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Global Supply Chain Visibility
from IoT and Machine Learning
Solutions
SCOPE SUPPLY CHAIN CONFERENCE
OCTOBER 9-11, 2016
MARRIOTT MARQUIS SAN DIEGO MARINA
Jim Hayden
Senior Vice President
Savi Technology
Lora Cecere
Founder and CEO
Supply Chain Insights
Can Your Supply Chain Operate at
the Speed of Business?
LORA CECERE
FOUNDER AND CEO
SUPPLY CHAIN INSIGHTS
What We Expected
Current State
What Makes a Difference?
Building of
Outside-in
Channel
Processes
Looking Forward
New Forms of Analytics
The Learning Supply Chain Supply
But, what if
they could?
Supply Chains
don’t Play by
the Rules…
Barriers
The Innovators: Not a Normal Distribution
Global Supply Chain Visibility from
IoT and Machine Learning Solutions
JIM HAYDEN
SENIOR VICE PRESIDENT
SAVI TECHNOLOGY
Internet of Things “IoT”
Sources: Cisco, IBM, IDC
Unstructured data from sensors is a much more salient
feature of what is being called big data
The “sensorization” of society is unlocking for the
first time in human history, the potential to gather
in real time enormous amounts of data and details
about almost everything.
With the added complexities introduced by new data
sources (such as real-time events and sensors) and
new types of analysis new opportunities will emerge
to build business value.
SENSORS BANDWIDTH PROCESSING
IoT Enabler:
Average Costs Over 10 Years
IBM to Invest $3 Billion in
Sensor-Data Unit New business to help
customers gather and analyze the flood of data from
sensor-equipped devices
90%
of data generated by connected
devices is never analyzed
Who Cares?
Do any of the following
matter to you?
Which vessel is my container on?
How long has my shipment been
sitting at the port?
Are my raw materials going to get
here in time?
What temperature and humidity
are my products at right now?
This is the real value of IoT
for Supply Chain.
Leveraging All Data Sources …
IoT Unstructured Data
Sensors
Mobile Device Apps
Fleet GPS Data, Telematics
Ocean Visibility – A Particular Challenge
Sensors using terrestrial mobile network
◦ Typically transmitting infrequently
◦ Time, location, environmental measures
◦ Only reliable close to land
Sensors using satellite network
◦ Typically transmitting frequently
◦ Time, location, environmental measures
◦ More expense, only reliable if container is in line of sight
AIS data for tracking
vessel MMSI="413811000" TIME="2011-04-12 10:40:27
GMT" LONGITUDE="118.44586666667" LATITUDE="38.87483333333
3" COG="356" SOG="0.1" HEADING="116" NAVSTAT="1" IMO="
9118824" NAME="JIN HAI
XIANG" CALLSIGN="BVKU" TYPE="70" A="197" B="27" C="20"
D="12" DRAUGHT="7.5" DEST="CAOFEIDIAN" ETA="04-10
07:00"
AIS data feeds using satellite network
◦ Typically transmitting every 6 minutes
◦ Time, location, destination
◦ Most reliable, sometimes turned off (avoiding piracy)
Shipment End-to-End Visibility
Shipment data required:
• Who?
• What?
• When?
• Where?
• How?
Shipment data sources:
• Contract/plan
• Milestone messages
• Location messages
Action/alerting data
required:
• Why?
• Who?
• How?
IoT Platform – Core Capabilities
Sensor
Communication
and Management
Data Storage/
Cleansing and
Mapping
Presentation/
Business
Connectivity
Open Source Data
Enterprise Data
Data Analytics/
Deep Learning
structured
data
semi-structured/
unstructured
unstructured
data
“things” thing connectivity data management machine learning presentation
Customer
Export
Savi
Sensor
Data
Mobile
Apps
Enterprise
Data
Open
Data
Partner
APIs
Non-Savi
Sensor
Data
INTEGRATION LAYERAMQP
CoAP
FTP
HTTP
MQTT
SOAP
TCP
UDP
XMPP
SERVING LAYER
BATCH LAYER
SPEED LAYER
Savi IoT
Adapter
Batch
Processing
Application
Views
Domain
Specific
CEP
Sensor
Agnostic
CEP
Modeling,
Machine
Learning
RS-232
USB
pRFID
Bluetooth
ZigBee
802.11
6LoWPAN
aRFID
GSM
GPRS
3G
4G/LTE
SATCOM
Analytics
Serving
Layer
Views
Customer
Apps
Partner
Apps
Immutable
Data Store
Savi
Insight
Savi
Apps
SECURITY LAYER
Structured and
unstructured data
Real-time Streaming
analytics
ScalableFastmachine
learning
Batch
IoT Architectures: Real-time and Batch
Built from open source
technologies including:
Machine Learning on IoT Data
In 1959 Arthur Samuel defined machine learning as
a “Field of study that gives computers the ability to
learn without explicitly being programmed.”
