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FORMAT
Final Conference
FORMAT project team and guest speakers
Politecnico di Milano, May 14-15, 2015
FORMAT Final conference
Agenda
2©FORMAT CONSORTIUM ALL RIGHTS RESERVED
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
FORMAT Final Conference
14-15 May 2015
Politecnico di Milano, Dipartimento di Meccanica
DAY 1 (Thursday, 14th May 2015)
Welcoming Session and Introduction
13:00 - 14:00 Arrival and Registration
14:00 - 14.15 Official Welcome
and
Conference Overview
Gaetano Cascini
(Project Coordinator)
Politecnico di Milano
Invited Speakers Session
14:15 – 15:00 Invited Speaker 1
The Use of Multi-
Generation Diffusion
Models in Technology
Forecasting
Mohsen Hamoudia President
of the International Institute of
Forecasters
FORMAT Final conference
Agenda
3©FORMAT CONSORTIUM ALL RIGHTS RESERVED
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Invited Speakers Session
15:00 – 15:45 Invited Speaker 2
The Science of Data-Driven
Prediction
Ralph Grothman Siemens Corporate
Technology
15:45 – 16:00 Coffee break
FORMAT Project in Practice
16:00 – 16:30 Introduction to the
FORMAT Methodology
What? FORMAT TF Approach
How? Methodology & Stages
Software & Tools
Management approach
Where to find info?
Website, Handbook & Newsletter
Gaetano Cascini
Politecnico di Milano
16:30 – 17:00 Case Studies at Whirlpool
Vacuum Forming
Pre-Coated Steel sheets
Decoration
Pierluigi Petrali
Operation Center of Excellence,
Whirlpool Europe S.r.l.
FORMAT Final conference
Agenda
4©FORMAT CONSORTIUM ALL RIGHTS RESERVED
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
FORMAT Project in Practice
17:00 – 17:30 External Case Study
in an Italian SME
Application of FORMAT in
Car Interiors Design
Sandro Feltrin
RIC S.r.l.
17:30 – 18:00 Open Q&A Session
18:00 Closure of Day 1
DAY 2 (Friday, 15th May
2015)
FORMAT Transfer of Knowledge
9:00 – 9:45 Technology Forecasting
for Industrial Processes
Dmitry Kucharavy
Politecnico di Milano
9:45 – 10:00 FORMAT Methodology
in Depth
Gaetano Cascini
Politecnico di Milano
10:00 – 10:15 Stage FOR:
Defining Forecast Questions &
Planning the Project
Igor Kaikov
Whirlpool Europe Srl
10:15 – 10:45 Stage M:
Modelling Existing Knowledge
& Extracting Limiting Resources
Mateusz Slupinski
Wroclaw University of Technology
FORMAT Final conference
Agenda
5©FORMAT CONSORTIUM ALL RIGHTS RESERVED
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
FORMAT Transfer of Knowledge
10:45 – 11:15 Coffee break
11:15 – 11:45 Stage A:
Act to Identify Future Traits of the
System to be Forecasted
Niccolò Becattini
Christopher Nikulin
Politecnico di Milano
11:45 – 12:05 Stage T:
Transferring Conclusions to Decision
Makers
Dmitry Kucharavy
Politecnico di Milano
12:05 – 12:30 Text Mining on patents Emanuele Festa
Politecnico di Milano
Massimo Tarantelli
Innovation Engineering Srl
12:30 – 12:45 FORMAT Methodology
Recap
Gaetano Cascini
Politecnico di Milano
12:45 – 13:00 Q&A Session
13.00 – 14.00 Lunch Break
Case Studies in detail
14:00 – 14:30 Case Study 1:
Decoration Technologies
Mateusz Slupinski
Wroclaw University of Technology
14:30 – 15:10 Case Study 2:
Pre-coated Steel Sheets
Niccolò Becattini
Politecnico di Milano
FORMAT Final conference
Agenda
6©FORMAT CONSORTIUM ALL RIGHTS RESERVED
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Case Studies in detail
15:10 – 15:50 Case Study 3:
Post-industrial future of Konin
(Poland)
Mateusz Slupinski
Wroclaw University of Technology
15:50 – 16:20 Case Study 4:
A vehicle for everyday use in 2030
Sebastian Koziolek
Wroclaw University of Technology
16:20 – 17:00 Q&A Session & Final Discussion
17:00 Closure of Day 2
Welcome
and
Conference Overview
G. Cascini (Politecnico di Milano)
FORMAT project
8
©FORMAT CONSORTIUM ALL RIGHTS RESERVED
Academia Industry
Keynote #1
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
9
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
The Use of Multi-Generation
Diffusion Models in
Technology Forecasting
FORMAT Conference
Milan - Italy | 14-15 May 2015
Mohsen Hamoudia
International Institute of Forecasters (IIF) and
Orange - France Telecom Group, Paris
mohsen.hamoudia@orange.com
Keynote #1
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
10
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
An example of Industry Multi-Generation
Different mobile generations and different markets situations
World
0
100 000 000
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2G
3G
4G China
0
20 000 000
40 000 000
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Q12000
Q42000
