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13 June 2020
AI, Industrial Data Space, and
Thailand's Innovation Transformation
Pantapong Tangteerasunun
VP-Innovation
Chanwanich Co.,Ltd.
1. AI and Neural Network Project
2. Industrial Data Space
3. Innovation Transformation
4. Conclusion
13 June 2020
Blackbox Model
Input Output
General adsorption math model
- Non-linear
- Complicate
- Very hard to solve
Source: Mathematical Modeling of Fixed Bed Adsorption : Breakthrough Curve
Amirhossein Ghorbani, Ramin Karimzadeh, Masoud Mofarahi.
Objective
1. Design neural network architecture
2. Comparing efficiency and accuracy
3. Use NN model to control this process
Dynamic Neural Network Modeling
for Hydrochloric Acid Recovery Process
Paisan K, Pantapong T., and Piyanuch T. (2005)
Department of Chemical Engineering, Chulalongkorn University
AI and Neural Network Project
13 June 2020
Blackbox
Input
Data
Set
Output
Data
Set
The components of neural network models
Training Algorithm : Back Propagation Algorithm
Basis Function : Linear Basis function
Transfer Function : Sigmoid Function
Input Data Set : Flow rate
Steel Ion Concentration
Hydrochloric Concentration
Output Data Set : Steel Ion Concentration
Hydrochloric Concentration
To Predict : Concentration Profile
Hydrochloric Concentration
AI and Neural Network Project
13 June 2020
NN Model VS Experiment Data
%Error : 7-10% RMSP
Accuracy : 90-93%
PDE Model VS Experiment Data
%Error : 21-30% RMSP
Accuracy : 70-80%
Benefits/Limitations of the neural network
1. Optimal architecture neural networks can be successfully.
2. Outside boundary and operating conditions NN does not predictable.
3. The ultimate goal of this work is to develop an advanced control technique.
4. This work leads to preparing data set in Industrial Data Space.
AI and Neural Network Project
13 June 2020
Industrial Data Space
Data becomes a strategic resource
Value
Time
Data as
Process
Result
Data as
Enabler of
Processes
Data as
Enabler of
Products
Data as
Products
The »Industrial Data Space«
is a virtual data space using
standards and common governance
models to facilitate the secure
exchange and easy linkage of data in
business ecosystems.
It thereby provides a basis for
creating and using smart services
and innovative business processes,
while at the same time ensuring
digital sovereignty of data owners.
Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE
13 June 2020
Logistic
Network
Commercial
services
Digitized Services
Offering
Knowledge
Collaboration
and partnership
Smart
Data
Management
Flow of information Flow of Goods
Customer
Partnership
Data
Link
Logistic
Public data
Data from the
value creation chain
Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE
Digitized Value
Creation
Printing
ProductionFactory
Industrial Data Space and Digital Transformation
Industrial Data Space
13 June 2020
Real
Model
Sensors
IOT
Machine Data
Virtual Twin
Creative
& Design
objects Input Data
Mix reality
Preventive Maintenance
Paper Thickness
Ink Type
UV/non UV
Coating
Product
Output
Human
machine
collaboration
Command
Data
Speed
Production
Ink Volume
Paper Type
Rolling speed
Machine Temp.
Rolling Vibration
Artificial Narrow Intelligent Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE
Industrial Data Space VS Artificial Narrow Intelligent Industrial Data Space
13 June 2020
Smart
Data
Management
Big data
Automation
Optimization
Data analytics
Model predictive
Artificial Narrow Intelligent
Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE
Industrial Data Space and Digital Transformation
Industrial Data Space
Case Study :
Transportation
Management
System &
Business
Intelligent
13 June 2020
Industrial Data Space
Case Study : Transportation Management System & Business Intelligent
13 June 2020
Proof of Delivery System
Real-Time and
tracking system
Vehicle Routing Planning
Communication System
Instant messaging Voice over internet
1.
2.
3.
4.
