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© 2023 The MathWorks, Inc.
Are YOU ready for AI?
Is AI ready for YOU?
Peeyush Pankaj,
Principal ApplicationEngineer
ppankaj@mathworks.com
peeyush-pankaj
MathWorks is the leading provider
of technical computing software
◼ 4 million users
◼ Installations at 100,000+ sites in 185 countries
◼ Used for teaching and research by 6500+ universities
◼ $1B revenue in 2020
◼ Over 5000 employees
◼ Sales and service offices worldwide
◼ Private, profitable every year since founding in 1984
MATLAB®
SIMULINK®
Technical computing Simulation and
model based design
Software and Internet Financial Services
Big Data, Agile, DevOps,
integration with IT systems
Biotech and Pharmaceutical
Medical Devices
Neuroscience
Process Industries Industrial Machinery
Biological Sciences
Automotive
Customers in many industries innovate with MathWorks software
Aerospace and Defense
Energy Production
Railway Systems
Semiconductors
Communications
Electronics
Complex multi-domain systems, software-defined
and autonomous, model-based and data-driven
Modernization, often on legacy platforms, becoming
data-centric for optimization and maintenance
Collaboration between science,
engineering, and informatics
Wide range of compute platforms,
many kinds of HW/SW integration
Comms infrastructure, plus alltypes of
connected systems across industries
is a Leader in the 2021 Gartner
Magic Quadrant for Data Science
and Machine Learning Platforms for
the Second Year in a Row
Gartner Magic Quadrant for Data Science and Machine Learning Platforms,Peter Krensky, CarlieIdoine,Erick Brethenoux, Pieter den Hamer,Farhan Choudhary,Afraz Jaffri, Shubhangi Vashisth,1stMarch 2021.
This graphic was published byGartner, Inc. as part of a larger research documentand should be evaluated in the context of t
he entire document.The Gartner documentis available upon requestfrom MathWorks.
Gartner does notendorse any vendor, productor service depicted in its research publications,and does notadvise technologyusers to selectonlythose vendors with the highestratings or other designation.Gartner research
publications consistofthe opinions ofGartner research organization and should notbe construed as statements offact. Gart
ner disclaims all warranties,express or implied,with respectto this research,including any
warranties ofmerchantabilityor fitness for a particular purpose.
© 2023 The MathWorks, Inc.
Alexa –
Play soothing jazz
© 2023 The MathWorks, Inc.
ChatGPT –
Write my
Objectives abstract
© 2023 The MathWorks, Inc.
10
Integrating AI is a priority for companies today but…
• Source: “” How to Build Knowledge Graphs That Enable AI-Driven
• Enterprise Applications” Gartner Research Note, <D#>, published 27 May 2020
n = 601
Gartner Research Circle members,excluding “unsure”
Source: 2020 Gartner AI in Organizations Survey
Q: What are the top three barrier to the implementation of AI techniques within your organization? Rank
up to three.
ID: 719012_C
Top Barriers to AI
Implementation
Top barriers to successful
adoption of AI
1. Integration with existing
technology
2. Data Complexity/Quality
3. Lack of Skills
© 2023 The MathWorks, Inc.
© 2023 The MathWorks, Inc.
© 2023 The MathWorks, Inc.
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
© 2023 The MathWorks, Inc.
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
© 2023 The MathWorks, Inc.
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
© 2023 The MathWorks, Inc.
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
© 2023 The MathWorks, Inc.
There are two ways to get a computer to do what you want
Machine Learning
COMPUTER
Program
Output
Data
© 2023 The MathWorks, Inc.
There are two ways to get a computer to do what you want
Machine Learning
COMPUTER
Model
Output
Data
Artificial Intelligence Machine Learning
© 2023 The MathWorks, Inc.
Are you ready for AI?
Data
Model
Output
© 2023 The MathWorks, Inc.
Are you ready for AI?
Data
Model
Output
© 2023 The MathWorks, Inc.
Are you ready for AI?
Data
Model
Output
Access Data
Analyze Data
© 2023 The MathWorks, Inc.
Are you ready for AI?
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
© 2023 The MathWorks, Inc.
Are you ready for AI?
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
© 2023 The MathWorks, Inc.
Are you ready for AI?
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
© 2023 The MathWorks, Inc.
Are you ready for AI?
Develop
Analyze Data
Access Data Deploy
Data
Model
Output
AI model
Modeling &
simulation
Algorithm
development
© 2023 The MathWorks, Inc.
Develop
AI model
Modeling &
simulation
Algorithm
development
Are you ready for AI?
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
© 2023 The MathWorks, Inc.