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Q32010
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2G
3G
4G
Japan
0
50 000 000
100 000 000
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Q12000
Q42000
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Q12009
Q42009
Q32010
Q22011
Q12012
Q42012
2G
3G
4G
USA
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
The Science of
Data-Driven Predictions
Siemens Corporate Technology | Learning Systems
Restricted © Siemens AG 2014. All rights rese
Forecasting Supply
of Renewable Energy
Forecasting Secondary
Control Reserve Prices
Energy Load Forecasting Forecasting of Energy flows and Transmission
Losses
Energy Price Forecasting of Spot
and Future Markets
Accurate (data-driven) forecasts:
 increase the planning reliability of renewable
energy sources like wind or solar
 help to identify peak loads
 stabilize energy grids through a better estimation of
load flows and transmission losses
 price forecasts minimize market risks and support
optimal resource allocation and planning
Forecasting Solutions for the Energy IndustryForecasting Solutions for the Energy
Industry
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
© Siemens AG, Corporate Technology
Introduction to the
FORMAT Methodology
G. Cascini (Politecnico di Milano)
FORMAT Methodology:
Stages and Gates
©FORMAT CONSORTIUM ALL RIGHTS RESERVED 14
FORmulate
(stage)
Act
(stage)
Model
(Stage)
A
Gate
FOR
Gate
M
Gate
Transfer
(stage)
T
Gate
Next
round
DM requires
further study
Develop forecast for defined
system and contexts (A)
<identify> <a system of problems> <that drives
evolution of system>
<recognize> <evolutionary trends> <for identified
system>
<identify> <changes of performance
characteristic in time>
<aggregate and validate> <results of qualitative
and quantitative studies> <into forecast>
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Case Studies at Whirlpool
Pierluigi Petrali (Whirlpool)
TF objectives: to support
decision
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
16
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Give consistency in technology /
product roadmap
Drive research activities (i.e. where
to allocate money and resources)
Design new products
Identify competences needed to
improve competitivity
Invest on technology
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
EXTERNAL CASE STUDY fOR ITALIAN SME’s
Application of the FORMAT Methodology to Car Interiors Design
Il Laboratorio della Camera di Commercio di Treviso
SANDRO FELTRIN (RIC S.r.l.)
Il Laboratorio della Camera di Commercio di Treviso
SubSystem Present
interno porte, zona
specchietto, ponte
centrale, plancia,
volante, sedili,
cappelliera
5th – WHAT
the STF and its
main
alternative(s) are,
were 10-15 years
ago and are
expected to be in
10 to 15 years
from today ?
Description for
STF (and its main
alternative?) with
• contexts=su
per-systems
(TEES) and
sub-systems
• past history
& expected
future
• present
trends
SuperSystem Future
(2015-2025)
System Present
System:
Interni auto (v. funzione
slide 27: <accogliere>
<passeggeri>)
System Past
(1990-2010)
SuperSystem Present
Abitacolo vettura:
includendo guida,
dispositivi di sicurezza,
cruscotto e
strumentazione,
navigazione, radio
SuperSystem Past
SubSystem Future
(2015-2025)
SubSystem Past
System Future
(2015-2025)
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Technology Forecasting
for Industrial Processes
KUCHARAVY Dmitry (Politecnico di Milano)
why to predict
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
20
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
During the last decades even the leading companies
• delay to recognize and to agree on problems and threats;
• delay to solve problems and to agree about solutions;
• delay to implement potential solutions and understand their limitations.
source of infographics: http://www.statista.com/
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Introduction to the
FORMAT Methodology
G. Cascini (Politecnico di Milano)
©FORMAT CONSORTIUM ALL RIGHTS RESERVED 22
Reference models
Growth under competition
• …
• For socio‐technical systems the
3‐parameter S‐shaped growth model
is applied for describing
"trajectories" of growth or decline in
time
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Stage FOR:
Defining Forecast Questions &
Planning the Project
Kaykov Igor (Whirlpool Europe)
(FOR) Stage:
to set up the project
24©FORMAT CONSORTIUM ALL RIGHTS RESERVED
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
 What is expected by users and beneficiaries as a result of the forecast?
