the road ahead of iot
TRANSCRIPT
HOWARD CHENG
VICE PRESIDENT ASIA PACIFIC
ANALOG DEVICES
The Road Ahead of IoT
– ADI Perspective
50 Years of Leading Measurement and
Interpretation
Transforming industries with our
customers
► www.analog.com/IoT
Ahead of What’s Possible®: The Foundation of Success in IoT
©2016 Analog Devices, Inc. All rights reserved.
Partnering with Customers
Going Beyond Silicon
Innovating with ImpactWe are solving the toughest problems in IoT
not only with our expertise and leadership in
real world signal processing but also by
working closely with customers and
leveraging algorithms, platforms, software
and cloud computing.
3
ADI Well-Positioned for Value Creation
Sensors,
Signal
Processing,
Power, MCU,
Connectivity
Algorithms,
Domain
Knowledge
Data History,
Data Analytics
Predictive
Analytics
Transformations Interpretations Connections Pattern
Recognition
Decisions
IOT
CLOUD
Gateway
DATA INFORMATION
KNOWLEDGE WISDOM
CONNECTMEASURE INTERPRETSENSE ANALYZEAnalog Devices Highly Confidential Information.
©2016 Analog Devices, Inc. All rights reserved.
4
The Connected World – Opportunities for IoT
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ADI Shaping the Future of IoT
Smart Factory Smart Consumer
Smart Healthcare Smart City/Agriculture
Cloud Network
Security Analytics
Technologies Markets
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Information Journey – Analytics
Data
Ingestion
Real-Time
Streaming
Analytics
Historical
AnalyticsActions
“Connected”
“Aware”
“Reactive”
Predictive
Analytics
Prescriptive
Analytics
“Predictive”
“Proactive”
Incre
asin
g B
usin
ess Im
pa
ct
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The Answer - Hardware as the Root of Trust
From the Sensors to the CloudLOWEST
SE
CU
RE
FR
OM
SE
NS
OR
TO
CL
OU
D
HIGHEST
SENSORS
CONVERTOR PROCESSINGANALOG DIGITAL
POINT OF HIGHEST SECURITY
PROCESSING
END POINT
REQUIRES IDENTITY AND INTEGRITY
CLOUD
ANALOG
GATEWAYS
SERVERS
SERVERS
NODES
GATEWAYS
NODES
SENSOR
FOG
EDGE
DATASMART
SENSOR
CLUSTERSMART
SENSOR
CLUSTER
CLOUD
Re-enforcing Intelligent Loops in Industrial Automation
Howard Cheng
© 1995 - 2016 Analog Devices, Inc. All Rights Reserved
Example of IoT Application
Smart Machine
Maintenance is just the “tip of the iceberg”
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Motors consume 45% of all global electricity
From a segment perspective
Industrial : 78% of all electrical energy used in industrial systems
Building Technology : 43% of all electrical energy used in commercial buildings and 37% in the home
A predictive maintenance system can be shown to reduce energy consumption by up to 14%
(US Department of Energy Office of Industrial Technologies)
Smart Factory – Example of ADI Manufacturing Plant
► Overview
8” CMOS, IPD, PROBE Cleanroom
Heavy Cleanroom Plant (air filtering systems, power units etc)
Precision Equipment (used to process the wafers)
>50 Process Tool Types
>300 Individual Tools of Every Vintage
>20 Years Experience
Well Developed Process, Equipment & Plant Control Structure
► Objectives
To move from a traditional approach of Preventative & Reactive Mix
To add Prediction to Maintenance Methodology
To Reduce Scrap
To Maintain & Improve Equipment Performance
To use as an IoT Test bed to trial ADI sensors and technology
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©2016 Analog Devices, Inc. All rights reserved.
Monitoring Plant Equipment
Imbalance
Turning moment
monitoring
Field ErrorAlignment ErrorComponent Resonance
Pump / Fan Gear Box Drive
Bearing ErrorGear Error
Signature Analysis Indicative of impending Fault based on Vibration Analysis
Warning based on
Coupling
Misalignment
Diagnosis
Beginning of
Roller Bearing Damage
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The Need for Electrical Signature Analysis (ESA) in Smart Machines
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Bearings41%
Stator37%
Rotor10%
Other12%
Problems in 3-Phase Induction Motors
~47% of faults
are electrical
Source: Predictive Maintenance by Electrical Signature Analysis to Induction Motors, Bonaldi, et. al
Fault Types Analysis Methods
Opportunity for edge node processing
and cloud analytic differentiation and IP
generation
Electrical Signature Analysis (ESA) Methods
► Power Quality
► MCSA (Motor Current Signature Analysis)
► EPVA (Extended Parks Vector Approach)
► IPSA (Instantaneous Power Sig Analysis)
► Partial Discharge
More Modalities = More Context
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Improper Contact
Pressure
Thermography
Acoustic
Summary of Machine Health Data Processing Modalities
Sensor Performance
Pro
cessin
g C
om
ple
xity
CONDITION MONITORING• Thresholds set by ISO-10816
DIAGNOSTIC• Full data analysis, model development
• Can be done now with handheld instruments
• Pin point fault detail, limited RUL prediction
PROGNOSTIC• Sophisticated processes, algorithms & know-how
• Can be implemented from a single vibration sensor
• Requires development of Machine models
As much sensor data as possible, Historian (EAM), Maintenance records
High quality XL data
Applied Domain Expertise
Machine size, RPM
High quality XL data
Machine Learning / AI• S/W installed on the plant server or cloud
• Resolution improves with # of measurands
• Questionable link to quality of sensors
Plant Server /Historian
Local
processing
‘Cloud’
processing
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IoT Evolving to More Intelligence at the Node
MEASURE
INTERPRET
SENSE
CONNECT ANALYZE &PREDICT
INTERPRETSENSE CONNECT MEASURE
ANALYZE
• Intelligent “Smart” Sensing: node turns data into informationo Lowers overall power consumption, lowers
latency, reduces bandwidth waste
o Enables move from reactive IoT predictive & real-time IoT
o Important in Smart Healthcare, Smart City, and Smart Factory
• Data stays data: never generate wisdom and knowledge at the nodeo Power hungry and bandwidth
intensive to convert and send all data
TODAY
TOMORROW
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Thank You!
50 Years of Leading Measurement and
Interpretation
Transforming industries with our
customers