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Enabling Edge Analytics of IoT Data:
The Case of LoRaWAN
Hong-Linh Truong
Faculty of Informatics, TU Wien, Austria
hong-linh.truong@tuwien.ac.at
http://rdsea.github.io
@linhsolar
Global IoT Summit 2018, 4 April 2018, Bilbao 1
Acknowledgements:
Supported by
H2020 Inter-IoT (http://www.inter-iot-project.eu/)
Tran-Vu Pham, Danh Pham, Phuong Nam Ho and
Xuan-Hiep Huynh for discussions on LoRaWAN and
aqua/argiculture monitoring in Vietnam
Global IoT Summit 2018, 4 April 2018, Bilbao 2
Outline
 State of the art, motivating examples and
approach
 IoTRACE key concepts, architecture and main
components
 Prototype and illustrating examples
 Conclusions and future work
Global IoT Summit 2018, 4 April 2018, Bilbao 3
New network technologies for
large-scale monitoring with IoT
 Large-scale deployment of low-energy sensing
devices with long distance communications
 LoRaWAN, SigFox and NB-IoT
 Currently two main deployment models
 Big providers of IoT infrastructures and platform
connectivity
 like Sigfox, telcos or government infrastructures
 Community with many stakeholders
 like The Things Network (TTN)
 But these deployment models are not flexible
enough w.r.t IoT data services and edge analytics
Global IoT Summit 2018, 4 April 2018, Bilbao 4
LoRaWAN
 We focus on LoRaWAN because of its availability
and investment cost in developing country context
Global IoT Summit 2018, 4 April 2018, Bilbao 5
 Suitable for us to work on large-scale geographic
areas and with no requirements of high bandwidth
 Agriculture/Aquaculture productivity and safety
monitoring
 Saltwater intrusion impact monitoring
 Wastewater monitoring
 Smart city monitoring
Data/analytics requirements and
issues
 Farmers want to buy data and might
provide/share devices but only related
to their own local space
 Sharing data for local view among
farmers/local agencies and for global
view needed by government/agency
 Cloud is expensive when there is no
need for farmers/local view
 LoRAWAN network-centric designs:
 Centralized analytics is not
suitable
 IoT data-as-a-service and IoT
infrastructure-as-a-service are not
well support with multiple
stakeholders
Global IoT Summit 2018, 4 April 2018, Bilbao 6
Picture from Tran-Vu Pham for
shrimp/fish/lobster farms monitoring
Why do we augment LoRaWAN?
 Support IoT service models:
 data-as-a-service model and infrastructure-as-a-
service at the edge
 Support edge analytics with IoT data
 Work along with current LoRaWAN features for
clouds: edge + cloud
 Focus on data analytics workflows as the main
LoRaWAN applications
 We concentrate on software architecture design
and configuration for edge analytics
Global IoT Summit 2018, 4 April 2018, Bilbao 7
IoTRACE Framework
Global IoT Summit 2018, 4 April 2018, Bilbao 8
Key design: making data available in the edge requires
many changes in data flows and stakeholders management
Enable edge
computing
Stakeholders management for IoT
data services
 Model stakeholders to support IoT data-as-a-
service + IoT infrastructure-as-a-service
 Devices + data contracts
 Enable extraction of data at the edge for edge
computing
Global IoT Summit 2018, 4 April 2018, Bilbao 9
Network Server enabling edge
computing
 Forward message to edge analytics servers
 Extract application data at the edge
Global IoT Summit 2018, 4 April 2018, Bilbao 10
Extracting data in the edge
Global IoT Summit 2018, 4 April 2018, Bilbao 11
Limitation mixed model:
only subscription of devices
Current prototype
 Testing purposes: emulated devices/sensors
 Using LoRaWAN python library
(https://github.com/jeroennijhof/LoRaWAN )to create
LoRa messages
 Send to gateway via queue or to Packet Forwarder
using LoRa-Gateway-Bridge
(https://www.loraserver.io/lora-gateway-
bridge/overview/)
 Emulating sensors read real dataset or emulate
real sensors
Global IoT Summit 2018, 4 April 2018, Bilbao 12
Current prototype
 Gateway and Network Server using python and
MQTT
 Only for proof-of-concept of the features we augment
 Subscribers and data contracts managed by
MongoDB
 Edge analytics components and functions:
 Python-based libraries and queues
 Javascript is being developed
Global IoT Summit 2018, 4 April 2018, Bilbao 13
Simple example of analytics
Global IoT Summit 2018, 4 April 2018, Bilbao 14
Analyti
cs
IoTRACE python
libraries for edge
computing
deploy
Node-RED flows accessing edge
data queues
 Edge analytics is written in Node-RED
 Application user deploys adaptor to the edge
server working with Network Server
Global IoT Summit 2018, 4 April 2018, Bilbao 15
Cross edge cloud analytics example
Global IoT Summit 2018, 4 April 2018, Bilbao 16
Example Apex code
We still need to mange
two sides separately
The queue
identification for linking
the edge to cloud is
application-specific
Cloud analytics
Conclusions and future work
 We enable diverse types of IoT service models and
different configurations for LoRaWAN
 Augment software architectures for enabling IoT data-
as-a-service and infrastructure-as-a-service at the edge
 Provide mechanisms for enabling edge computing for
IoT applications
 Future work
 Refinement of architectures and data contract models
 Data interoperability for edge analytics for network of
Network Servers
 Serverless functions for analytics & performance tests
Global IoT Summit 2018, 4 April 2018, Bilbao 17
Thanks for your
attention!
Hong-Linh Truong
Faculty of Informatics
TU Wien, Austria
rdsea.github.io
Global IoT Summit 2018, 4 April 2018, Bilbao 18

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Enabling Edge Analytics of IoT Data with LoRaWAN

  • 1. Enabling Edge Analytics of IoT Data: The Case of LoRaWAN Hong-Linh Truong Faculty of Informatics, TU Wien, Austria hong-linh.truong@tuwien.ac.at http://rdsea.github.io @linhsolar Global IoT Summit 2018, 4 April 2018, Bilbao 1
  • 2. Acknowledgements: Supported by H2020 Inter-IoT (http://www.inter-iot-project.eu/) Tran-Vu Pham, Danh Pham, Phuong Nam Ho and Xuan-Hiep Huynh for discussions on LoRaWAN and aqua/argiculture monitoring in Vietnam Global IoT Summit 2018, 4 April 2018, Bilbao 2
  • 3. Outline  State of the art, motivating examples and approach  IoTRACE key concepts, architecture and main components  Prototype and illustrating examples  Conclusions and future work Global IoT Summit 2018, 4 April 2018, Bilbao 3
  • 4. New network technologies for large-scale monitoring with IoT  Large-scale deployment of low-energy sensing devices with long distance communications  LoRaWAN, SigFox and NB-IoT  Currently two main deployment models  Big providers of IoT infrastructures and platform connectivity  like Sigfox, telcos or government infrastructures  Community with many stakeholders  like The Things Network (TTN)  But these deployment models are not flexible enough w.r.t IoT data services and edge analytics Global IoT Summit 2018, 4 April 2018, Bilbao 4
  • 5. LoRaWAN  We focus on LoRaWAN because of its availability and investment cost in developing country context Global IoT Summit 2018, 4 April 2018, Bilbao 5  Suitable for us to work on large-scale geographic areas and with no requirements of high bandwidth  Agriculture/Aquaculture productivity and safety monitoring  Saltwater intrusion impact monitoring  Wastewater monitoring  Smart city monitoring
  • 6. Data/analytics requirements and issues  Farmers want to buy data and might provide/share devices but only related to their own local space  Sharing data for local view among farmers/local agencies and for global view needed by government/agency  Cloud is expensive when there is no need for farmers/local view  LoRAWAN network-centric designs:  Centralized analytics is not suitable  IoT data-as-a-service and IoT infrastructure-as-a-service are not well support with multiple stakeholders Global IoT Summit 2018, 4 April 2018, Bilbao 6 Picture from Tran-Vu Pham for shrimp/fish/lobster farms monitoring
  • 7. Why do we augment LoRaWAN?  Support IoT service models:  data-as-a-service model and infrastructure-as-a- service at the edge  Support edge analytics with IoT data  Work along with current LoRaWAN features for clouds: edge + cloud  Focus on data analytics workflows as the main LoRaWAN applications  We concentrate on software architecture design and configuration for edge analytics Global IoT Summit 2018, 4 April 2018, Bilbao 7
  • 8. IoTRACE Framework Global IoT Summit 2018, 4 April 2018, Bilbao 8 Key design: making data available in the edge requires many changes in data flows and stakeholders management Enable edge computing
  • 9. Stakeholders management for IoT data services  Model stakeholders to support IoT data-as-a- service + IoT infrastructure-as-a-service  Devices + data contracts  Enable extraction of data at the edge for edge computing Global IoT Summit 2018, 4 April 2018, Bilbao 9
  • 10. Network Server enabling edge computing  Forward message to edge analytics servers  Extract application data at the edge Global IoT Summit 2018, 4 April 2018, Bilbao 10
  • 11. Extracting data in the edge Global IoT Summit 2018, 4 April 2018, Bilbao 11 Limitation mixed model: only subscription of devices
  • 12. Current prototype  Testing purposes: emulated devices/sensors  Using LoRaWAN python library (https://github.com/jeroennijhof/LoRaWAN )to create LoRa messages  Send to gateway via queue or to Packet Forwarder using LoRa-Gateway-Bridge (https://www.loraserver.io/lora-gateway- bridge/overview/)  Emulating sensors read real dataset or emulate real sensors Global IoT Summit 2018, 4 April 2018, Bilbao 12
  • 13. Current prototype  Gateway and Network Server using python and MQTT  Only for proof-of-concept of the features we augment  Subscribers and data contracts managed by MongoDB  Edge analytics components and functions:  Python-based libraries and queues  Javascript is being developed Global IoT Summit 2018, 4 April 2018, Bilbao 13
  • 14. Simple example of analytics Global IoT Summit 2018, 4 April 2018, Bilbao 14 Analyti cs IoTRACE python libraries for edge computing deploy
  • 15. Node-RED flows accessing edge data queues  Edge analytics is written in Node-RED  Application user deploys adaptor to the edge server working with Network Server Global IoT Summit 2018, 4 April 2018, Bilbao 15
  • 16. Cross edge cloud analytics example Global IoT Summit 2018, 4 April 2018, Bilbao 16 Example Apex code We still need to mange two sides separately The queue identification for linking the edge to cloud is application-specific Cloud analytics
  • 17. Conclusions and future work  We enable diverse types of IoT service models and different configurations for LoRaWAN  Augment software architectures for enabling IoT data- as-a-service and infrastructure-as-a-service at the edge  Provide mechanisms for enabling edge computing for IoT applications  Future work  Refinement of architectures and data contract models  Data interoperability for edge analytics for network of Network Servers  Serverless functions for analytics & performance tests Global IoT Summit 2018, 4 April 2018, Bilbao 17
  • 18. Thanks for your attention! Hong-Linh Truong Faculty of Informatics TU Wien, Austria rdsea.github.io Global IoT Summit 2018, 4 April 2018, Bilbao 18