 What questions should be answered for decision makers?
 What is the necessary level of detail?
 How do the results need to be presented? (e.g. graphs, charts, report)
 How will these results be used by users and beneficiaries?
 Will the results of the forecast be used for other purposes? Which
ones?
 What is the approximate time span when a result may be used?
 Where are the results going to be useful?
 Who is going to use the results of the forecast?
These questions need to be answered during first working session
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Stage M:
Modelling Existing Knowledge &
Extracting Limiting Resources
Mateusz Słupiński (Wroclaw University of Technology)
M_5 Context
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
26
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Super-systems for 2004
<Modify> <colors> <of surface>
1. Output is mostly non-changeable
(printed)
2. Decoration process:
• with large stock,
• it is off-line,
• recyclability of equipment was
not an issue
• energy consumption was not an
important issue.
3. Investment in equipment, tools, HR,
maintenance was lower.
4. Front surface used for decoration
<Modify > <colors> <of surface>
(to deliver information to users** & to
improve esthetic experience)
1. Output of decoration is printed and
changeable (display)
2. Decoration process:
• with stock,
• it is off-line,
• recyclability of equipment and
tools (!)
• energy consumption (!)
3. Investment in equipment, HR and
maintenance is higher.
4. Rear surface is used for decoration
<Modify > <colors>
1. Output of decoration is printed and/or
dynamic
2. Decoration process:
• without stock,
• it is in-line ,
• increased recyclability of
equipment and tools,
• reduced energy consumption.
3. More (??) investment for equipment,
HR and maintenances.
4. Back side of Intermediate layer used for
decoration
• Silk screening (60%)
• Pad printing (40%)
• Silk screening
• Pad printing
• Others 10%
• Laser marking
• More diversity of applied technologies
for different substrates and products.
• Time form operator’s involvement will
decrease;
• preprocess time decrease
2014 20242004
Super-systems for 2014 Super-systems for 2024
System Operator in ‘Decoration’ case study
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Stage A:
Act to Identify Future Traits of the System
to be Forecasted
Niccolò Becattini (Politecnico di Milano)
Step A_4
©FORMAT CONSORTIUM ALL RIGHTS RESERVED 28
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Forecasting through the
analysis of quantitative
trends
Forecasting further
directions of evolution
through analogies
Forecasting problems
preventing technical
systems evolution
US: Average interior volume of new
refrigerators (1/2)
©FORMAT CONSORTIUM ALL RIGHTS RESERVED 6
Parameter Value P-value
Parameter of the regression
Maximum average size expected for interior volume of household refrigerator [cubic feet] and [liters] 21,70 cu ft (614,47l) p<0,01
Period of time for 80% of the cycle [years] 52 years p<0,01
Middle time when interior volume growth achieve his 50% [years] 1953 years p<0,01
Results of the it
R-Squared [%] 98,5% -
Data source: Association of Home
Appliance Manufactures (AHAM)
and Appliance Standards
Awareness Project (ASAP).
FORMAT PUBLIC WORKSHOP
FEBRUARY, 21 2014
forecast
Forming
EXPECTED Evolution
©FORMAT CONSORTIUM ALL RIGHTS RESERVED 16
1953 2003
-
- - Mold #1
-
- - Mold #2
Speed
Sucking
device
Holes in
the mold
Sucked
Air
-
- - Mold
Substitution of one
mold with air
(Su-Field interaction
+ Macro to Micro)
xxxx
-
- - Mold
Speed
Sucking
device
Magnetic
field
metal particles
in the HIPS sheet
B
BB
Substitution of air with a
Magnetic Field (B)
(Su-Field interaction +
Macro to Micro)
Year
(Macro-to-Micro mold)
Analogical reasoning for envisioning future with pa erns of evolu on
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
©FORMAT CONSORTIUM ALL RIGHTS RESERVED 27
Λ: not equal to
ambient
V: equal to
ambient
Desired result
2D sheet in
the pallet
Temperature
profil e
Example of
contradiction
R1-: • long stock me (3 days),
• big space for 2D sheet stock,
• high immobilized capital (WIP)
R2-: • scrap (3D open shape),
• Human interven on (for temp.
receipt adjustment in
thermoforming process)
R2+: • no scrap (3D open shape),
• No human interven on (for heater
power receipt adjustment in
thermoforming process)
R1+: • short stock me,
• no big space for 2D sheet stock,
• lower immobilized capital (WIP)
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Since the maximum interior
volume expected in
refrigerators for next years is
expected to be 614.47 liters
(i.e. substantially STABLE)
THEN
There will be no need to
change vacuum forming
machines to obtain fridge
cavities larger than the current
ones
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Stage T:
Transferring Conclusions to
Decision Makers
KUCHARAVY Dmitry (Politecnico di Milano)
Known issues
Ambiguous interpretations of obtained data
(time series) about system to forecast
How to capitalize the collected information
and acquired field-knowledge?
Lack of participation of Users and Beneficiaries
How to make the final presentation and elaborate
reports useful in practice for Users and Beneficiaries?
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
30
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Text Mining
on patents
Massimo Tarantelli (Innovation Engineering, Rome), Emanuele Festa (Politecnico di Milano)
How to do Text Mining?
32©FORMAT CONSORTIUM ALL RIGHTS RESERVED
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Corpus selection Pre-processing Post-processing
Words table
(2907777rows)
Patent_statistic
table
(215887 rows)
Word_statistic table
(215887 rows)
Patent_statistic.csv
(215887 rows)
Word_statistic.csv
(215887 rows)
Output as MySQL tables Output as CSV files
Analysis steps 3
The 2 outputs contain the same information
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Case Study 1: Decoration
Technologies
Mateusz Słupiński (Wroclaw University of Technology)
Quantitative forecasting
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
34
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
2 Herreria, J. L. Bill of Process Decorations for Plastic, Glass & Metal Substrate (2011). Benton Harbor: Advanced Manufacturing, Whirlpool. Confidential
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Parameter #6
Parameter #5
Parameter #4
Parameter #3
Parameter #2
Parameter #1
silk printing pad printing hot stamping
laser marking chemical etching inkjet printing
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
PRE-PAINTING Case Study
Team A
Stage T
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
Niccolò Becattini (Politecnico di Milano)
©FORMAT CONSORTIUM ALL RIGHTS RESERVED 36
Year Coating type Alternative Colors Finishing
2000
Polyester 19 (b/w + blue, green,
yellow)
?
PVC 16 (b/w + blue, red,
green, yellow)
?
PVDF 4 (white, light grey) ?
2014
Polyester 57 (full range) Smooth
Polyester Matt 15 (grey, brown, black,
green, red)
Grained
Polyester Nova 54 (full range) Grained
Polyester Nova
Matt
12 (b/w, grey, brown,
green, red)
Smooth
PVC 49 (full range) Embossed
PVDF 15 (b/w, grey, brown,
green, red)
Smooth
Colors and Finishing
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Post-industrial future
of Konin city region
Mateusz Słupiński (Wroclaw University of Technology)
M_4: Alternatives
Selection
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
38
FORMAT FINAL CONFERENCE
MAY, 14-15 2015
Alternative solution
Measures
associated
Domains
related
1
Education programs answering to job market
demand
7 2
2 Entrepreneurship incubator 5 2
3 City-bike system 5 3
4 City-bike promotion program 3 3
5
Integrated cooperation between council, business
and NGO (Increased role of business council)
7 2
6 Municipal beach 5 3
7 Private and public zero-energy buildings 1 1
8 Turning a city towards a river 5 2
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
FORMAT Case Study
A vehicle for everyday use in 2030
Stage T
©FORMAT CONSORTIUM ALL RIGHTS RESERVEDSebastian Koziolek (Wroclaw University of Technology)
Stage: Model
Transport of human
with his belongings
from point A to B
Energy
Human in point A
Human in point B
Accidents
Resource usage
Gas emission
Parking
Stores
Protects
Gives pleasure
©FORMAT CONSORTIUM ALL RIGHTS RESERVED
Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
Would you like to learn more?
Go to:
Our main site
Team, public deliverables, White Papers
http://www.format-project.eu
Handbook
handbook, case studies, conference materials
http://handbook.format-project.eu
Downloads: http://handbook.format-project.eu/?page_id=354
©FORMAT CONSORTIUM
ALL RIGHTS RESERVED
41
FORMAT FINAL CONFERENCE
MAY, 14-15 2015

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FORMAT Final Conference - brief

  • 1. FORMAT Final Conference FORMAT project team and guest speakers Politecnico di Milano, May 14-15, 2015
  • 2. FORMAT Final conference Agenda 2©FORMAT CONSORTIUM ALL RIGHTS RESERVED FORMAT FINAL CONFERENCE MAY, 14-15 2015 FORMAT Final Conference 14-15 May 2015 Politecnico di Milano, Dipartimento di Meccanica DAY 1 (Thursday, 14th May 2015) Welcoming Session and Introduction 13:00 - 14:00 Arrival and Registration 14:00 - 14.15 Official Welcome and Conference Overview Gaetano Cascini (Project Coordinator) Politecnico di Milano Invited Speakers Session 14:15 – 15:00 Invited Speaker 1 The Use of Multi- Generation Diffusion Models in Technology Forecasting Mohsen Hamoudia President of the International Institute of Forecasters
  • 3. FORMAT Final conference Agenda 3©FORMAT CONSORTIUM ALL RIGHTS RESERVED FORMAT FINAL CONFERENCE MAY, 14-15 2015 Invited Speakers Session 15:00 – 15:45 Invited Speaker 2 The Science of Data-Driven Prediction Ralph Grothman Siemens Corporate Technology 15:45 – 16:00 Coffee break FORMAT Project in Practice 16:00 – 16:30 Introduction to the FORMAT Methodology What? FORMAT TF Approach How? Methodology & Stages Software & Tools Management approach Where to find info? Website, Handbook & Newsletter Gaetano Cascini Politecnico di Milano 16:30 – 17:00 Case Studies at Whirlpool Vacuum Forming Pre-Coated Steel sheets Decoration Pierluigi Petrali Operation Center of Excellence, Whirlpool Europe S.r.l.
  • 4. FORMAT Final conference Agenda 4©FORMAT CONSORTIUM ALL RIGHTS RESERVED FORMAT FINAL CONFERENCE MAY, 14-15 2015 FORMAT Project in Practice 17:00 – 17:30 External Case Study in an Italian SME Application of FORMAT in Car Interiors Design Sandro Feltrin RIC S.r.l. 17:30 – 18:00 Open Q&A Session 18:00 Closure of Day 1 DAY 2 (Friday, 15th May 2015) FORMAT Transfer of Knowledge 9:00 – 9:45 Technology Forecasting for Industrial Processes Dmitry Kucharavy Politecnico di Milano 9:45 – 10:00 FORMAT Methodology in Depth Gaetano Cascini Politecnico di Milano 10:00 – 10:15 Stage FOR: Defining Forecast Questions & Planning the Project Igor Kaikov Whirlpool Europe Srl 10:15 – 10:45 Stage M: Modelling Existing Knowledge & Extracting Limiting Resources Mateusz Slupinski Wroclaw University of Technology
  • 5. FORMAT Final conference Agenda 5©FORMAT CONSORTIUM ALL RIGHTS RESERVED FORMAT FINAL CONFERENCE MAY, 14-15 2015 FORMAT Transfer of Knowledge 10:45 – 11:15 Coffee break 11:15 – 11:45 Stage A: Act to Identify Future Traits of the System to be Forecasted Niccolò Becattini Christopher Nikulin Politecnico di Milano 11:45 – 12:05 Stage T: Transferring Conclusions to Decision Makers Dmitry Kucharavy Politecnico di Milano 12:05 – 12:30 Text Mining on patents Emanuele Festa Politecnico di Milano Massimo Tarantelli Innovation Engineering Srl 12:30 – 12:45 FORMAT Methodology Recap Gaetano Cascini Politecnico di Milano 12:45 – 13:00 Q&A Session 13.00 – 14.00 Lunch Break Case Studies in detail 14:00 – 14:30 Case Study 1: Decoration Technologies Mateusz Slupinski Wroclaw University of Technology 14:30 – 15:10 Case Study 2: Pre-coated Steel Sheets Niccolò Becattini Politecnico di Milano
  • 6. FORMAT Final conference Agenda 6©FORMAT CONSORTIUM ALL RIGHTS RESERVED FORMAT FINAL CONFERENCE MAY, 14-15 2015 Case Studies in detail 15:10 – 15:50 Case Study 3: Post-industrial future of Konin (Poland) Mateusz Slupinski Wroclaw University of Technology 15:50 – 16:20 Case Study 4: A vehicle for everyday use in 2030 Sebastian Koziolek Wroclaw University of Technology 16:20 – 17:00 Q&A Session & Final Discussion 17:00 Closure of Day 2
