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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
ML in the physical world with IoT
Timothée Cruse
APAC IoT Specialist SA
AWS
Andreas Ruland
CTO
smove
Gary Han
General Manager
Product Marketing
ASEAN, India, Oceania
Murata
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
1951
Telecaster
1951
Precision
bass
1954
Stratocaster
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Wood matching–Quality assurance
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Wood matching
If you knew the state of every thing and could
reason on top of that data…
what problems would you solve?
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Device fleet
maintenance
Energy efficiency
monitoring
Safeguard
manufacturing facilities
Payment, insurance and
connected commerce
Predictive
maintenance
Wellness and
health solutions
Connected buildings
and city systems
Productivity and
process optimization
What customers are doing with AWS IoT
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
AWS IoT customers solve problems in all sectors
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Revenue growth
IoT data drives business growth
Operational efficiency
IoT data decreases OpEx
New services &
business models
Products that get better
with time
Better relationship
with customers
Increased
efficiency
Intelligent decision
making
Data driven
discipline
Business outcomes with IoT
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Connect,
communicate,
secure
Onboard,
provision,
manage
Devices &
sensors
Connectivity &
infrastructure
Analyze,
visualize,
act
Analytics &
insights
Engage,
empower,
delight
Applications &
services
Transform,
shift culture
Change
management
IoT solutions are complex & multidimensional
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
AWS IoT architecture
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
IoT virtuous cycle
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
AWS IoT Events
IoT virtuous cycle
AWS IoT Analytics
AWS IoT SiteWise
AWS IoT Device
Management
AWS IoT
Things Graph
AWS IoT Core
AWS IoT
Device Defender
AWS IoT
Device SDK
Amazon FreeRTOS
AWS IoT
Device Tester
AWS IoT
Greengrass
Smove Singapore
www.smove.sg
AWS IoT at Smove
Andy Ruland, CTO
Smove Systems
Smove Singapore
www.smove.sg
First in Asia to provide A
to B car sharing trips
Drive for Grab
(Private Hire Vehicle)
either part-time or
full time
Personal use for
meetings, after work
trips, errands or longer
term rentals
Smove Singapore
www.smove.sg
Four rental options
from 15 minutes to
15 months & beyond
Fleet size of over
400+ in 5 different
vehicle categories
Over 15,000
bookings per month
with a user base of
96,000+ users
110+ pick up/drop
off locations
islandwide
Smove Singapore
www.smove.sg
AWS IoT at Smove
Device Shadow
Status Config Cmd
Rules
ForwardStatuses
Desired
config /
command
Reported
status /
config /
command
Desired
status /
config /
command
MQTT
Back-End
Smove Singapore
www.smove.sg
AWS IoT at Smove
Smove Singapore
www.smove.sg
Greengrass
IoT
Kinesis
Machine
Learning
The Future of
AWS IoT at
Smove
Smove Singapore
www.smove.sg
Machine Learning at Smove
● Event Detection
● Driver Profiling
● CV on Images/Videos
● Vehicle health
● Rekognition - License Validation
● ...
Smove Singapore
www.smove.sg
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
What happens when
you combine AI and
IoT?
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
–
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
The Edge…….
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
“AIoT” (AI and IoT) — ML at the Edge
Train in the cloud, infer at the edge
Amazon SageMaker
AWS IoT
Greengrass
Amazon
FreeRTOS
AWS IoT Core
AWS IoT Analytics
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
How can I
extend AWS
cloud capabilities
to the edge with ML
capabilities?
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
IoT virtuous cycle
AWS IoT
Device SDK
Amazon FreeRTOS
AWS IoT
Device Tester
AWS IoT
Greengrass
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
Edge Cloud
Law of Economics
Law of Physics
Law of the Land
AWS IoT Greengrass
AWS IoT Greengrass extends AWS IoT onto your devices, so that they can act
locally on the data they generate, while still taking advantage of the cloud.
