introduction of information technology in...
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Introduction of information technology in metrology
Toshiyuki TAKATSUJINational Metrology Institute of Japan (NMIJ, AIST)
Hype Cycle for Emerging Technology, 2018
From Gartner
Hype Cycle
From Gartner
1. Innovation Trigger2. Peak of Inflated Expectation3. Trough of Disillusionment4. Slope of Enlightenment5. Plateau of Productivity
From Gartner
Deep Learning
IoT
Block Chain
Digital Twin
AR
General Electric• Predix (Industrial IoT Platform)
Predict failure of jet engine Optimization of flight path
Improve productivity,Reduce development time,and so on
For software 5 B$ sales in 2016 Expect 15 B$ in 2020
Measurement and sensor technology play indispensable roles.
Metrology vs Information Technology
Make use of IT for metrology Make use of metrology for IT
• Computer• Internet• 5G• AI
Sensors for• Self-driving• Health• Environment
Computer vs Optics in 1980s and 90s
Use Computer for Optics Use Optics for Computer
déjà vu: This must be the same path that we once walked along.
• Computer• Imaging device
• Optical computing• Fast Fourier Transform
Computer vs Optics in 1980s and 90s
Use Computer for Optics Use Optics for Computer
Quantum Computer ?
ü At that time, silicon computers were too slow.ü No one imagined the rapid growth of the speed and data capacity of the
computers.
ü FFT can be calculated in real time.ü Optical storage devices disappeared.
General Electric• Predix (Industrial IoT Platform)
10 M sensors for 28,000 enginesPredict failure of jet engine Optimization of flight path
Improve productivity,Reduce development time,and so on
For software 5 B$ sales in 2016 Expect 15 B$ in 2020
Measurement and sensor technology play indispensable roles.
The subsidiary company was sold in 2018.
StrategiesArea Strategy
Europe Industrie 4.0USA Industrial Internet
China MiC 2025Thailand Thailand 4.0
JapanConnected Industries
Society 5.0
Innovation in manufacturing
Smart society
Industrie 4.0• Low-lot, high-mix production• RF Tag
European Metrology Cloud
Blockchain• Bitcoin is the most famous application of Blockchain.• Various applications
• Food traceability• Safety confirmation service at the time of disaster• Electronic medical record sharing service• Any documents in a company can be recorded.
Hash function SHA-256
Easy
Very difficult
45bd90a529dcf134…..21256 digit binary number= 64 digit hexadecimal
A completely different number is created by just changing one digit.
(Irreversible function)
Structure of the blockchain
Previous hash Nonce
Block
Current hash
Block header
Block
Transaction
Previous hash Nonce
Current hash
Block header
Transaction
Calibration certificates
a) Whole view of traceability chain b) Reality for a user c) Ideal view for a user
DesignRecord of Current certificate
Encrypted information of parent certificates
ID of certificate
ID of laboratory
Digital signature of lab. EBD0 ... 5D7F
Tx_ID(1),( Tx_ID(2), ... )2
1
Hash of Encrypted Certificate
URL of Encrypted Certificate
Toshiyuki Takatsuji, et. al., Blockchain technology to visualize the metrological traceability, Precision Engineering, Volume 58, 2019, Pages 1-6
Metrology for IT or IT for Metrology• Perform ordinary metrology with the aid of IT
• So that, the job can be done efficiently and effectively.• Not many applications• Researchers in metrology area (metrologists) are interested in this
approach.
• Perform IT with the aid of metrology• Almost all big data is collected by sensors (metrology?).• Most people are interested in this approach.• A lot of applications
Brinell hardness
200 μm 200 μm
(d)(c)
40 μm 40 μm
(b)(a)
Convolutional neural network (CNN)
240
240
Fc1 Fc2
2048 2048
Output
Conv1
Conv2
Pool1Pool2 Pool3
InputOutput
Input
32 filters11x11 filter size Stride: 4
3x3 max-pooling Stride: 1
(240x240x1)
(60x60x32)
64 filters5x5 filter size Stride: 1
(29x29x64)
3x3 max-pooling Stride: 1
(14x14x128) (14x14x128) (6x6x64)
Conv3128 filters3x3 filter size Stride: 1
Conv4128 filters3x3 filter size Stride: 1
Conv564 filters3x3 filter size Stride: 1
3x3max-pooling Stride: 1
Comparison Image
CNN
RG
50 μm
200 HBW 400 HBW
100 μm
Region growing (RG) method
Comparison Image
CNN
RG
50 μm
100 HBW 550 HBW200 HBW
50 μm100 μm
Region growing (RG) method
Don’t rely too much on AI.• The logic between the input and output is unknown.• The result of the inference is not always correct.
IT applications using sensors• iPhone contains GPS, camera, air pressure, 3 axis gyro,
acceleration, proximity, and ambient light sensors.• Smart meters• Sensors on a car• CCTV
• Trillion sensors will be sold in 2023.
InsecamWeb cameras without password or using default password3,000 cameras can be seen. 60 from Thailand.
Security• Update firmware regularly• Don’t use default or easy password
http://www.datagenetics.com/blog/september32012/
PIN
1000 and 100 digits
10 a
nd 1
dig
its
19xx: year of birth? xyxy
1234
4321
8068
http://www.datagenetics.com/blog/september32012/
Security
Hidden chips ‘launch spam attacks from irons’
PC nearby will be infected.
https://www.bbc.com/news/blogs-news-from-elsewhere-24707337
Environment & social infrastructure Human life Social mechanism
Solve large scale & complex social issues
• Disaster• Environment• Aging infrastructure
ü Sustainable society
• Monitoring• Crime prevention• Health
ü Safe society
• Economics• Social issues
ü Society 5.0
uWide, deep, quick understanding by advanced, diversified, expanded metrologyuAppropriate treatment for privacy protectionuEvaluation and improvement cycle of social system based on social metrology
Wider applications and improvement of metrology
CRDS-FY2018-RR-03, Center for Research and Development Strategy, Japan Science and Technology Agency