  • 8. FORMAT project 8 ©FORMAT CONSORTIUM ALL RIGHTS RESERVED Academia Industry
  • 9. Keynote #1 ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 9 FORMAT FINAL CONFERENCE MAY, 14-15 2015 The Use of Multi-Generation Diffusion Models in Technology Forecasting FORMAT Conference Milan - Italy | 14-15 May 2015 Mohsen Hamoudia International Institute of Forecasters (IIF) and Orange - France Telecom Group, Paris mohsen.hamoudia@orange.com
  • 10. Keynote #1 ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 10 FORMAT FINAL CONFERENCE MAY, 14-15 2015 An example of Industry Multi-Generation Different mobile generations and different markets situations World 0 100 000 000 200 000 000 300 000 000 400 000 000 500 000 000 600 000 000 700 000 000 800 000 000 900 000 000 1 000 000 000 Q12000 Q12001 Q12002 Q12003 Q12004 Q12005 Q12006 Q12007 Q12008 Q12009 Q12010 Q12011 Q12012 Q12013 2G 3G 4G China 0 20 000 000 40 000 000 60 000 000 80 000 000 100 000 000 120 000 000 140 000 000 Q12000 Q42000 Q32001 Q22002 Q12003 Q42003 Q32004 Q22005 Q12006 Q42006 Q32007 Q22008 Q12009 Q42009 Q32010 Q22011 Q12012 Q42012 2G 3G 4G Japan 0 50 000 000 100 000 000 150 000 000 200 000 000 250 000 000 Q12000 Q42000 Q32001 Q22002 Q12003 Q42003 Q32004 Q22005 Q12006 Q42006 Q32007 Q22008 Q12009 Q42009 Q32010 Q22011 Q12012 Q42012 2G 3G 4G USA Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 11. The Science of Data-Driven Predictions Siemens Corporate Technology | Learning Systems Restricted © Siemens AG 2014. All rights rese
  • 12. Forecasting Supply of Renewable Energy Forecasting Secondary Control Reserve Prices Energy Load Forecasting Forecasting of Energy flows and Transmission Losses Energy Price Forecasting of Spot and Future Markets Accurate (data-driven) forecasts:  increase the planning reliability of renewable energy sources like wind or solar  help to identify peak loads  stabilize energy grids through a better estimation of load flows and transmission losses  price forecasts minimize market risks and support optimal resource allocation and planning Forecasting Solutions for the Energy IndustryForecasting Solutions for the Energy Industry Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’ © Siemens AG, Corporate Technology
  • 13. Introduction to the FORMAT Methodology G. Cascini (Politecnico di Milano)
  • 14. FORMAT Methodology: Stages and Gates ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 14 FORmulate (stage) Act (stage) Model (Stage) A Gate FOR Gate M Gate Transfer (stage) T Gate Next round DM requires further study Develop forecast for defined system and contexts (A) <identify> <a system of problems> <that drives evolution of system> <recognize> <evolutionary trends> <for identified system> <identify> <changes of performance characteristic in time> <aggregate and validate> <results of qualitative and quantitative studies> <into forecast> Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 15. Case Studies at Whirlpool Pierluigi Petrali (Whirlpool)
  • 16. TF objectives: to support decision ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 16 FORMAT FINAL CONFERENCE MAY, 14-15 2015 Give consistency in technology / product roadmap Drive research activities (i.e. where to allocate money and resources) Design new products Identify competences needed to improve competitivity Invest on technology Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 17. EXTERNAL CASE STUDY fOR ITALIAN SME’s Application of the FORMAT Methodology to Car Interiors Design Il Laboratorio della Camera di Commercio di Treviso SANDRO FELTRIN (RIC S.r.l.)
