Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration...

copy 2018 The MathWorks Inccopy 2015 The MathWorks Inc

Are you ready for AI

Is AI ready for you

Dr Mischa Kim

copy 2018 The MathWorks Inc

Alexa ndash

Write my Expo

keynote for me


Alexa ndash

Play Mozart 119136119135119136


Source Gartner Real Truth of Artificial Intelligence by Whit Andrews

Presented at Gartner Data amp Analytics Summit 2018 March 2018




Artificial Intelligence

The capability of a machine to imitate

intelligent human behavior



The capability of a machine to match or exceed



Artificial Intelligence Today



by training a machine to learn the desired behavior


There are two ways to get a computer to do what you want

Traditional Programming

COMPUTER

Program

Output

Data



Machine Learning

COMPUTERProgram

Output

Data



Machine Learning

COMPUTERModel

Output

Data

Artificial Intelligence Machine Learning



Data

Model

Output



Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



DevelopAnalyze DataAccess Data Deploy

Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI



AI for Predictive Maintenance

bull Measure the wear of each robot

bull Predict and fix failures before they happen

bull AI handles uncertainty and variability


Are you ready for AI if hellip

Yoursquove never used machine learning



What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force


Replicating human perception with machine learning

Technical University of Munich

Feature extraction Classification

Crispy

Crispy enough

Soggy

Data

Machine Learning Workflow




Classification Learner


Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95


Are you ready for AI if yoursquove never used machine learning

No experience required

Use apps to try out all possible models

Use domain expertise and familiar tools to prepare data


Find out more

ldquoMATLAB을이용한머신러닝 (기본)rdquo

ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo



You canrsquot identify features in your data


Use deep learning to identify features automatically


Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data

Deep Learning Workflow




Traditional Approach

bull Geologists assess seven different metrics

bull Can take hours to analyze one site

bull Critical shortage of geologists

New Approach

bull Use deep learning to automatically

recognize metrics based on images

bull On-site evaluators decide with support

from deep learning


Efficient tunnel drilling with deep learning

Obayashi Corporation

Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮




AlexNetPRETRAINED MODEL

Ice cream Teapot Goose

Transfer learning

Custom NetworkWeathering alteration 4

Fracture spacing 3

Fracture state 2


MATLAB Production Server





Transfer learning


Fracture spacing 3

Fracture state 2


Are you ready for AI if you canrsquot identify features in your data

Deep learningDeep learning in 5 lines of code

nnet = alexnet

cam = webcam

picture = snapshot(cam)

picture = imresize(picture[227 227])

label = classify(nnet picture)