Requires Data Scientists
Models for Predicting Arrival Time
ETA Late confirmed
Shipment on time
ETA Late warning
Machine Learning generates most accurate ETA forecasts
Modeling Carrier Performance by Lane
Models Optimize Intermodal Routes
Telematics data
Sensor data
EDI data
AIS data
Why Should You Care?
Category Benefits
Detention and Demurrage Costs Cost reduction due to ability to capture actual time at a
location
Cross-Docking Costs Improvement due to more accurate ETA of inbound
shipments
Late Fees and Expediting Fees Decrease due to improvements in estimating shipment
times
Carrier Performance Decrease in lane holding time and improve carrier
compliance through accurate data and analytics
Inventory Value of inventory on hand reduction due to decreased
lead time and variability
Lost Sales Percent reduction of lost sales due to stock outs because
of fewer missed and late deliveries
Theft and Damage Percent reduction in theft, loss and damaged goods due
to real-time visibility
Logistic Planning Percent reduction of logistics planning and forecasting
personnel due to automated modeling
Savi Supply Chain Innovator
revolutionary
technology
delivered as
purpose-built applications
that solve strategic supply
chain challenges
Industry awards
and recognition
Supply Chain
Analytics Pioneer
leveraging M2M data &
the Internet of Things
to provide provide
logistics insight
World's Largest
Asset Tracking
System powered by Savi
RF-ITV
award-winning
solutions track
more than
in goods annually
Driving supply
chain success
with leading Global 1000
organizations
IP portfolio
currently hold more than
60 patents
related to logistics,
IoT, and in-transit
visibility
Questions ?
Lora Cecere
Founder,
Supply Chain Insights
lora.cecere@supplychaininsights.com
Jim Hayden
Senior Vice President,
Data Science Solutions
jhayden@savi.com

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Presentation at the October Scope Event on Internet of Things

  • 1. Global Supply Chain Visibility from IoT and Machine Learning Solutions SCOPE SUPPLY CHAIN CONFERENCE OCTOBER 9-11, 2016 MARRIOTT MARQUIS SAN DIEGO MARINA
  • 2. Jim Hayden Senior Vice President Savi Technology Lora Cecere Founder and CEO Supply Chain Insights
  • 3. Can Your Supply Chain Operate at the Speed of Business? LORA CECERE FOUNDER AND CEO SUPPLY CHAIN INSIGHTS
  • 5.
  • 6.
  • 8. What Makes a Difference?
  • 11. New Forms of Analytics
  • 12. The Learning Supply Chain Supply But, what if they could? Supply Chains don’t Play by the Rules…
  • 14. The Innovators: Not a Normal Distribution
  • 15. Global Supply Chain Visibility from IoT and Machine Learning Solutions JIM HAYDEN SENIOR VICE PRESIDENT SAVI TECHNOLOGY
  • 16. Internet of Things “IoT” Sources: Cisco, IBM, IDC Unstructured data from sensors is a much more salient feature of what is being called big data The “sensorization” of society is unlocking for the first time in human history, the potential to gather in real time enormous amounts of data and details about almost everything. With the added complexities introduced by new data sources (such as real-time events and sensors) and new types of analysis new opportunities will emerge to build business value. SENSORS BANDWIDTH PROCESSING IoT Enabler: Average Costs Over 10 Years IBM to Invest $3 Billion in Sensor-Data Unit New business to help customers gather and analyze the flood of data from sensor-equipped devices 90% of data generated by connected devices is never analyzed
  • 17. Who Cares? Do any of the following matter to you?
  • 18. Which vessel is my container on? How long has my shipment been sitting at the port? Are my raw materials going to get here in time? What temperature and humidity are my products at right now?
  • 19. This is the real value of IoT for Supply Chain.
