Regional Forum on Emergent Technologies
Presenter : CHAABANE Ferdaous
ITU Regional Forum on Emergent Technologies Tunis - Tunisia, 23-24 April 2019
Place: Tunis, Tunisia
Date: 23-24 April 2019
LoRaWAN for IoT/AI: Applications in support of Societal Challenges
Outline
- LoRaWAN Technology
- Conclusion
- SAGEMCOM & LoRaWAN
- Applications
o Agricultural applications
o SMART building applications
o Industrial Applications
- IoT/AI/EC
IoT Evolution
3
Production Process => SMART FactorySmart Connected Products
IoT
IoT is big business
IoT/AI
4ITU Regional Forum on Emergent Technologies Tunis - Tunisia, 23-24 April 2019
Data Gatheringand Analytics
Provider of Massive Data
SMART World
Inte
rop
era
bili
ty
IoT is pushing AI to the Edge
5ITU Regional Forum on Emergent Technologies Tunis - Tunisia, 23-24 April 2019
Rate of IoT deployments ↗Edge-based compute and Storage ↗
More efficient End-to-End solutions
Analysis in the cloud => Close to the sensing and actions
LPWAN : LoRaWAN
LoRaWAN :
- Most adopted type of LPWAN- Ubiquitous connectivity in outdoor IoT Apps- Keeping networks structures and management simple
Booming of LPWAN IoT Technology LoRaWANStrong acceleration
Impressive level of adoption
7
LoRa Alliance
A few of the 500 members of the Alliance
The extent of LoRaWAN network coverage
LoRa Alliance- the fastest growing technology alliance,- A non-profit association of more than 500 member companies,- enabling large scale deployment of LPWAN IoT through the
development and promotion of the LoRaWAN open standard.
8
LoRa Network features
9
LoRa Network Architecture
Sagemcom Gateway
Sagemcom devices
Sagemcom LoRa Network Server (LNS)
SagemcomLoRa Client Application
SagemcomGeolocation Solver
Sagemcom => LoRa
10
Sagemcom Software & Technologies is the R&D center for the Group Sagemcom.
Energy & TelecomsIoT R&D center
Directly connected to Solutions responsable
Innovation IoT group : PoC of IoT Solutions
Sagemcom R&D Center
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IoT ApplicationsLoRaWAN
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IoT SMART CENTER
IoT SMART CENTER
SMART Lab SMART Datacenter
SMART Parking SMART Meeting Room
SMART VisitorAuthentification
SMART Parking
15
SMART Lab
16
SMART Agriculture
LoRa connected Meteo Station
Digital
AnalogSeries
I2C
Communication type
LoRaWAN™ Network of SAGEMCOM
Hardware Architecture
LoRaWAN
LNS
Communication
http
Devices Application
Node server
REST
LoRa Client
FE : Angular 5
Python server
pymongo
DB
BE
Software Architecture
Centralized network
Dashboard FonctionalitiesAlerts Management Statistics
Data Analytics and Prevision
Dashboard AI Fonctionalities
Error of ± 1° for 24 samples
Measurments Prevision
Prevision Measurements
Prediction of Plant Diseases
22
+ = Prediction of Plant Diseases
+ AI
ML for Plants Disease
23
Training DatabasePlants types
Diseases
24
Plants Disease Prevision Dashboard
25
SMART Building apps
26
SMART Swimming Pool
SMART Swimming Pool LoRaconnected
Water Quality Automatic SystemWeather conditions
Automaticmaintenance and
analysis
Long range Low energy consumption
pH
ORP
Turbidity
TDS
Hardware Architecture
Temperature
T&Hu
UV index
Ultrason
Arduino Nano
Raspberry Pi 0
LoRa Dongle
Chlorine Amount Prevision with AI
Prediction for 70 days Predicted and constant Amount
Volume = 24 m³
Lost Water volume prevision with AI
Lost Water prevision
ForecastSur 2 jours
31
SMART Energy
SMART Building : AI at the Edge
33
Data Acquisition Data Analysis : Model
Model Validation on STM32F7Model conversion & Code Generation
AI at the Edge
AI at the Edge
Global Power Prevision
35
SMART Industry
36
AI for Predictive Maintenance
Machine vibration analysis
37
Data acquisition & Database creation
38
Model : Deep Learning
39
Predictive Maintenance Resuslts
• LoRaWAN is not a promise of a future potential, but is available today all around the globe. It is realizing the potential of the Internet of Things (IoT).
• The IoT is getting smarter by incorporating AI into IoT applications.
• Many use cases at the edge can’t wait for the cloud. They demand insights and decisions at the source, where the data is generated => need of Egde Computing.
40
Conclusion
41
Thank you
ITU Regional Forum on Emergent Technologies Tunis - Tunisia, 23-24 April 2019