Are you ready for AI?
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling &
simulation
Algorithm
development
© 2023 The MathWorks, Inc.
Are you ready for AI?
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling &
simulation
Algorithm
development
Caffe
© 2023 The MathWorks, Inc.
Do you need AI?
© 2023 The MathWorks, Inc.
© 2023 The MathWorks, Inc.
AI for Predictive Maintenance
• Measure the wear of each robot
• Predict and fix failures before they happen
• AI handles uncertainty and variability
© 2023 The MathWorks, Inc.
Are you ready for AI if …
You’ve never used machine learning?
© 2023 The MathWorks, Inc.
© 2023 The MathWorks, Inc.
What is crispiness?
Crispy
Crushing Sound
+ Crispy Enough
Soggy
=
Crushing Force
© 2023 The MathWorks, Inc.
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
© 2023 The MathWorks, Inc.
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
© 2023 The MathWorks, Inc.
Fresh
Soggy
Soggy
Fresh
True
Class
Predicted Class
93%
91%
91%
91%
89%
95%
© 2023 The MathWorks, Inc.
Are you ready for AI if you’ve never used machine learning?
▪ Minimal experience required
▪ Use apps to try out all possible models
▪ Use domain expertise and familiar tools to prepare data
© 2023 The MathWorks, Inc.
Are you ready for AI if …
You can’t identify features in your data?
© 2023 The MathWorks, Inc.
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
© 2023 The MathWorks, Inc.
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95%
3%
2%
.
.
.
…
Data
Deep Learning Workflow
© 2023 The MathWorks, Inc.
Use Interactive apps for deep learning
Crispy
Crispy enough
Soggy
Deep neural network
95%
3%
2%
.
.
.
…
Data
Deep Learning Workflow
© 2023 The MathWorks, Inc.
© 2023 The MathWorks, Inc.
Mikusa Tunnel
Japan
© 2023 The MathWorks, Inc.
Traditional Approach
• Geologists assess seven different metrics
• Can take hours to analyze one site
• Critical shortage of geologists
New Approach
• Use deep learning to automatically
recognize metrics based on images
• On-site evaluators decide with support
from deep learning
Mikusa Tunnel
Japan
© 2023 The MathWorks, Inc.
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
⋮ ⋮ ⋮ ⋮
© 2023 The MathWorks, Inc.
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNet
PRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom Network
Weathering alteration: 4
Fracture spacing: 3
Fracture state: 2
© 2023 The MathWorks, Inc.
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNet
PRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom Network
Weathering alteration: 4
Fracture spacing: 3
Fracture state: 2
© 2023 The MathWorks, Inc.
Are you ready for AI if you can’t identify features in your data?
▪ Deep learning
Deep learning in 5 lines of code
nnet = alexnet;
cam = webcam;
picture = snapshot(cam);
picture = imresize(picture,[227 227]);
label = classify(nnet, picture)
© 2023 The MathWorks, Inc.
Are you ready for AI if you can’t identify features in your data?
▪ Deep learning
▪ Transfer learning
Deep learning in 5 lines of code
© 2023 The MathWorks, Inc.
Are you ready for AI if you can’t identify features in your data?
▪ Deep learning
▪ Transfer learning
▪ Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
© 2023 The MathWorks, Inc.
Are you ready for AI if you can’t identify features in your data?
▪ Deep learning
▪ Transfer learning
▪ Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
© 2023 The MathWorks, Inc.
Are you ready for AI if …
If you don’t have the right data?
© 2023 The MathWorks, Inc.
AI for Predictive Maintenance
• Measure the wear of each blade
• Predict and fix failures before they happen
• Can’t rely on failures in the field
© 2023 The MathWorks, Inc.
Predictive maintenance with synthetic failure data with
MATLAB & Simulink
Simulink model
© 2023 The MathWorks, Inc.
Predictive maintenance with synthetic failure data with
MATLAB & Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
© 2023 The MathWorks, Inc.
Are you ready for AI if you don’t have the right data?
▪ Generate data with simulations
▪ Simulation environment for
reinforcement learning
© 2023 The MathWorks, Inc.
Low-carbon homes
• Generate power with fuel cell and solar panels
• Store power in battery
• Buy power when needed; sell when extra
• Record data on environment and energy usage
© 2023 The MathWorks, Inc.
Low-carbon homes
• Generate power with fuel cell and solar panels
• Store power in battery
• Buy power when needed; sell when extra
• Record data on environment and energy usage
Goals
• Minimize energy cost
• Use EV battery for additional storage
© 2023 The MathWorks, Inc.