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
Data and
State Sync Security
Over the
Air UpdatesConnectors
Operate
devices offline &
synchronize data
when reconnected
Local
Actions
Simplify device
programming
with AWS
Lambda
Mutual
authentication &
authorization
between cloud
and devices
Easily update AWS
IoT Greengrass
Core
Machine
Learning
Inference
Perform ML
Inference
locally
Local
Resource
Access
AWS Lambda
functions can
access & use local
resources of a
given device
Extend edge
devices with
connections to
external services
Local
Messages
and Triggers
Enable device
communication
without a cloud
connection
Secrets
Manager
Deploy secrets to
edge devices
AWS IoT Greengrass
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
Fender’s Wood matching architecture
AWS Cloud
Lambda
Factory
Camera
Workers
Dashboard
Raspberry Pi
Lambda
Lambda
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
AWS IoT Events
IoT virtuous cycle
AWS IoT Analytics
AWS IoT SiteWise
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
From raw
sensor data to
sophisticated
IoT analytics
How can I analyze and make sense of IoT data?
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
Collect AnalyzeProcess Store Visualize
AWS IoT Analytics
AWS IoT Analytics is a service that processes, enriches, stores, analyzes,
and visualizes IoT data for manufacturers and enterprises.
Collect only the data
you want to store &
analyze
Convert raw data to
meaningful
information
Store device data in
time-series data
store for analysis
Get deeper insight
into the health &
performance of assets
Quickly visualize
your IoT data sets
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
AWS IoT Events
IoT virtuous cycle
AWS IoT Analytics
AWS IoT SiteWise
AWS IoT Device
Management
AWS IoT
Things Graph
AWS IoT Core
AWS IoT
Device Defender
AWS IoT
Device SDK
Amazon FreeRTOS
AWS IoT
Device Tester
AWS IoT
Greengrass
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
MOTOR HEALTH MONITORING
101
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
• Capacitors
• Inductors (Coils)
• Noise / EMI Suppression Products and Filters
• Ultra Low Power Short Range RF-IC
• Resistors
• Thermistors
• Sensors
• Timing Devices
• Sound Components
• Power Devices
• Micromechatronics
• RFID
• Matching Devices
• RF Components
• RF Modules
• Batteries
• Filters
• Substrates
• Ionizers/ Ozonizers
• Front-end Modules
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
A total of 43
manufacturing
facilities
around the
world *as of 31 March 2018
No. of Employees:
Americas
United States
Brazil
Canada
Mexico
EMEA
The Netherlands
Finland
France
Germany
Hungary
Italy
Spain
Switzerland
United Kingdom
Asean and India
Singapore
India Malaysia
Philippines Thailand
Vietnam
Greater China
Japan
Korea
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
HUGE FINANCIAL LOSS!
- Estimated loss: USD 100K/ day per production line
CRITICAL PROCESS BREAKDOWN!
- Unexpected motor failure
LONG DOWNTIME!
- Production line stopped for days
S U M M I T
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Murata
Vibration
Sensor NodeEase of
Implementation
and Installation
§ Easy to Start
§ Easy to Use
§ Easy to Expand
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
How AWS helps us make it “easy”?
AWS Lambda
AWS S3
ML Models
AWS SNS
AWS Greengrass
AWS QuickSight
Local Lambda
and models
Murata: Machine’s stethoscope
AWS: Machine’s doctor
Sensor Nodes
MACHINE
User Interface (UI)
END CUSTOMER
Cloud
Back End
ML Model Insights
ML Model Development
Cloud Front End
Data Collection
Pre-Processing
Delivered by Murata
Facilitated by AWS & Murata
Value for Customer: Specific Solution addressing to exact customer requirements & Customized Solution
Customer
Internal SW Teams
(IP owned by Customer)
Option 2
Customer
engaged SIer
(IP owned by Sier)
Option 3
PHASE1
• Murata introduces SIer
• AWS introduces SIer (*many options)
• AWS Professional Services
(IP owned by Developing Party)
Option 1
• Murata introduces ML partner
• AWS introduces ML partner
(*many options)
• AWS Professional Services
(IP owned by Developing Party)
MOVING AHEAD …
Sensor
Nodes
Dataset
Collection
ML Model
Insights
ML Model
Development
Cloud
Front End
Pre-
Processing
Cloud
Back End
PHASE2
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
AWS
Solutions
to Start
to Use
to Expand
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Now that you know the state of
every thing, and can reason on
top of that data, what problems
would you solve?
aws.amazon.com/IoT
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Thank you!
