For each challenge, it proposes a dedicated solution and is able to adapt its Equipment to fulfil worldwide Customer requirements.
IMPEDANCE DATAVIB
is a subsidiary of the Impedance Group specialist for more than 20 years in acoustics, mechanics and vibrations. DataVIB is the designer of Vib360, the most powerful software on the market dedicated to torsional vibrations analysis and diagnostics of early mechanical failure of engines and rotating machines. Vib360 includes a set of modules for order analysis, static and dynamic torque in selected harmonics, couples and other specific modules, such as driving diagnosis or gearings. Vib360 adresses the technical departments of maintenance as well as R&D teams that wish to have a powerful, high-resolution, non-intrusive and preditive tool.
NERYS
provides turnkey testing solutions products based on the latest technologies. It is the franch laeder in accurate acyclism generation and management. It also provides bespoke software development, data acquisition systems and test rigs for its customers, among them Valeo, PSA, Hutchinson and SKF. Nerys has presented VEGA, its latest solution. VEGA is the only product fully compatible with test machines, that easily générâtes torsional vibration (respect SAE J2432). It has showed the VASCO suite, the test management software, fully customisable and configurable (based on LabVIEW and a database).
Mov’eo Days
Nexyad, Nomadic Solutions and Transpolis members of « Groupement ADAS » were present in a shared booth at Moveo Days in Estaca.
Moveo Imagine Mobility is the main pole of competivity for Automotive in France.
Moveo Days is the Annual Convention of the pole with focus on new uses for Mobility, strategy and future of the pole and thematic workshops & R&D projects sessions.
Imagine Mobility Awards 2016
Winner for Clean & Eco Mobility : ADACCESS
Winner for Smart & Connected Mobility : HYPE
A Young woman tries a Hublex gyropode
A Hype Taxi above and a Faar Industry Autonomous Car
VisiNex Onboard measures visibility conditions where your computer vision algorithms work: reliability estimation in real time.
This four module sotwares are available in :
– the Framework for real time asynchronous sensors RT-Maps of Intempora.
– Android Smartphone (soon in IOS)
– in specific device on demand
Wenesday 1st of June : Presentation this morning by Gérard YAHIAOUI President & CEO of NEXYAD, France
« BUILDING A RELEVANT VALIDATION DATABASE FOR CAMERA-BASED ADAS »
Validation of camera-based artificial vision systems applied on open world is a very complex issue. An HD colour camera may generate more than 65 000 power 2 000 000 different images (information theory), so it is not possible to test every possible message. We propose a deterministic approach for building a validation database using the AGENDA methodology that was developed and published in the 1990s for neural network database (learn & test) design.
A large audience attended to this conference that questions the way for Autonomous Vehicle ADAS validation.
Gérard on the left, the conference’s audience on the top and the booth of Groupement ADAS from the mezzanine.
Installation on Testing Expo 2016 for Autonomous Vehicle Test & Development Symposium is done !
Philippe Lebon of Intempora shares our booth as usual…
We are waiting for Christophe Giannetti of GlobalSensing Technologies.
With Nexyad these two companies are members of Groupement ADAS, SMEs cluster sponsorized by MOV’EO Imagine Mobility.
TESTING EXPO
Wenesday 1st of June – 09:30 AM
Don’t Miss Gérard Yahiaoui Paper Presentation at Autonomous Vehicle Test & Development 2016 Symposium in Stuttgart :
« BUILDING A RELEVANT VALIDATION DATABASE FOR CAMERA-BASED ADAS »
Visit Nexyad on booth 1170 « Groupement ADAS » with french colleagues of Intempora and GlobalSensing Technologies.
– Connected Car Insurance Europe Symposium in London
– Robustness of RoadNex v2.3
– Future Presence of Nexyad on Congresses & Exhibitions (ADAS, Connected Cars & Autonomous Vehicles)
Connected Car Insurance Europe Symposium in London
This year NEXYAD has participated to Connected Car Insurance Europe 2016 Congress at London the 12th and 13th april.