Optimizing home energy management system
Denso
Home
Home Energy Controller
Battery
command
Generated and consumed power
Stored energy
© 2023 The MathWorks, Inc.
Optimizing home energy management system
Denso
Home
Home Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
¥
Simscape Power Systems
Model predictive control
Mixed integer linear programming
© 2023 The MathWorks, Inc.
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
Preprocessing
Classification
Learner
Analyze Data
© 2023 The MathWorks, Inc.
Optimizing home energy management system
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
© 2023 The MathWorks, Inc.
Optimizing home energy management system
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
“The 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 process.”
Akira Ito and Ryu Matsumoto
© 2023 The MathWorks, Inc.
Autonomous
Primary
© 2023 The MathWorks, Inc.
© 2023 The MathWorks, Inc.
Autonomous
Primary
© 2023 The MathWorks, Inc.
+
+
Host computer Prosthesis
Processing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
© 2023 The MathWorks, Inc.
+
+
Host computer Prosthesis
Processing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
© 2023 The MathWorks, Inc.
© 2023 The MathWorks, Inc.
Are you ready for AI if …
You’ve never used machine learning? Easy programming
Apps
Domain expertise to prepare data
© 2023 The MathWorks, Inc.
Are you ready for AI if …
You’ve never used machine learning?
You can’t identify features in your data?
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
© 2023 The MathWorks, Inc.
Are you ready for AI if …
You’ve never used machine learning?
You can’t identify features in your data?
You don’t have the right data?
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
© 2023 The MathWorks, Inc.
With MATLAB and Simulink, you ARE ready for AI!

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Are you ready for AI? Is AI ready for you?

  • 1. © 2023 The MathWorks, Inc. Are YOU ready for AI? Is AI ready for YOU? Peeyush Pankaj, Principal ApplicationEngineer ppankaj@mathworks.com peeyush-pankaj
  • 2. MathWorks is the leading provider of technical computing software ◼ 4 million users ◼ Installations at 100,000+ sites in 185 countries ◼ Used for teaching and research by 6500+ universities ◼ $1B revenue in 2020 ◼ Over 5000 employees ◼ Sales and service offices worldwide ◼ Private, profitable every year since founding in 1984 MATLAB® SIMULINK® Technical computing Simulation and model based design
  • 3. Software and Internet Financial Services Big Data, Agile, DevOps, integration with IT systems Biotech and Pharmaceutical Medical Devices Neuroscience Process Industries Industrial Machinery Biological Sciences Automotive Customers in many industries innovate with MathWorks software Aerospace and Defense Energy Production Railway Systems Semiconductors Communications Electronics Complex multi-domain systems, software-defined and autonomous, model-based and data-driven Modernization, often on legacy platforms, becoming data-centric for optimization and maintenance Collaboration between science, engineering, and informatics Wide range of compute platforms, many kinds of HW/SW integration Comms infrastructure, plus alltypes of connected systems across industries
  • 4. is a Leader in the 2021 Gartner Magic Quadrant for Data Science and Machine Learning Platforms for the Second Year in a Row Gartner Magic Quadrant for Data Science and Machine Learning Platforms,Peter Krensky, CarlieIdoine,Erick Brethenoux, Pieter den Hamer,Farhan Choudhary,Afraz Jaffri, Shubhangi Vashisth,1stMarch 2021. This graphic was published byGartner, Inc. as part of a larger research documentand should be evaluated in the context of t he entire document.The Gartner documentis available upon requestfrom MathWorks. Gartner does notendorse any vendor, productor service depicted in its research publications,and does notadvise technologyusers to selectonlythose vendors with the highestratings or other designation.Gartner research publications consistofthe opinions ofGartner research organization and should notbe construed as statements offact. Gart ner disclaims all warranties,express or implied,with respectto this research,including any warranties ofmerchantabilityor fitness for a particular purpose.
  • 5. © 2023 The MathWorks, Inc. Alexa – Play soothing jazz
  • 6. © 2023 The MathWorks, Inc. ChatGPT – Write my Objectives abstract
  • 7. © 2023 The MathWorks, Inc. 10 Integrating AI is a priority for companies today but… • Source: “” How to Build Knowledge Graphs That Enable AI-Driven • Enterprise Applications” Gartner Research Note, <D#>, published 27 May 2020 n = 601 Gartner Research Circle members,excluding “unsure” Source: 2020 Gartner AI in Organizations Survey Q: What are the top three barrier to the implementation of AI techniques within your organization? Rank up to three. ID: 719012_C Top Barriers to AI Implementation Top barriers to successful adoption of AI 1. Integration with existing technology 2. Data Complexity/Quality 3. Lack of Skills
  • 8. © 2023 The MathWorks, Inc.