  • 18. Il Laboratorio della Camera di Commercio di Treviso SubSystem Present interno porte, zona specchietto, ponte centrale, plancia, volante, sedili, cappelliera 5th – WHAT the STF and its main alternative(s) are, were 10-15 years ago and are expected to be in 10 to 15 years from today ? Description for STF (and its main alternative?) with • contexts=su per-systems (TEES) and sub-systems • past history & expected future • present trends SuperSystem Future (2015-2025) System Present System: Interni auto (v. funzione slide 27: <accogliere> <passeggeri>) System Past (1990-2010) SuperSystem Present Abitacolo vettura: includendo guida, dispositivi di sicurezza, cruscotto e strumentazione, navigazione, radio SuperSystem Past SubSystem Future (2015-2025) SubSystem Past System Future (2015-2025) Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 19. Technology Forecasting for Industrial Processes KUCHARAVY Dmitry (Politecnico di Milano)
  • 20. why to predict ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 20 FORMAT FINAL CONFERENCE MAY, 14-15 2015 During the last decades even the leading companies • delay to recognize and to agree on problems and threats; • delay to solve problems and to agree about solutions; • delay to implement potential solutions and understand their limitations. source of infographics: http://www.statista.com/ Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 21. Introduction to the FORMAT Methodology G. Cascini (Politecnico di Milano)
  • 22. ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 22 Reference models Growth under competition • … • For socio‐technical systems the 3‐parameter S‐shaped growth model is applied for describing "trajectories" of growth or decline in time Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 23. Stage FOR: Defining Forecast Questions & Planning the Project Kaykov Igor (Whirlpool Europe)
  • 24. (FOR) Stage: to set up the project 24©FORMAT CONSORTIUM ALL RIGHTS RESERVED FORMAT FINAL CONFERENCE MAY, 14-15 2015  What is expected by users and beneficiaries as a result of the forecast?  What questions should be answered for decision makers?  What is the necessary level of detail?  How do the results need to be presented? (e.g. graphs, charts, report)  How will these results be used by users and beneficiaries?  Will the results of the forecast be used for other purposes? Which ones?  What is the approximate time span when a result may be used?  Where are the results going to be useful?  Who is going to use the results of the forecast? These questions need to be answered during first working session Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 25. Stage M: Modelling Existing Knowledge & Extracting Limiting Resources Mateusz Słupiński (Wroclaw University of Technology)
  • 26. M_5 Context ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 26 FORMAT FINAL CONFERENCE MAY, 14-15 2015 Super-systems for 2004 <Modify> <colors> <of surface> 1. Output is mostly non-changeable (printed) 2. Decoration process: • with large stock, • it is off-line, • recyclability of equipment was not an issue • energy consumption was not an important issue. 3. Investment in equipment, tools, HR, maintenance was lower. 4. Front surface used for decoration <Modify > <colors> <of surface> (to deliver information to users** & to improve esthetic experience) 1. Output of decoration is printed and changeable (display) 2. Decoration process: • with stock, • it is off-line, • recyclability of equipment and tools (!) • energy consumption (!) 3. Investment in equipment, HR and maintenance is higher. 4. Rear surface is used for decoration <Modify > <colors> 1. Output of decoration is printed and/or dynamic 2. Decoration process: • without stock, • it is in-line , • increased recyclability of equipment and tools, • reduced energy consumption. 3. More (??) investment for equipment, HR and maintenances. 4. Back side of Intermediate layer used for decoration • Silk screening (60%) • Pad printing (40%) • Silk screening • Pad printing • Others 10% • Laser marking • More diversity of applied technologies for different substrates and products. • Time form operator’s involvement will decrease; • preprocess time decrease 2014 20242004 Super-systems for 2014 Super-systems for 2024 System Operator in ‘Decoration’ case study Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 27. Stage A: Act to Identify Future Traits of the System to be Forecasted Niccolò Becattini (Politecnico di Milano)
  • 28. Step A_4 ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 28 FORMAT FINAL CONFERENCE MAY, 14-15 2015 Forecasting through the analysis of quantitative trends Forecasting further directions of evolution through analogies Forecasting problems preventing technical systems evolution US: Average interior volume of new refrigerators (1/2) ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 6 Parameter Value P-value Parameter of the regression Maximum average size expected for interior volume of household refrigerator [cubic feet] and [liters] 21,70 cu ft (614,47l) p<0,01 Period of time for 80% of the cycle [years] 52 years p<0,01 Middle time when interior volume growth achieve his 50% [years] 1953 years p<0,01 Results of the it R-Squared [%] 98,5% - Data source: Association of Home Appliance Manufactures (AHAM) and Appliance Standards Awareness Project (ASAP). FORMAT PUBLIC WORKSHOP FEBRUARY, 21 2014 forecast Forming EXPECTED Evolution ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 