Industrial Data Space
Transportation Management System & Business Intelligent
Results and Improvement
- Customer satisfaction >90%
- Fuel cost reduced 14%
- Miss delivery reduced 67%
- Planning efficiency improved 33%
13 June 2020
Global Competitiveness Index 2019
Innovation Transformation
13 June 2020
Basic &
Applied
Research
Translational
Development
Clinical Evaluation &
Regulatory Approval
Adoption &
Diffusion
Science Commercial
Gap in Research development and Innovation
Government &
Universities
Private sector
GAP
Investment
ที่มา : https://blog.thegfcc.org/universities-are-wellsprings-of-innovation-drivers-of-regional-economies-8a3c097e6cc
Innovation Transformation
Thailand Innovation and Innovation Management
Less financial resource
Challenges
Limited market power
Lack systematics innovation
management capability
Lack network and cooperation
with public and private R&D
Limited creative idea and
Hi-technology support
Challenges and
Opportunities of
Organization,
Startup,
Regional,
Base Of Pyramid,
and BCG
Flexibility and speed in decision
making
Smallness and Unique
value proposition
High value of personal networks
and relationship
Strong connection with R&D and
applied research university
Business specialization
Opportunities
Entrepreneurial leader Entrepreneurial culture
Innovation Transformation
13 June 2020
Functional Model of Innovation Eco-System
Knowledge
User
Knowledge
Producer
Public
Sector
Private
Sector
Social, Human Capital &
Educational
Research Capacity :
Basic/Applied research
Technology &
Innovation Performance
Absorptive Capacity
and Corporate Venture
Innovation Transformation
Bernd Kadura
Source:
Strengthening
Innovation
Systems.
Foundation,
Concept and
Strategic Approach
- University Teaching
- S&T base training and Education
- Community
- Research University
- Government Laboratories - Industrial Research
- Product Development
- Process Development
- Market for Goods and Services
- Follower firm & users
- Investor and Venture Capital
13 June 2020
Conclusion
1. AI, Neural Network can help automate the industrial
process and increase work potential.
2. IDS as a platform to create confidence in the exchange
industrial data are safe and secure.
3. Innovation Eco-System enhances productivity and value, in
addition, institutions that promote research and innovation
must be strong in order to play an important role in
enhancing competitiveness.
13 June 2020
Thank you
Together
we fight against
COVID-19
12 June 2020

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AIVS - AI, Industrial Data Space, and Innovation Transformation

  • 1. 13 June 2020 AI, Industrial Data Space, and Thailand's Innovation Transformation Pantapong Tangteerasunun VP-Innovation Chanwanich Co.,Ltd. 1. AI and Neural Network Project 2. Industrial Data Space 3. Innovation Transformation 4. Conclusion
  • 2. 13 June 2020 Blackbox Model Input Output General adsorption math model - Non-linear - Complicate - Very hard to solve Source: Mathematical Modeling of Fixed Bed Adsorption : Breakthrough Curve Amirhossein Ghorbani, Ramin Karimzadeh, Masoud Mofarahi. Objective 1. Design neural network architecture 2. Comparing efficiency and accuracy 3. Use NN model to control this process Dynamic Neural Network Modeling for Hydrochloric Acid Recovery Process Paisan K, Pantapong T., and Piyanuch T. (2005) Department of Chemical Engineering, Chulalongkorn University AI and Neural Network Project
  • 3. 13 June 2020 Blackbox Input Data Set Output Data Set The components of neural network models Training Algorithm : Back Propagation Algorithm Basis Function : Linear Basis function Transfer Function : Sigmoid Function Input Data Set : Flow rate Steel Ion Concentration Hydrochloric Concentration Output Data Set : Steel Ion Concentration Hydrochloric Concentration To Predict : Concentration Profile Hydrochloric Concentration AI and Neural Network Project
  • 4. 13 June 2020 NN Model VS Experiment Data %Error : 7-10% RMSP Accuracy : 90-93% PDE Model VS Experiment Data %Error : 21-30% RMSP Accuracy : 70-80% Benefits/Limitations of the neural network 1. Optimal architecture neural networks can be successfully. 2. Outside boundary and operating conditions NN does not predictable. 3. The ultimate goal of this work is to develop an advanced control technique. 4. This work leads to preparing data set in Industrial Data Space. AI and Neural Network Project