  • 9. © 2023 The MathWorks, Inc.
  • 10. © 2023 The MathWorks, Inc. Artificial Intelligence The capability of a machine to imitate intelligent human behavior
  • 11. © 2023 The MathWorks, Inc. Artificial Intelligence The capability of a machine to match or exceed intelligent human behavior
  • 12. © 2023 The MathWorks, Inc. Artificial Intelligence Today The capability of a machine to match or exceed intelligent human behavior by training a machine to learn the desired behavior
  • 13. © 2023 The MathWorks, Inc. There are two ways to get a computer to do what you want Traditional Programming COMPUTER Program Output Data
  • 14. © 2023 The MathWorks, Inc. There are two ways to get a computer to do what you want Machine Learning COMPUTER Program Output Data
  • 15. © 2023 The MathWorks, Inc. There are two ways to get a computer to do what you want Machine Learning COMPUTER Model Output Data Artificial Intelligence Machine Learning
  • 16. © 2023 The MathWorks, Inc. Are you ready for AI? Data Model Output
  • 17. © 2023 The MathWorks, Inc. Are you ready for AI? Data Model Output
  • 18. © 2023 The MathWorks, Inc. Are you ready for AI? Data Model Output Access Data Analyze Data
  • 19. © 2023 The MathWorks, Inc. Are you ready for AI? Data Model Output Access Data Analyze Data Develop Deploy
  • 20. © 2023 The MathWorks, Inc. Are you ready for AI? Data Model Output Access Data Analyze Data Develop Deploy
  • 21. © 2023 The MathWorks, Inc. Are you ready for AI? EVERYTHING ELSE Data Model Output Access Data Analyze Data Develop Deploy
  • 22. © 2023 The MathWorks, Inc. Are you ready for AI? Develop Analyze Data Access Data Deploy Data Model Output AI model Modeling & simulation Algorithm development
  • 23. © 2023 The MathWorks, Inc. Develop AI model Modeling & simulation Algorithm development Are you ready for AI? Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases Deploy
  • 24. © 2023 The MathWorks, Inc. Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases Desktop apps Enterprise systems Deploy Embedded devices AI model Modeling & simulation Algorithm development
  • 25. © 2023 The MathWorks, Inc. Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases Desktop apps Enterprise systems Deploy Embedded devices AI model Modeling & simulation Algorithm development Caffe
  • 26. © 2023 The MathWorks, Inc. Do you need AI?
  • 27. © 2023 The MathWorks, Inc.
  • 28. © 2023 The MathWorks, Inc. AI for Predictive Maintenance • Measure the wear of each robot • Predict and fix failures before they happen • AI handles uncertainty and variability
  • 29. © 2023 The MathWorks, Inc. Are you ready for AI if … You’ve never used machine learning?
  • 30. © 2023 The MathWorks, Inc.
  • 31. © 2023 The MathWorks, Inc. What is crispiness? Crispy Crushing Sound + Crispy Enough Soggy = Crushing Force
  • 32. © 2023 The MathWorks, Inc. Replicating human perception with machine learning Technical University of Munich Feature extraction Classification Crispy Crispy enough Soggy Data Machine Learning Workflow
  • 33. © 2023 The MathWorks, Inc. Replicating human perception with machine learning Technical University of Munich Classification Learner
  • 34. © 2023 The MathWorks, Inc. Fresh Soggy Soggy Fresh True Class Predicted Class 93% 91% 91% 91% 89% 95%
  • 35. © 2023 The MathWorks, Inc. Are you ready for AI if you’ve never used machine learning? ▪ Minimal experience required ▪ Use apps to try out all possible models ▪ Use domain expertise and familiar tools to prepare data
  • 36. © 2023 The MathWorks, Inc. Are you ready for AI if … You can’t identify features in your data?
  • 37. © 2023 The MathWorks, Inc. Use deep learning to identify features automatically Feature extraction Classification Crispy Crispy enough Soggy Data Machine Learning Workflow
  • 38. © 2023 The MathWorks, Inc. Use deep learning to identify features automatically Feature extraction Classification Crispy Crispy enough Soggy Data Machine Learning Workflow Crispy Crispy enough Soggy Deep neural network 95% 3% 2% . . . … Data Deep Learning Workflow
  • 39. © 2023 The MathWorks, Inc. Use Interactive apps for deep learning Crispy Crispy enough Soggy Deep neural network 95% 3% 2% . . . … Data Deep Learning Workflow
  • 40. © 2023 The MathWorks, Inc.