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Timothée Cruse
tcruse@amazon.com

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AWS Summit Singapore 2019 | ML in the Physical World with IoT

  • 1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T ML in the physical world with IoT Timothée Cruse APAC IoT Specialist SA AWS Andreas Ruland CTO smove Gary Han General Manager Product Marketing ASEAN, India, Oceania Murata
  • 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
  • 3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T 1951 Telecaster 1951 Precision bass 1954 Stratocaster
  • 4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Wood matching–Quality assurance
  • 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Wood matching
  • 6. If you knew the state of every thing and could reason on top of that data… what problems would you solve?
  • 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Device fleet maintenance Energy efficiency monitoring Safeguard manufacturing facilities Payment, insurance and connected commerce Predictive maintenance Wellness and health solutions Connected buildings and city systems Productivity and process optimization What customers are doing with AWS IoT
  • 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS IoT customers solve problems in all sectors
  • 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Revenue growth IoT data drives business growth Operational efficiency IoT data decreases OpEx New services & business models Products that get better with time Better relationship with customers Increased efficiency Intelligent decision making Data driven discipline Business outcomes with IoT
  • 10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Connect, communicate, secure Onboard, provision, manage Devices & sensors Connectivity & infrastructure Analyze, visualize, act Analytics & insights Engage, empower, delight Applications & services Transform, shift culture Change management IoT solutions are complex & multidimensional
  • 11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS IoT architecture
  • 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T IoT virtuous cycle
  • 13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS IoT Events IoT virtuous cycle AWS IoT Analytics AWS IoT SiteWise AWS IoT Device Management AWS IoT Things Graph AWS IoT Core AWS IoT Device Defender AWS IoT Device SDK Amazon FreeRTOS AWS IoT Device Tester AWS IoT Greengrass
  • 14. Smove Singapore www.smove.sg AWS IoT at Smove Andy Ruland, CTO Smove Systems
  • 15. Smove Singapore www.smove.sg First in Asia to provide A to B car sharing trips Drive for Grab (Private Hire Vehicle) either part-time or full time Personal use for meetings, after work trips, errands or longer term rentals
  • 16. Smove Singapore www.smove.sg Four rental options from 15 minutes to 15 months & beyond Fleet size of over 400+ in 5 different vehicle categories Over 15,000 bookings per month with a user base of 96,000+ users 110+ pick up/drop off locations islandwide
  • 17. Smove Singapore www.smove.sg AWS IoT at Smove Device Shadow Status Config Cmd Rules ForwardStatuses Desired config / command Reported status / config / command Desired status / config / command MQTT Back-End
  • 20. Smove Singapore www.smove.sg Machine Learning at Smove ● Event Detection ● Driver Profiling ● CV on Images/Videos ● Vehicle health ● Rekognition - License Validation ● ...
  • 22. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T What happens when you combine AI and IoT?
  • 23. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T –
  • 24. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T The Edge…….
  • 25. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T “AIoT” (AI and IoT) — ML at the Edge Train in the cloud, infer at the edge Amazon SageMaker AWS IoT Greengrass Amazon FreeRTOS AWS IoT Core AWS IoT Analytics
  • 26. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark How can I extend AWS cloud capabilities to the edge with ML capabilities?
  • 27. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark IoT virtuous cycle AWS IoT Device SDK Amazon FreeRTOS AWS IoT Device Tester AWS IoT Greengrass
  • 28. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Edge Cloud Law of Economics Law of Physics Law of the Land AWS IoT Greengrass AWS IoT Greengrass extends AWS IoT onto your devices, so that they can act locally on the data they generate, while still taking advantage of the cloud.