  • 20. Leveraging All Data Sources … IoT Unstructured Data Sensors Mobile Device Apps Fleet GPS Data, Telematics
  • 21. Ocean Visibility – A Particular Challenge Sensors using terrestrial mobile network ◦ Typically transmitting infrequently ◦ Time, location, environmental measures ◦ Only reliable close to land Sensors using satellite network ◦ Typically transmitting frequently ◦ Time, location, environmental measures ◦ More expense, only reliable if container is in line of sight AIS data for tracking vessel MMSI="413811000" TIME="2011-04-12 10:40:27 GMT" LONGITUDE="118.44586666667" LATITUDE="38.87483333333 3" COG="356" SOG="0.1" HEADING="116" NAVSTAT="1" IMO=" 9118824" NAME="JIN HAI XIANG" CALLSIGN="BVKU" TYPE="70" A="197" B="27" C="20" D="12" DRAUGHT="7.5" DEST="CAOFEIDIAN" ETA="04-10 07:00" AIS data feeds using satellite network ◦ Typically transmitting every 6 minutes ◦ Time, location, destination ◦ Most reliable, sometimes turned off (avoiding piracy)
  • 22. Shipment End-to-End Visibility Shipment data required: • Who? • What? • When? • Where? • How? Shipment data sources: • Contract/plan • Milestone messages • Location messages Action/alerting data required: • Why? • Who? • How?
  • 23. IoT Platform – Core Capabilities Sensor Communication and Management Data Storage/ Cleansing and Mapping Presentation/ Business Connectivity Open Source Data Enterprise Data Data Analytics/ Deep Learning structured data semi-structured/ unstructured unstructured data “things” thing connectivity data management machine learning presentation
  • 24. Customer Export Savi Sensor Data Mobile Apps Enterprise Data Open Data Partner APIs Non-Savi Sensor Data INTEGRATION LAYERAMQP CoAP FTP HTTP MQTT SOAP TCP UDP XMPP SERVING LAYER BATCH LAYER SPEED LAYER Savi IoT Adapter Batch Processing Application Views Domain Specific CEP Sensor Agnostic CEP Modeling, Machine Learning RS-232 USB pRFID Bluetooth ZigBee 802.11 6LoWPAN aRFID GSM GPRS 3G 4G/LTE SATCOM Analytics Serving Layer Views Customer Apps Partner Apps Immutable Data Store Savi Insight Savi Apps SECURITY LAYER Structured and unstructured data Real-time Streaming analytics ScalableFastmachine learning Batch IoT Architectures: Real-time and Batch Built from open source technologies including:
  • 25. Machine Learning on IoT Data In 1959 Arthur Samuel defined machine learning as a “Field of study that gives computers the ability to learn without explicitly being programmed.” Requires Data Scientists
  • 26. Models for Predicting Arrival Time ETA Late confirmed Shipment on time ETA Late warning Machine Learning generates most accurate ETA forecasts
  • 28. Models Optimize Intermodal Routes Telematics data Sensor data EDI data AIS data
  • 29. Why Should You Care? Category Benefits Detention and Demurrage Costs Cost reduction due to ability to capture actual time at a location Cross-Docking Costs Improvement due to more accurate ETA of inbound shipments Late Fees and Expediting Fees Decrease due to improvements in estimating shipment times Carrier Performance Decrease in lane holding time and improve carrier compliance through accurate data and analytics Inventory Value of inventory on hand reduction due to decreased lead time and variability Lost Sales Percent reduction of lost sales due to stock outs because of fewer missed and late deliveries Theft and Damage Percent reduction in theft, loss and damaged goods due to real-time visibility Logistic Planning Percent reduction of logistics planning and forecasting personnel due to automated modeling
  • 30. Savi Supply Chain Innovator revolutionary technology delivered as purpose-built applications that solve strategic supply chain challenges Industry awards and recognition Supply Chain Analytics Pioneer leveraging M2M data & the Internet of Things to provide provide logistics insight World's Largest Asset Tracking System powered by Savi RF-ITV award-winning solutions track more than in goods annually Driving supply chain success with leading Global 1000 organizations IP portfolio currently hold more than 60 patents related to logistics, IoT, and in-transit visibility
  • 32. Lora Cecere Founder, Supply Chain Insights lora.cecere@supplychaininsights.com
  • 33. Jim Hayden Senior Vice President, Data Science Solutions jhayden@savi.com