16 1953 2003 - - - Mold #1 - - - Mold #2 Speed Sucking device Holes in the mold Sucked Air - - - Mold Substitution of one mold with air (Su-Field interaction + Macro to Micro) xxxx - - - Mold Speed Sucking device Magnetic field metal particles in the HIPS sheet B BB Substitution of air with a Magnetic Field (B) (Su-Field interaction + Macro to Micro) Year (Macro-to-Micro mold) Analogical reasoning for envisioning future with pa erns of evolu on FORMAT FINAL CONFERENCE MAY, 14-15 2015 ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 27 Λ: not equal to ambient V: equal to ambient Desired result 2D sheet in the pallet Temperature profil e Example of contradiction R1-: • long stock me (3 days), • big space for 2D sheet stock, • high immobilized capital (WIP) R2-: • scrap (3D open shape), • Human interven on (for temp. receipt adjustment in thermoforming process) R2+: • no scrap (3D open shape), • No human interven on (for heater power receipt adjustment in thermoforming process) R1+: • short stock me, • no big space for 2D sheet stock, • lower immobilized capital (WIP) FORMAT FINAL CONFERENCE MAY, 14-15 2015 Since the maximum interior volume expected in refrigerators for next years is expected to be 614.47 liters (i.e. substantially STABLE) THEN There will be no need to change vacuum forming machines to obtain fridge cavities larger than the current ones Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 29. Stage T: Transferring Conclusions to Decision Makers KUCHARAVY Dmitry (Politecnico di Milano)
  • 30. Known issues Ambiguous interpretations of obtained data (time series) about system to forecast How to capitalize the collected information and acquired field-knowledge? Lack of participation of Users and Beneficiaries How to make the final presentation and elaborate reports useful in practice for Users and Beneficiaries? ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 30 FORMAT FINAL CONFERENCE MAY, 14-15 2015 Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 31. Text Mining on patents Massimo Tarantelli (Innovation Engineering, Rome), Emanuele Festa (Politecnico di Milano)
  • 32. How to do Text Mining? 32©FORMAT CONSORTIUM ALL RIGHTS RESERVED FORMAT FINAL CONFERENCE MAY, 14-15 2015 Corpus selection Pre-processing Post-processing Words table (2907777rows) Patent_statistic table (215887 rows) Word_statistic table (215887 rows) Patent_statistic.csv (215887 rows) Word_statistic.csv (215887 rows) Output as MySQL tables Output as CSV files Analysis steps 3 The 2 outputs contain the same information Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 33. Case Study 1: Decoration Technologies Mateusz Słupiński (Wroclaw University of Technology)
  • 34. Quantitative forecasting ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 34 FORMAT FINAL CONFERENCE MAY, 14-15 2015 2 Herreria, J. L. Bill of Process Decorations for Plastic, Glass & Metal Substrate (2011). Benton Harbor: Advanced Manufacturing, Whirlpool. Confidential -1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 Parameter #6 Parameter #5 Parameter #4 Parameter #3 Parameter #2 Parameter #1 silk printing pad printing hot stamping laser marking chemical etching inkjet printing Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 35. PRE-PAINTING Case Study Team A Stage T ©FORMAT CONSORTIUM ALL RIGHTS RESERVED Niccolò Becattini (Politecnico di Milano)
  • 36. ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 36 Year Coating type Alternative Colors Finishing 2000 Polyester 19 (b/w + blue, green, yellow) ? PVC 16 (b/w + blue, red, green, yellow) ? PVDF 4 (white, light grey) ? 2014 Polyester 57 (full range) Smooth Polyester Matt 15 (grey, brown, black, green, red) Grained Polyester Nova 54 (full range) Grained Polyester Nova Matt 12 (b/w, grey, brown, green, red) Smooth PVC 49 (full range) Embossed PVDF 15 (b/w, grey, brown, green, red) Smooth Colors and Finishing Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 37. Post-industrial future of Konin city region Mateusz Słupiński (Wroclaw University of Technology)
  • 38. M_4: Alternatives Selection ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 38 FORMAT FINAL CONFERENCE MAY, 14-15 2015 Alternative solution Measures associated Domains related 1 Education programs answering to job market demand 7 2 2 Entrepreneurship incubator 5 2 3 City-bike system 5 3 4 City-bike promotion program 3 3 5 Integrated cooperation between council, business and NGO (Increased role of business council) 7 2 6 Municipal beach 5 3 7 Private and public zero-energy buildings 1 1 8 Turning a city towards a river 5 2 Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 39. FORMAT Case Study A vehicle for everyday use in 2030 Stage T ©FORMAT CONSORTIUM ALL RIGHTS RESERVEDSebastian Koziolek (Wroclaw University of Technology)
  • 40. Stage: Model Transport of human with his belongings from point A to B Energy Human in point A Human in point B Accidents Resource usage Gas emission Parking Stores Protects Gives pleasure ©FORMAT CONSORTIUM ALL RIGHTS RESERVED Sample slide, for more go to: http://handbook.format-project.eu section ‘Downloads’
  • 41. Would you like to learn more? Go to: Our main site Team, public deliverables, White Papers http://www.format-project.eu Handbook handbook, case studies, conference materials http://handbook.format-project.eu Downloads: http://handbook.format-project.eu/?page_id=354 ©FORMAT CONSORTIUM ALL RIGHTS RESERVED 41 FORMAT FINAL CONFERENCE MAY, 14-15 2015