  • 29. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Data and State Sync Security Over the Air UpdatesConnectors Operate devices offline & synchronize data when reconnected Local Actions Simplify device programming with AWS Lambda Mutual authentication & authorization between cloud and devices Easily update AWS IoT Greengrass Core Machine Learning Inference Perform ML Inference locally Local Resource Access AWS Lambda functions can access & use local resources of a given device Extend edge devices with connections to external services Local Messages and Triggers Enable device communication without a cloud connection Secrets Manager Deploy secrets to edge devices AWS IoT Greengrass
  • 30. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Fender’s Wood matching architecture AWS Cloud Lambda Factory Camera Workers Dashboard Raspberry Pi Lambda Lambda
  • 31. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS IoT Events IoT virtuous cycle AWS IoT Analytics AWS IoT SiteWise
  • 32. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark From raw sensor data to sophisticated IoT analytics How can I analyze and make sense of IoT data?
  • 33. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Collect AnalyzeProcess Store Visualize AWS IoT Analytics AWS IoT Analytics is a service that processes, enriches, stores, analyzes, and visualizes IoT data for manufacturers and enterprises. Collect only the data you want to store & analyze Convert raw data to meaningful information Store device data in time-series data store for analysis Get deeper insight into the health & performance of assets Quickly visualize your IoT data sets
  • 34. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS IoT Events IoT virtuous cycle AWS IoT Analytics AWS IoT SiteWise AWS IoT Device Management AWS IoT Things Graph AWS IoT Core AWS IoT Device Defender AWS IoT Device SDK Amazon FreeRTOS AWS IoT Device Tester AWS IoT Greengrass
  • 35. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T MOTOR HEALTH MONITORING 101
  • 36. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T • Capacitors • Inductors (Coils) • Noise / EMI Suppression Products and Filters • Ultra Low Power Short Range RF-IC • Resistors • Thermistors • Sensors • Timing Devices • Sound Components • Power Devices • Micromechatronics • RFID • Matching Devices • RF Components • RF Modules • Batteries • Filters • Substrates • Ionizers/ Ozonizers • Front-end Modules
  • 37. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
  • 38. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T A total of 43 manufacturing facilities around the world *as of 31 March 2018 No. of Employees: Americas United States Brazil Canada Mexico EMEA The Netherlands Finland France Germany Hungary Italy Spain Switzerland United Kingdom Asean and India Singapore India Malaysia Philippines Thailand Vietnam Greater China Japan Korea
  • 39. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T HUGE FINANCIAL LOSS! - Estimated loss: USD 100K/ day per production line CRITICAL PROCESS BREAKDOWN! - Unexpected motor failure LONG DOWNTIME! - Production line stopped for days S U M M I T
  • 40. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Murata Vibration Sensor NodeEase of Implementation and Installation § Easy to Start § Easy to Use § Easy to Expand
  • 41. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T How AWS helps us make it “easy”? AWS Lambda AWS S3 ML Models AWS SNS AWS Greengrass AWS QuickSight Local Lambda and models Murata: Machine’s stethoscope AWS: Machine’s doctor
  • 42. Sensor Nodes MACHINE User Interface (UI) END CUSTOMER Cloud Back End ML Model Insights ML Model Development Cloud Front End Data Collection Pre-Processing
  • 43. Delivered by Murata Facilitated by AWS & Murata Value for Customer: Specific Solution addressing to exact customer requirements & Customized Solution Customer Internal SW Teams (IP owned by Customer) Option 2 Customer engaged SIer (IP owned by Sier) Option 3 PHASE1 • Murata introduces SIer • AWS introduces SIer (*many options) • AWS Professional Services (IP owned by Developing Party) Option 1 • Murata introduces ML partner • AWS introduces ML partner (*many options) • AWS Professional Services (IP owned by Developing Party) MOVING AHEAD … Sensor Nodes Dataset Collection ML Model Insights ML Model Development Cloud Front End Pre- Processing Cloud Back End PHASE2
  • 44. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS Solutions to Start to Use to Expand
  • 45.
  • 46. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Now that you know the state of every thing, and can reason on top of that data, what problems would you solve? aws.amazon.com/IoT
  • 47. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 48. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Thank you! S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Timothée Cruse tcruse@amazon.com