  • 41. © 2023 The MathWorks, Inc. Mikusa Tunnel Japan
  • 42. © 2023 The MathWorks, Inc. Traditional Approach • Geologists assess seven different metrics • Can take hours to analyze one site • Critical shortage of geologists New Approach • Use deep learning to automatically recognize metrics based on images • On-site evaluators decide with support from deep learning Mikusa Tunnel Japan
  • 43. © 2023 The MathWorks, Inc. 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 ⋮ ⋮ ⋮ ⋮
  • 44. © 2023 The MathWorks, Inc. Efficient tunnel drilling with deep learning Obayashi Corporation AlexNet PRETRAINED MODEL Ice cream Teapot Goose Transfer learning Custom Network Weathering alteration: 4 Fracture spacing: 3 Fracture state: 2
  • 45. © 2023 The MathWorks, Inc. MATLAB Production Server Efficient tunnel drilling with deep learning Obayashi Corporation AlexNet PRETRAINED MODEL Ice cream Teapot Goose Transfer learning Custom Network Weathering alteration: 4 Fracture spacing: 3 Fracture state: 2
  • 46. © 2023 The MathWorks, Inc. Are you ready for AI if you can’t identify features in your data? ▪ Deep learning Deep learning in 5 lines of code nnet = alexnet; cam = webcam; picture = snapshot(cam); picture = imresize(picture,[227 227]); label = classify(nnet, picture)
  • 47. © 2023 The MathWorks, Inc. Are you ready for AI if you can’t identify features in your data? ▪ Deep learning ▪ Transfer learning Deep learning in 5 lines of code
  • 48. © 2023 The MathWorks, Inc. Are you ready for AI if you can’t identify features in your data? ▪ Deep learning ▪ Transfer learning ▪ Automation and AI to label data Point cloud semantic segmentation Classification Car Truck Ground Background
  • 49. © 2023 The MathWorks, Inc. Are you ready for AI if you can’t identify features in your data? ▪ Deep learning ▪ Transfer learning ▪ Automation and AI to label data Point cloud semantic segmentation Classification Car Truck Ground Background
  • 50. © 2023 The MathWorks, Inc. Are you ready for AI if … If you don’t have the right data?
  • 51. © 2023 The MathWorks, Inc. AI for Predictive Maintenance • Measure the wear of each blade • Predict and fix failures before they happen • Can’t rely on failures in the field
  • 52. © 2023 The MathWorks, Inc. Predictive maintenance with synthetic failure data with MATLAB & Simulink Simulink model
  • 53. © 2023 The MathWorks, Inc. Predictive maintenance with synthetic failure data with MATLAB & Simulink Measured data Inject failures Refine model Simulink model Failure data Failure conditions
  • 54. © 2023 The MathWorks, Inc. Are you ready for AI if you don’t have the right data? ▪ Generate data with simulations ▪ Simulation environment for reinforcement learning
  • 55. © 2023 The MathWorks, Inc. Low-carbon homes • Generate power with fuel cell and solar panels • Store power in battery • Buy power when needed; sell when extra • Record data on environment and energy usage
  • 56. © 2023 The MathWorks, Inc. Low-carbon homes • Generate power with fuel cell and solar panels • Store power in battery • Buy power when needed; sell when extra • Record data on environment and energy usage Goals • Minimize energy cost • Use EV battery for additional storage
  • 57. © 2023 The MathWorks, Inc. Optimizing home energy management system Denso Home Home Energy Controller Battery command Generated and consumed power Stored energy
  • 58. © 2023 The MathWorks, Inc. Optimizing home energy management system Denso Home Home Energy Controller Battery command Generated and consumed power Stored energy Electricity prices Predicted vehicle use ¥ Simscape Power Systems Model predictive control Mixed integer linear programming
  • 59. © 2023 The MathWorks, Inc. Optimizing home energy management system Denso Develop Data Parallel computing 1000 CSV Files Access Data Deploy Preprocessing Classification Learner Analyze Data
  • 60. © 2023 The MathWorks, Inc. Optimizing home energy management system 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
  • 61. © 2023 The MathWorks, Inc. Optimizing home energy management system 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 “The 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 process.” Akira Ito and Ryu Matsumoto
  • 62. © 2023 The MathWorks, Inc. Autonomous Primary
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  • 68. © 2023 The MathWorks, Inc. Are you ready for AI if … You’ve never used machine learning? Easy programming Apps Domain expertise to prepare data
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  • 71. © 2023 The MathWorks, Inc. With MATLAB and Simulink, you ARE ready for AI!