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Automated Edge Symbolic AI Asset Intelligence Jean-Michel Cambot Tellmeplus Founder & VP Chief Evangelist

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Page 1: Automated Edge Symbolic AI Asset Intelligenceinscription.firstconnection.fr/images/files/... · Embedded Predictive Objects PO in IIoT platforms Micro Predictive Objects Paris & Montpellier

Automated Edge Symbolic AI

Asset Intelligence

Jean-Michel Cambot

Tellmeplus

Founder & VP Chief Evangelist

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE

Intelligent Machinesmust be able to explain

every decision they make

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE3

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE4

Industrial IoT

Challenges

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AUTOMATED EMBEDDED AIASSET INTELLIGENCE

The Challenges of Industrial IoT

TIME TO BUSINESSWhen you need 9 months to create a

Predictive Model with your Data Science team, and fail, this is a catastrophe…

When you need 9 hours to fail, this is good

news !

DEPLOYMENTGartner says today more than 80% of

Predictive Models that are created never go live…

You’ve got just an algorithm!

SHOP FLOOR ADOPTIONOnce an asset makes a prediction, how to engage

the business experts with actionable recommendations?

Otherwise, this is just useless!

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AUTOMATED EMBEDDED AIASSET INTELLIGENCE

The Challenges of Industrial IoT

TIME TO BUSINESS

When you need 9 months to create a

Predictive Model with your Data Science

team, and fail, this is a catastrophe…When you need 9 hours to fail, this is good

news !

DEPLOYMENT

Gartner says today more than 80% of

Predictive Models that are created never

go live…You’ve got just an algorithm!

SHOP FLOOR ADOPTION

Once an asset makes a prediction, how to engage

the business experts with actionable

recommendations? Otherwise, this is just useless!

META ACTIVE

MACHINE LEARNING

EMBEDDED

PREDICTIVE OBJECTS

ASSET INTELLIGENCE

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE

Automation

Asset intelligence

Edge Symbolic AI

The next step in the evolution of AI

Predictive ObjectsSaaS platform

Cisco Kinetic

Industry 4.0

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE8

Embedded

PREDICTIVE OBJECTSfor IIoT

PUT THE INTELLIGENCE

WHERE DECISIONS NEED TO BE MADE

Transportation

Smart Vehicles

Aeronautic

DronesEnergy

Wind turbines

Solar, Oil & Gas

Space Defense

& Military

IoT

Platforms

Manufacturing

4.0

Process Quality

Prescriptive

maintenance

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE9

BUSINESS INTELLIGENCEDECISION TOOLS

PREDICTIVE INTELLIGENCEPREDICTIVE & PRESCRIPTIVE MAINTENANCE

ASSET INTELLIGENCEINTELLIGENCE OF USAGE

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE10

AUTOMATION

EDGE AI

ASSET INTELLIGENCE

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE11

About Tellmeplus

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AUTOMATED EMBEDDED AIASSET INTELLIGENCE

12

Meta Active Machine LearningEmbedded Predictive Objects

PO in IIoT platformsMicro Predictive Objects

Paris & Montpellier soon Boston, Munich

R&D mathematicians

from CNRS & INRIA

4 Patents

2011: creation

FounderJM Cambot

30

Software vendor

Predictive Analytics

4,2M€ raised

2016:

Benoit Gourdon

CEO

Jean-Michel CambotFounder & Chief Strategy

Inventor, Sold to SAP $6,8B

Benoit GourdonCEO

Co-Founder, Sold to Adobe $600M

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE13

Tellmeplus is part of the

Microsoft AI Factory

Tellmeplus is accelerated by

Microsoft ScaleUp Berlin

Tellmeplus is

Strategic PartnerGoogle Cloud IoT Core

Tellmeplus is accelerated by

and Business PartnerCisco

Edge Computing

Fog Computing

Tellmeplus is Certified on

GE Predixand part of

GE Digital Alliance

Technology & Academic Partners

Tellmeplus is about to be

certified onSiemens Mindsphere

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE14

AI Technology

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE

Seamless integration of Predictive Objects

into IIoT Platforms

• AUTOMATIC

CREATION

• 1 CLIC PUBLISHING

• EMBEDDED AI

into ASSETS

• CONSTANT

LEARNING

• UBIQUITOUS

INTELLIGENCE

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE16

THE HUMAN BEEING WILL ADOPT TECHNOLOGIES THAT HE CAN UNDERSTAND

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE17

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE18

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE19

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE20

PREDICTIVE

TIME MACHINE

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE21

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE22

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE23

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE24

From

To

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE25

SUGGESTIVE

TIME MACHINE

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE26

Use Cases

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE27

PRESCRIPTIVE

MAINTENANCE

EMBEDDED

INTELLIGENCE

PROCESS

MANAGEMENT

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE

Examples of customers

• Commercial AircraftPredict “non conformity”on aircraft Assembly Lines

• Problem Classification for mid power equipment

• Embedded Prescriptive Maintenance for intelligent vehicles

AERONAUTICS MANUFACTURING AUTOMOTIVE

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE

Examples of customers

• Commercial AircraftPredict “non conformity”on aircraft Assembly Lines

AERONAUTICS

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Business case• Assembly line from pieces to a ready to fly aircraft

• Process divided into many work orders

• Data collection by customer

• Data cleaning & management

Goals

• Prediction of non conformity for work orders later in the process

• Explanation of predicted failure to fix the problem & remove part

asap

Supply Chain

Result• Predictive Objects was fed by clean data

• Modeling with P.O Platform & a Cloud

• Very high prediction precision• High ROI

Industrial Internet

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AUTOMATED EMBEDDED AIASSET INTELLIGENCE

• Problem classification

for mid power

equipment

MANUFACTURING

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Business case

• Large industrial equipment (mid power) with black box

• Failure = real problem for final customer

• When this happens, manufacturer calls 1 expert (2 in theworld…) to come onsite to retrieve data captured before failure

• Takes from 1 week to 1 month to the expert to explain thefailure (>50 possible causes)

Goals

• Explain failure in a shorter time (blind test)

• Create a report to accelerate the expert’s analysis

Result

• Predictive Objects found the reasons for the failures in 1s

• Very high accuracy

Examples of customersProblem Classification

Industrial Internet

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AUTOMATED EMBEDDED AIASSET INTELLIGENCE

• Embedded Prescriptive

Maintenance for

intelligent vehicles

AUTOMOTIVE

Business case

• Xee manufactures a device plugged to the CAN and ODB buses

• Live Capture of all electric signals from the car

• Use of exogenous data (weather, driver’s behaviors…)

Objective

• Predict a battery failure live (while driving)

• Organize maintenance operations directly with the garage

• Then expand the business case to other possible failures

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Examples of customersPrescriptive Maintenance

Result

• Live prediction of battery failure (results may be improved by

using a larger dataset, more cars and more information)

• Automatic alert to be transmitted to the garage, then SMS sent to the driver: « Your battery is gonna fail in 8 days, please come and

visit us on Tuesday so that we change it »…

Industrial Internet

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AUTOMATED EMBEDDED AI

ASSET INTELLIGENCE32

[email protected]

+33 6 83 03 48 16www.tellmeplus.com

Jean-Michel Cambot

Predictive ObjectsAsset Intelligence at the Edge for IIoT