NEXYAD shared the booth 17 with the french company INTEMPORA creator of the famous Framework RT-MAPS to present SafetyNex. MOV’EO and cluster « Groupement ADAS » helped to sponsorize this venue.
HERE
HERE is a leader in mapping and location technology backed by a consortium of leading automotive brands. With highly precise, industrial grade maps and a robust and flexible platform of location services we help governments around the world and businesses across industries, from fleet management to retail, analyze and optimize their operations and better manage their assets with location intelligence. To learn more about our solutions for enterprise, visit here.com/enterprise
QUECLINK
Having shipped more than 1 million telematics units to leading service providers, Queclink is now one of the world’s largest suppliers of Fleet, UBI and M2M hardware. Established in 2009, we provide international design and manufacturing quality with the economics of Chinese high volume supply chains. Headquartered in Shanghai, our global management team with deep industry and technical skills can provide both standard and bespoke products for automotive, fleet, asset and personnel tracking as well as hardware designed specifically to meet the needs of the insurance market as it transitions to telematics based policies. http://www.queclink.com/
SCOPE TELEMATICS
As a true global end-to-end telematics solution for insurance companies, car manufacturers and consumers, Scope Technology solutions includes hardware, an advanced actuarial platform, claims management support and actuarial support services. It is the only comprehensive insurance telematics solution available on the market with more than 35 usage-based insurance (UBI) projects spanning across Europe, Asia, Africa and the Americas.
Our UBI products enable insurers to better manage client risk and encourage safer driving. Globally patented Advanced Pattern Recognition self-calibrates for highly accurate exception reporting related to driver abuse, and state-of-the-art Whiplash probability index.
Scope Technology, multi-awarded insurance telematics solutions are competitively priced, reliable, and designed for claims management support and fraud detection, Pay as you Drive plans, UBI and vehicle recovery, while meeting various industry requirement since 1999. www.scopetechnology.com
Telematic met Insurance in London
WUNELLI
RELX Group is a world‐leading provider of information and analytics for professional and business customers across industries. The group serves customers in more than 180 countries and has offices in about 40 countries. It employs approximately 30,000 people of whom half are in North America. RELX PLC is a London listed holding company which owns 52.9% of RELX Group. RELX NV is an Amsterdam listed holding company which owns 47.1% of RELX Group. The shares are traded on the London, Amsterdam and New York Stock Exchanges using the following ticker symbols: London: REL; Amsterdam: REN; New York: RELX and RENX. http://www.wunelli.com/default.aspx
HUBIO
Hubio provides integrated solutions to help organizations in the insurance and automotive sectors increase efficiency, reduce claims, build customer engagement and enable usage-based personalization.
Through the innovative use of telematics, UBI, mobile, gamification and enterprise technologies, Hubio is bringing new levels of data-driven insights to the insurance and automotive industries, while challenging and redefining established business models.
Hubio was formed to be a best-in-class solutions provider, bringing together several industry-leading technology and service businesses. As one organization, we are uniquely placed to deliver and support true end-to-end solutions.
For more information visit www.hubio.com
MSG Global Solutions
Working in balance with our customers and industry partners, msg global delivers solutions and services to help our customers achieve operational efficiency, meet regulatory standards and realize digital excellence. We bring expertise, a customer-centric philosophy, and a focus on innovation to everything we do.
We help insurers globally collect, manage and leverage data in the new IoT landscape. The Telematics Analyzer is the centerpiece of our IoT offering. We also offer a mobile application for usage-based insurance which is certified by a world-leading software provider. http://www.msg-global.com/
INFOWARE
infoware is a specialist for map enabled technologies such as driver analysis, routing, geocoding and navigation. infoware’s APIs enable pay as you drive tariffs by analysing a driver’s driving style based on map and traffic data.