Deep learning

Transfer learning

Deep learning in 5 lines of code



Deep learning

Transfer learning

Automation and AI to label data

Point cloud semantic segmentation

Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background


Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo

ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo

ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성



If you donrsquot have the right data



bull Measure the wear of each blade


bull Canrsquot rely on failures in the field


Predictive maintenance with synthetic failure data with

MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions


Are you ready for AI if you donrsquot have the right data

Generate data with simulations

Simulation environment for

reinforcement learning


Find out more

ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo

ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo


Low-carbon homes

bull Generate power with fuel cell and solar panels

bull Store power in battery

bull Buy power when needed sell when extra

bull Record data on environment and energy usage


Low-carbon homes





Goals

bull Minimize energy cost

bull Use EV battery for additional storage


Optimizing home energy management system

Denso

HomeHome Energy Controller

Battery

command

Generated and consumed power

Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen

Simscape Power SystemsModel predictive control

Mixed integer linear programming



Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy

PreprocessingClassification

Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization

Preprocessing Embedded

devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems

ldquoThe effort would have taken significantly longer if we

had used disparate tools

[MATLAB] enabled our team of domain experts who

lacked formal training in data science machine learning

and parallel computing to incorporate all these areas in

our design processrdquo

Akira Ito and Ryu Matsumoto


Autonomous

Primary



Autonomous

Primary


++

Host computer ProsthesisProcessing laptop

EMG

Drummer

Music

Exceeding human capabilities with a robotic drumming prosthesis

Georgia Tech Center for Music Technology

PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms




Yoursquove never used machine learning Easy programming

Apps

Domain expertise to prepare data





Easy programming

Apps


Deep learning identifies features for you

Transfer learning works with less data

Use AI to label data





You donrsquot have the right data

Easy programming

Apps





Generate failure data with simulations

Simulate environment for reinforcement learning


With MATLAB and Simulink you ARE ready for AI


Alexa ndash

Write my Expo

keynote for me


Alexa ndash

Play Mozart 119136119135119136






















COMPUTER

Program

Output

Data



Machine Learning

COMPUTERProgram

Output

Data



Machine Learning

COMPUTERModel

Output

Data




Data

Model

Output



Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










Alexa ndash

Play Mozart 119136119135119136






















COMPUTER

Program

Output

Data



Machine Learning

COMPUTERProgram

Output

Data



Machine Learning

COMPUTERModel

Output

Data




Data

Model

Output



Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps






























COMPUTER

Program

Output

Data



Machine Learning

COMPUTERProgram

Output

Data



Machine Learning

COMPUTERModel

Output

Data




Data

Model

Output



Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Machine Learning

COMPUTERProgram

Output

Data



Machine Learning

COMPUTERModel

Output

Data




Data

Model

Output



Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Machine Learning

COMPUTERModel

Output

Data




Data

Model

Output



Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Data

Model

Output



Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Data

Model

Output



Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Data

Model

Output

Access Data

Analyze Data



Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Data

Model

Output

Access Data

Analyze Data

Develop

Deploy



EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











EVERYTHING

ELSE

Data

Model

Output

Access Data

Analyze Data

Develop

Deploy




Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps












Data

Model

Output

AI model

Modeling amp

simulation

Algorithm

development


Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










Develop

AI model

Modeling amp

simulation

Algorithm

development


Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Deploy



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development



Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Develop

Data

exploration

Preprocessing

Analyze Data

Domain-specific

algorithms

Sensors

Files

Access Data

Databases

Desktop apps

Enterprise

systems

Deploy

Embedded

devices

AI model

Modeling amp

simulation

Algorithm

development

Caffe


Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










Do you need AI












What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps




















What is crispiness

Crispy

Crushing Sound

+Crispy Enough

Soggy

=Crushing Force





Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps













Crispy

Crispy enough

Soggy

Data







Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps














Fresh

Soggy

SoggyFresh

Tru

e C

las

s

Predicted Class

93

91

91

91

89

95







Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps















Find out more









Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps















Crispy

Crispy enough

Soggy

Data





Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps












Crispy

Crispy enough

Soggy

Data


Crispy

Crispy enough

Soggy

Deep neural network

95

3

2

hellip

Data









New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps
















New Approach




from deep learning




Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps












Label each

sub-image

Split into

sub-images

Image

Weathering

Alteration

(1-4)

Fracture

Spacing

(1-5)

Fracture

State

(1-5)

3 3 2

4 1 1

2 3 2

3 3 2

⋮ ⋮ ⋮ ⋮






Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps














Transfer learning


Fracture spacing 3

Fracture state 2







Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps















Transfer learning


Fracture spacing 3

Fracture state 2




nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps












nnet = alexnet

cam = webcam






Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Deep learning

Transfer learning




Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background



Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Deep learning

Transfer learning



Classification

Car

Truck

Ground

Background















MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps























MATLAB amp Simulink

Simulink model



MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











MATLAB amp Simulink

Measured data

Inject failures

Refine model

Simulink model

Failure data

Failure conditions







Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps















Find out more




Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










Low-carbon homes






Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










Low-carbon homes





Goals





Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Denso


Battery

command


Stored energy



Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Denso


Battery

command


Stored energy

Electricity prices

Predicted

vehicle use

yen





Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Denso

Develop

Data

Parallel

computing

1000 CSV Files

Access Data Deploy


Learner

Analyze Data



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems



Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Denso

Develop

Data

Simulink

Control

algorithms

Parallel

computing

1000 CSV Files

Access Data Deploy

Optimization


devices

Classification

Learner

Analyze Data

Simscape Power

Systems









Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










Autonomous

Primary



Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps











Autonomous

Primary


++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










++


EMG

Drummer

Music



PID controller


++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps










++


Microphone

EMG

Drummer

Music



PID controller

AI algorithms





Apps






Easy programming

Apps










Easy programming

Apps













Apps






Easy programming

Apps










Easy programming

Apps













Easy programming

Apps










Easy programming

Apps














Easy programming

Apps









Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration...

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Transcript of Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration...