call Now 9811711561 Cash Payment乂 Call Girls in Dwarka
The Road Ahead of IoT
1. 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
8. The Answer - Hardware as the Root of Trust
From the Sensors to the CloudLOWEST
SECUREFROMSENSORTOCLOUD
HIGHEST
SENSORS
CONVERTOR PROCESSING
ANALOG DIGITAL
POINT OF HIGHEST SECURITY
PROCESSING
END POINT
REQUIRES IDENTITY AND INTEGRITY
CLOUD
ANALOG
GATEWAYS
SERVERS
SERVERS
NODES
GATEWAYS
NODES
SENSOR
FOG
EDGE
DATA
SMART
SENSOR
CLUSTER
SMART
SENSOR
CLUSTER
CLOUD
13. The Need for Electrical Signature Analysis (ESA) in Smart Machines
13
Bearings
41%
Stator
37%
Rotor
10%
Other
12%
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
14. More Modalities = More Context
14
Improper Contact
Pressure
Thermography
Acoustic
15. Summary of Machine Health Data Processing Modalities
Sensor Performance
ProcessingComplexity
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
15