1
TPM in the connected factory
Japan Institute of Plant Maintenance
Senior Researcher Zensuke (Zen) Matsuda
Dec. 2016
UK TPM Seminar
T….. Total P….. Productive M…. Maintenance Management TPM is the holistic, structured and quantifiable methodology to seek productive excellence by eliminating losses. TPM is a concept rejuvenating itself with experience of many users.
2
TPM
Actual Scene/Thing
Humanity
Zero loss
Sustainability
Preventive
Rejuvenation
3
History of TPM 1950 1960 1970 1980 1990 2000 2010
1982
1971
2000
1951
Breakdown Maintenance
Preventive Maintenance
TPM(21st Century)
TPM (Total Productive Maintenance)
TPM (Company- wide)
1960 Productive Maintenance
Preventive
Operator Participated
Entire Company
Innovative
Awarded factory / Industrial Classification
Machine work & Assembly Industry 1,341 Process Industry 1,838
Automobile and Other Motor Vehicle 123 Iron and Steel & Non-Ferrous Metal Products
221
Automotive Parts & Accessories, and Transportation Equipment
642 Chemicals 335
General Industrial Machinery & Equipment, Precision Apparatus
127 Textiles 84
Semiconductor & Electronic Equipment 213 Rubber & Plastic Products 196
Consumer Electronic Appliances, Information Communication Electronics Equipment
99 Food & Beverage 503
Fabricated Metals 103 Drug & Medicine 26
Housing & Woodwork 34 Pulp & Paper 166
Printing 98
Cement & Ceramic Products 93
Electric Power & Gas, Petroleum and Coal 118
Others 70
Year : 1971-2015 Total 3,249.
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5
TPM Awards to Tetra Pak
Global Leaders’ Initiative Award
World Class Award
Tetra Pak Production d.o.o.
Gornji Milanovac, Serbia
23 March 2016 Tetra Pak Home Page :Tetra Pak Receives the
World’s Most Prestigious Manufacturing Award.
Mr. Lars Wennberg
Vice President
Terta Pak
Empowered people deliver
breakthrough results!
http://www.tetrapak.com/
about/newsarchive/tetra-
pak-receives-the-worlds-
most-prestigious-
manufacturing-award
Keynote Speech
Zen-in sanka
(All members
Participation)
Factory Supply Delivery
Equipment
Producer
Material
Supplier Customer
Planning
Product
Development
TPM Activity Progress
Company
Administration
Connected
Business Chain
Outsourcing
Io
IoT: Internet of Things
Cyber Physical System
AI: Artificial Intelligence
Asset Management
Data Analysis Standardization
ISO/IEC
6
7
KMI/KPI/KAI(Example)
KMI : Key Management Indicator
KPI : Key Performance Indicator
KAI : Key Activity indicator
OEE
Claim, Quality
Cost Reduction
Lead Time
Save Energy, etc.
KPI
Skill Management
Co-development with Customers, FMEA,FTA
Quality of Modules, Supplier Assessment, QFD
KAIZEN, New Material Evaluation, etc.
“MAKIGAMI” (Process Step Reduction), VSM
Energy Conservation, Wastes Reduction
KAI:Number of Kaizens and Activities
Seminar, Qualification, Certification
P Defect Tag, OPL, PM-Analysis, RCM
Q
C
D
Accidents Near Accidents finding, Essential Safety Design S
E
M
KMI ①Revenue ②Profitability ③Safety ④Quality
OPL: One Point lesson
PM-Analysis
P:Phenomena/Physical
M:Mechanism/Machine
/Method/Material/Man
RCM: Reliability-Centered
Maintenance
FMEA: Failure Mode
Effects and Analysis
FTA:Fault Tree Analysis
QFD:Quality Function
Deployment
VSM: Value Stream
Mapping
New Product Ratio
KPI
Lo
ca
l Fa
cto
ries
S:Safety
P:Productivity
Q:Quality
C:Cost
D:Delivery
E:Environment
M:Moral
KAI
KPI
KMI (….)