Infowares business is to deliver consultant services and contract services as well as products, based on platforms from IBM and Open Source. We are IBM premier Business Partners and have been working with IBM and Lotus technology since 1995. We address organizations with large production environments in need of services and products with high quality and security. http://www.infoware.eu/
CalAmp
CalAmp (NASDAQ: CAMP) is a proven leader in providing wireless communications solutions to a broad array of vertical market applications and customers. CalAmp’s extensive portfolio of intelligent communications devices, robust and scalable cloud service platform, and targeted software applications streamline otherwise complex machine-to-machine (M2M) deployments. These solutions enable customers to optimize their operations by collecting, monitoring and efficiently reporting business critical data and desired intelligence from high-value remote assets. http://www.calamp.com/
REDTAIL TELEMATICS
Redtail Telematics is a global leader in the design, manufacture and distribution of quality customised telematics products. Redtail’s systems have recorded over a billion miles worth of data and Redtail’s design and manufacturing teams have delivered over 5.5 million devices into the automotive aftermarket worldwide. Redtail is a full service TSP into the UBI and fleet markets, including devices, airtime, datawarehousing and analytics including crash notification and reconstruction and advanced scoring. Redtail notably supplies Ingenie and Admiral Group among others. Founded in 2010, Redtail is a sister company of Plextek, the award winning communications technology design house founded in 1989. http://www.redtailtelematics.com/en-us/company/
Some booths : TrackM8, CalAmp, Vodafone Automtive and Nexyad
VODAFONE AUTOMOTIVE
Vodafone Automotive is a leading provider of automotive products and services – which include InCar Telematics, Stolen Vehicle Tracking and Usage Based Insurance solutions – for vehicle manufacturers, insurance companies and fleets.
When it comes to the connected car, we offer the end to end solution by developing and fully managing:
• The onboard telematics unit
• The GDSP SIM connectivity over the Vodafone network
• The telematics infrastructure
• The network of National Service Providers (NSPs) and Secure Operating Centres (SOCs) across 49 countries globally.
Vodafone Automotive is part of Vodafone’s M2M business unit which connects devices such as cars to the internet. http://www.cobra-group.com/
DANLAW
Danlaw is a recognized leader in automotive electronics and engineering solutions for OEM’s, Tier 1 suppliers, and automotive and fleet insurance companies worldwide since 1984. Danlaw’s specialty areas include embedded systems development and testing for Embedded Control Units (ECUs), vehicle network communications, infotainment testing, connected car solutions, and V2X certification services.
Danlaw is headquartered in Novi, MI, with offices in India and China. www.danlawinc.com
TRACKM8
Trakm8 is a UK-based big data company which uses innovative telematics as their primary enabler. The brand collect over two billion miles worth of data every year and create fine-tuned algorithms to track vehicles, score driver behaviour and provide FNOL in order for insurers to make informed decisions with regards to premium renewal and to assist in offering enhanced customer propositions.
The Group supplies telematics hardware, dash cams and other comprehensive fulfilment packages to a range of industries. Trakm8’s partners include well-known brands in the insurance sector such as Direct Line, Churchill and Young Marmalade. http://www.trakm8.com/
Gerard Yahiaoui present SafetyNex to the Congressmen
NEXYAD
Beside his products of Artificial Vision for ADAS and Autonomous Vehicle, Nexyad has been developing since 2001 Onboard Risk Assessment algorithms and propose a unique tool that really measures Risk of Accident : SafetyNex. SafetyNex was scientifically validated through french national research programs and by scientific papers from 11 european countries, it was proven by a campaign of 50 millions km by 500 cars running for 3 years; it is fast and easy to use because SafetyNex gives an immediate result of risk taken by user. The risk is directly computed by the microprocessor of smartphone. Risk assessment histogram and every usage data histograms are sent to the customer : it is not big data, it is « small data ». The benefit of this appoach compared to all the other competitors that compute scores in the cloud are :
– small data upload doesn’t consume too much of the driver’s phone bundle
– the definition of risk used in SafetyNex fits into actuaries expectations
– no need to wait for accident to know that driver is risky
– because it’s real time, SafetyNex allows prevention (alarm to the driver before risky situation); this alarm statisticaly reduces number of accident and speed during unavoidable accident (then reduces lost cost)
Nexyad compiled ten technology demos of our module software RoadNex v2.3
. 10 different roads : highway, desert track, country road, red road, et.