  • 5. 13 June 2020 Industrial Data Space Data becomes a strategic resource Value Time Data as Process Result Data as Enabler of Processes Data as Enabler of Products Data as Products The »Industrial Data Space« is a virtual data space using standards and common governance models to facilitate the secure exchange and easy linkage of data in business ecosystems. It thereby provides a basis for creating and using smart services and innovative business processes, while at the same time ensuring digital sovereignty of data owners. Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE
  • 6. 13 June 2020 Logistic Network Commercial services Digitized Services Offering Knowledge Collaboration and partnership Smart Data Management Flow of information Flow of Goods Customer Partnership Data Link Logistic Public data Data from the value creation chain Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE Digitized Value Creation Printing ProductionFactory Industrial Data Space and Digital Transformation Industrial Data Space
  • 7. 13 June 2020 Real Model Sensors IOT Machine Data Virtual Twin Creative & Design objects Input Data Mix reality Preventive Maintenance Paper Thickness Ink Type UV/non UV Coating Product Output Human machine collaboration Command Data Speed Production Ink Volume Paper Type Rolling speed Machine Temp. Rolling Vibration Artificial Narrow Intelligent Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE Industrial Data Space VS Artificial Narrow Intelligent Industrial Data Space
  • 8. 13 June 2020 Smart Data Management Big data Automation Optimization Data analytics Model predictive Artificial Narrow Intelligent Source : Fraunhofer-Gesellschaft : INDUSTRIAL DATA SPACE Industrial Data Space and Digital Transformation Industrial Data Space Case Study : Transportation Management System & Business Intelligent
  • 9. 13 June 2020 Industrial Data Space Case Study : Transportation Management System & Business Intelligent
  • 10. 13 June 2020 Proof of Delivery System Real-Time and tracking system Vehicle Routing Planning Communication System Instant messaging Voice over internet 1. 2. 3. 4. Industrial Data Space Transportation Management System & Business Intelligent Results and Improvement - Customer satisfaction >90% - Fuel cost reduced 14% - Miss delivery reduced 67% - Planning efficiency improved 33%
  • 11. 13 June 2020 Global Competitiveness Index 2019 Innovation Transformation
  • 12. 13 June 2020 Basic & Applied Research Translational Development Clinical Evaluation & Regulatory Approval Adoption & Diffusion Science Commercial Gap in Research development and Innovation Government & Universities Private sector GAP Investment ที่มา : https://blog.thegfcc.org/universities-are-wellsprings-of-innovation-drivers-of-regional-economies-8a3c097e6cc Innovation Transformation
  • 13. Thailand Innovation and Innovation Management Less financial resource Challenges Limited market power Lack systematics innovation management capability Lack network and cooperation with public and private R&D Limited creative idea and Hi-technology support Challenges and Opportunities of Organization, Startup, Regional, Base Of Pyramid, and BCG Flexibility and speed in decision making Smallness and Unique value proposition High value of personal networks and relationship Strong connection with R&D and applied research university Business specialization Opportunities Entrepreneurial leader Entrepreneurial culture Innovation Transformation
  • 14. 13 June 2020 Functional Model of Innovation Eco-System Knowledge User Knowledge Producer Public Sector Private Sector Social, Human Capital & Educational Research Capacity : Basic/Applied research Technology & Innovation Performance Absorptive Capacity and Corporate Venture Innovation Transformation Bernd Kadura Source: Strengthening Innovation Systems. Foundation, Concept and Strategic Approach - University Teaching - S&T base training and Education - Community - Research University - Government Laboratories - Industrial Research - Product Development - Process Development - Market for Goods and Services - Follower firm & users - Investor and Venture Capital
  • 15. 13 June 2020 Conclusion 1. AI, Neural Network can help automate the industrial process and increase work potential. 2. IDS as a platform to create confidence in the exchange industrial data are safe and secure. 3. Innovation Eco-System enhances productivity and value, in addition, institutions that promote research and innovation must be strong in order to play an important role in enhancing competitiveness.
  • 16. 13 June 2020 Thank you Together we fight against COVID-19 12 June 2020