KMI (New Product)
KMI/KPI/KAI & Loss-Cost Matrix
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KMI (Profit)
Cost Structure Cost Reduction Target
Loss Finding
Kaizen
KPI
Evaluation
Strategy
plan
do
check
action
Leadership
KMI (Revenue)
KAI
Management
Standardization
Loss Cost Matrix
SOP
(Standard Operating Procedure)
KMI :
Key Management
Indicator
KPI :
Key Performance
Indicator
KAI :
Key Activity
indicator
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KPI Performance Improvement/Year
Data: From 2012TPM Award winners (World-class~Consistent)
Energy: 2014 TPM Award winners
Customer
Complaints
Δ%/Year
12%
OEE
1.7%
Δ%/Year
≒+2%/Year -12%/Year
Accidents
Δ%/Year
9%
-9%/Year (Minor Accidents)
-10
-9
-8
-7
-6
-5
-4
-3
-2
-1
0
Energy
-4.9%/Year
4.9%
Δ%/Year
TQM/TPM/TPS
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Respect
for
Humanity
TPS
・KANBAN
(Index Board)
TQM TPM
・Quality
Function
Deployment
・Loss-cost
Matrix
・Just in Time
・Autonomation
・Autonomous
Maintenance
・Loss Zero
・Statistical
Process
Control
・Policy
Management
・ANDON
(Signboard)
・KARAKURI KAIZEN
・QC 7 tools
Efficiency Reliability
Excellence
・OEE:
(Overall
Equipment
Efficiency)
・Heijunka
(Process Smoothing)
・Waste/ Unevenness/ Strain
Elimination
・Poka-yoke
(Failsafe)
・Tanpin Kanri
(Management by single product)
・GENBARYOKU
(Wisdom of work place)
(Total Quality Management) (Total Productive Maintenance)
(Tyota Production System)
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TPM: A Foundation for Asset Management
MAINTENANCE
TECHNOLOGY
Sept. 2014
Editor:
Bob Williamson
CMRP, CPMM,
and Member of
Institute of
Asset Management
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Past
Present
Future
Target
Present
Situation
Gap=Loss TPM
ISO55000s
“Productivity” is an attitude of mind.
It is the will to improve on the present situation, no
matter how good it may seem, no matter how good it
may really be.
(European Productivity Agency1958)
Asset Management & TPM
Line of sight
Zen-in sanka (All members Participation)
Top Down and Bottoms Up for Excellence
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Top ・Goal
Middle ・Target
Operation ・Motivation
Line of sight
Zen-in sanka 全員参加 (All members Participation)
If abnormality happens, operators are authorized to stop a line, and find out a true cause in "Zen-in sanka" way.
Global Innovation with IoT
Industry 4.0
Industrial Internet
CPS: Cyber Physical System AI: Artificial intelligence
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Revolution in Manufacturing
Cyber Physical System
Simulation
Servitaization Development
AI : Abnormality
detection
Open
Source
(Prod.)
Customer
CAD
Real time Indicators
KMI/KPI/KAI
Real ⇒Digital
AI:Data Analysis
AI:Knowledge &
Experience
Real
Cyber
Real
Spare parts
(Hard/Soft/Webb
/3D printing)
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Production
Management
Digital ⇒Intelligence
Intelligence ⇒Real Open
Source
(Design)
Experiment
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Innovation in Maintenance Technology
Data (Inductive)
Mo
de
l(De
du
ctiv
e)
Simulation
Theory Data Analysis
Experience
Cyber Physical System
Deep Learning
Ex).LES: Large Eddy Simulation
Ex).SVM: Support Vector Machine
Ex).Self-Organizing Map for Reinforcement Learning
IDEMITSU ENGINEERING CO.,LTD.
Confidential Copyright © 2015 by IDEMITSU ENGINEERING
CO., LTD. (IEC)
To be reproduced and used only in accordance with written
permission of IEC
Duct Gas flow Analysis
改善後
Introduction of Highly Precise Simulation
LES(Large Eddy Simulation)
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After Improvement
Frequent breakdown
Deep Learning
Preferred Networks
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Application of AI(Artificial Intelligence)1
http://www.renesas.com
Renesas
Data Acquisition
High Speed
Low Power
Real Time
communication
Data Analysis
Machine
learning
Artificial
Intelligence
XCompass intelligence Ltd
http://www.xcompass.com
Anomaly
Detection Predictive
Maintenance
MES(Manufacturing Execution System)
SCADA(Supervisory Control And Data Acquisition)
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Renesas Electronics Corporation
R-IN+AI
MES or SCADA
Ethernet Add-on to Ethernet
Application of AI(Artificial Intelligence)2
Mo
nito
red
Da
ta Manufacturing day
Equipment
Breakdown
Early Prediction
become available
Input Wave
Wave Form
Generated by AI
Error Wave
Learning normal wave form
High Speed Sampling (50ms)
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New Threshold enables
Abnormality Detection
X6 Higher than conventional method
Mo
nito
red
Vo
ltag
e
V
V
Normal
Abnormal Gap between learned Normal wave
and abnormal wave
Threshold level (Conventional)
Conventional
Threshold
can not detect
Abnormality
Threshold (New)
0
50
100
150
2015 2040
0
20
40
60
Japan UK USA
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-25%
Work force decline
Tohmatsu Venture Support Co., Ltd
Replaceable by AI & Robot in 10-20 years
49%
35% 47%
Total population
Work force
(Million)
Nomura Research Institute & C. Frey and M. Osborne (Univ. of Oxford)
The Future of Japanese Work Force
Replace Priority 1. Heavy / Dirty / Dangerous 2. Multi / Speedy / Restless
( Japan center for Economic Research)
Monthly Cost / person(robot)
( Softbank)
Japan $2300 China $640 Robot $160 ( 24H / 5 years dep.)