. 10 different conditions : fog, rain, front sunshine, overtaking, etc.
. 10 same excellent results : road on front of vehicle is detected
The 10 complete demos on « PRODUCTS » menu above
Future Presence of Nexyad on Congresses & Exhibitions (ADAS, Connected Cars & Autonomous Vehicles)
Nexyad at Active Safety Europe 2016 : ADAS to Autonomous
Come to visit Nexyad the 17th & 18th may in Munich, Germany, for the Congress & Exhibition Active Safety Europe 2016 : ADAS to Autonomous.
Nexyad will be present with Intempora firm, provider of famous real time framework RT-Maps, Don’t miss the 18th : Software “Embeddibility”, Speaker Nicolas Dulac, CEO, Intempora.
Nexyad and Intempora are members of french cluster Groupement ADAS sponsored by MOVEO.
Nexyad at Autonomous Car Test & Development
Day 2 : June 1st 09:30 – Building a relevant validation database for camera-based ADAS Gérard Yahiaoui, President and CEO, Nexyad, France
Validation of camera-based artificial vision systems applied on open world is a very complex issue. An HD colour camera may generate more than 65 000 power 2 000 000 different images (information theory), so it is not possible to test every possible message. We propose a deterministic approach for building a validation database using the AGENDA methodology that was developed and published in the 1990s for neural network database (learn and test) design.
Day 1 – 16:00 – Shifting legislation for automated vehicles Gerben Feddes, senior advisor intelligent mobility, RDW, Netherlands
The RDW is the Netherlands vehicle authority. We face new challenges in the type approval of vehicles. New intelligent products also need to pass the type approval. But legislation is missing. We foresee new legislation: why have a complex admittance procedure when vehicles are ever changing? Is the type approval going to shift from admittance to in-use compliance? And is safety shifting from in-vehicle (e.g. ABS) to the interaction between vehicles (e.g. V2X)? The presentation gives an overview of new tests needed.
Test and Validation Strategies for Autonomous Vehicles Room B
june 1st – 09:30 – Building a relevant validation database for camera-based ADAS
Validation of camera-based artificial vision systems applied on open world is a very complex issue. An HD colour camera may generate more than 65 000 power 2 000 000 different images (information theory), so it is not possible to test every possible message. We propose a deterministic approach for building a validation database using the AGENDA methodology that was developed and published in the 1990s for neural network database (learn and test) design.
Gérard Yahiaoui will present for NEXYAD a paper about Validation of ADAS at the next Autonomous Vehicle Test & Development Symposium 31 may – 2 June 2016 in Stuttgart, Germany.
Save the dates and come to visit the Nexyad booth at the Stuttgart Messe. http://www.autonomousvehiclesymposium.com/
NEXYAD shows a demo car for innovative ADAS.
This demo car has been developed by 3 SMEs of Mov’eo that will be a part of the next Mov’eo high tech SMEs cluster (Groupement ADAS) : INTEMPORA, FH ELECTRONIQUE, and NEXYAD.
In this demo car, FH ELECTRONIQUE deals with physical integration into the car, INTEMPORA deals with real time management and time stamping (using their software RT-MAPS) and NEXYAD brings their ADAS bloc for road detection RoadNex. This ADAS demo car was developed for Université de Valenciennes.
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Example of Statitical Relationship in Risk Assessment : from Behaviour to Fatalities