128 107
77 58 -16%
Human skills required in IoT, I-4.0 era①
Ste
p
8
7
6
5
4
3
2
1
Poor Operation
Can do operation
Do with confidence
Can teach
Simple
Heavy
Dirty
Dangerous
operation
Robots
Karakuri
-Kaizen®
Assisted by
AI, IoT
Big data
Human
Centric
Empowered Operator
Recovering
Anomaly detection
Condition Setting
Maintain
Scope
Traditional
Operator
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(Can invent)
Autonomous
Maintenance
Operator
Certification for Skilled Operators
Number of Certified Skilled Operators (Autonomous Maintenance) exceeds cumulatively 130,000 in Japan
Correct Monodzukuri
(Manufacturing) knowledge
Jishu-Hozen-Shi
Monodzukuri Test in Thailand
Deployed in Thailand from 2014
English version textbook has started sale in May 2016
Monodzukuri Test all over the world !!
Next Step ・・
23 Analysis service
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Karakuri Kaizen®
Ste
p
8
7
6
5
4
3
2
1
BDM: Breakdown
TBM: Time Based
PDM: Predictive
Maintenance
Prevention
Needs and data
FMEA Risk
Simulation
Design & Development Designer
oriented
Conventional
Maintenance skills
Partially
transfer to
Empowered
Operators
Collaboration
with IT &
Design
Intelligent
IT oriented
Sensors
Deep Learning
Cyber Physical System
Scope
Analysis
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Human skills required in IoT, I-4.0 era②
Empowered Maintenance Expert
Traditional
Maintenance
Expert
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Japan’s activity on IoT , Robot
Robot Revolution Initiative
Industrial Value chain Initiative
https://www.iv-i.org/en/index.html
https://www.jmfrri.gr.jp/english/
http://www.iotac.jp/en/
IoT Acceleration Consortium
http://www.meti.go.jp/press/2016/04/20160428011/20
160428011.pdf
Cooperation between Platform Industrie 4.0 Germany and Robot Revolution Initiative Japan (28. April 2016) Joint Statement WG1: WG for manufacturing
business revolution through IoT
Efficient Value Chain migration with open and closed strategy
Business matching, Financial Support, Regulatory Reform
Bridged by METI
Manufacturing
Manufacturing All area
METI: Ministry of Economy, Trade and Industry
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Robot welcomed Chancellor
Global standard & Practice
“de jure”
“de fact”
“de pratique”
Industry 4.0
IoT: Internet of Things
CPS: Cyber physical System AI: Artificial Intelligence
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Industrial Internet
TQM/TPM/TPS
(6σ/TPM/Lean)
Luck brought by heaven
Advantage of geography
Harmony of human
3 Wisdoms for Success
天
地
人
(Heaven)
(Ground)
(Human)
(by Mencius)
Robot Revolution Initiative
Industrial Value chain Initiative https://www.iv-i.org/en/index.html
https://www.jmfrri.gr.jp/english/
Why “Human view point” is important?
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Industry Revolution Risk
1st Vapor, fossil fuels (Power) Global warming
2nd Electricity, Quantum Mech. (Energy) Atomic bomb
3rd Computer & Communication (IT) Hacking
4th Cyber Physical System, AI Singularity
Negative aspects of Industry Revolutions
Delay of preventive measures
may cause human extinction.
Only Human can cope with it.
“Respect for Humanity” is the base for sustainability.
“Luck brought by Heaven is less than advantages of Geography.
Advantages of Geography is less than Human harmony.” (by Mencius)
Maintenance & Sustainability
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I believe that TPM activity will strongly support strategies that effectively accomplish sustainability and growth of business. Late Mr. Tokutaro Suzuki Late Mr. Seiichi Nakajima
Message from Mr. TPMs
The basic philosophy of TPM must be the contribution to the sustainability of companies or society.
Actual Scene/Thing
Humanity
Zero loss
Sustainability
Preventive
Breakthrough