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The Blueslemon project: using short-range wireless networks to
localize beacons on landslide surface
Gabriele Scarton
gabriele.scarton@fos.it
Gruppo FOS S.p.A.
NOI Techpark Südtirol/Alto Adige, Bolzano, 12th November 2021 – SFScon2021
@SFScon #SFScon #SFScon21
droneONtrap project:
Smart traps for remote field monitoring
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
2
Gruppo FOS
Multimodal System for
Personalized Post-Stroke
Rehabilitation
Today 13:00, this track
Open-source digital learning:
inRebus approach to gamification
Tomorrow 9:00, Community and education track
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
3
The droneONtrap project

The project droneONtrap aims at providing a demonstrative system for
real-time and remote crop disease monitoring.

Partners:
 MAVTech, project leader
 FOS, project partner

Start Date: 05/05/2020

End Date: 30/11/2020

Funded by DIVA project www.projectdiva.eu
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
4
Project goals

The system is composed by traps installed on fields for real-time and remote
daily status of a significant portion of crop and sporadic data collection using
UAV for complete analysis of the whole crop
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
5
UAV system

Multispectral images captured by UAV
Next presentation!
Same track
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
6
Traps goals

Easy to install - Plug & play system

No cables - Wireless real-time comunication

Non-invasive and fully integrated with current monitoring
activities (visual pest detection)

Low-maintenance – indipendent power supply system

Controlling by remote and mobile devices

Sending Photos at programmable intervals
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
7
Trap design

Structure designed with CAD software

Electric system based on:
 Litium batteries and solar panels
 Computational unit
 Wireless comunication module
 Camera and sensors

Trap sheets
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
8
Trap realization

Structure 3D printed @ NOI Makerspace
 Top container for IoT components
 Middle for weather protection
 Bottom for glued trap sheets

Off-the-shelf components
 Single board computer
 System on a chip microcontroller
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
9
Configurations comparison
Single board computer

More powerful

Easy to use

Verified hardware: single
reliable source

Lot of sensors compatible
System on a chip microcontroller

Low energy consumption

Specific firmware

Open hardware: multiple
cheap sources

Small size
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
10
Which is the best configuration?

Single board computer are simpler to set up and provide better
results, but costs and energy consumption are high

System on a chip microcontroller theoretically provides the perfect
solution for the task, but requires a lot of time to find/check a
reliable configuration based on specific hardware
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
11
Data
From trap to costumer
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
12
Server goals

Receive data from traps

Process data

Make data available fast and simple

Manage different sources and users
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
13
Receive data from traps

GSM communication
 Not fast but great coverage
and not expensive

VPN protected comunication

SSH and FTP server
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
14
Process data

Initial phase - ImageJ
 Processing based on colors
 Morphological operations to
reduce noise from shadows
and other insects
 Human validation directly on
dashboard

Stable phase – AI model
 Computer vision algorythms
 Human validation directly on
dashboard
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
15
Data availability

Real-time processing
 inotify-tools

Database-centric structure
 MongoDB
 Non-relational model: flexibility to add any type of sensor

Real-time notification
 Telegram bot
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
16
Different sources and users

Admin dashboard
 Managing users and fields
 Controls on config and scans
 Mobile friendly
12th Nov 2021
#SFScon21
droneONtrap project
gabriele.scarton@fos.it
17
Conclusions

Large-scale
demonstration success
 Working trap configurations
 Successful pest detection
 Handling multiple client
simultaneously

Need more work
 Improve trap
configurations
 More data for AI
classifications
Thank you for your attention!
Questions?
Thank you for your attention!
Questions?
Interested in the UAV part
of the droneONtrap project?
Stay here for G. Ristorto presentation!
Gabriele Scarton – Gruppo FOS S.p.A. - gabriele.scarton@fos.it

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SFScon21 - Gabriele Scarton - droneONtrap project: smart traps for remote field monitoring

  • 1. The Blueslemon project: using short-range wireless networks to localize beacons on landslide surface Gabriele Scarton gabriele.scarton@fos.it Gruppo FOS S.p.A. NOI Techpark Südtirol/Alto Adige, Bolzano, 12th November 2021 – SFScon2021 @SFScon #SFScon #SFScon21 droneONtrap project: Smart traps for remote field monitoring
  • 2. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 2 Gruppo FOS Multimodal System for Personalized Post-Stroke Rehabilitation Today 13:00, this track Open-source digital learning: inRebus approach to gamification Tomorrow 9:00, Community and education track
  • 3. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 3 The droneONtrap project  The project droneONtrap aims at providing a demonstrative system for real-time and remote crop disease monitoring.  Partners:  MAVTech, project leader  FOS, project partner  Start Date: 05/05/2020  End Date: 30/11/2020  Funded by DIVA project www.projectdiva.eu
  • 4. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 4 Project goals  The system is composed by traps installed on fields for real-time and remote daily status of a significant portion of crop and sporadic data collection using UAV for complete analysis of the whole crop
  • 5. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 5 UAV system  Multispectral images captured by UAV Next presentation! Same track
  • 6. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 6 Traps goals  Easy to install - Plug & play system  No cables - Wireless real-time comunication  Non-invasive and fully integrated with current monitoring activities (visual pest detection)  Low-maintenance – indipendent power supply system  Controlling by remote and mobile devices  Sending Photos at programmable intervals
  • 7. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 7 Trap design  Structure designed with CAD software  Electric system based on:  Litium batteries and solar panels  Computational unit  Wireless comunication module  Camera and sensors  Trap sheets
  • 8. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 8 Trap realization  Structure 3D printed @ NOI Makerspace  Top container for IoT components  Middle for weather protection  Bottom for glued trap sheets  Off-the-shelf components  Single board computer  System on a chip microcontroller
  • 9. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 9 Configurations comparison Single board computer  More powerful  Easy to use  Verified hardware: single reliable source  Lot of sensors compatible System on a chip microcontroller  Low energy consumption  Specific firmware  Open hardware: multiple cheap sources  Small size
  • 10. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 10 Which is the best configuration?  Single board computer are simpler to set up and provide better results, but costs and energy consumption are high  System on a chip microcontroller theoretically provides the perfect solution for the task, but requires a lot of time to find/check a reliable configuration based on specific hardware
  • 11. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 11 Data From trap to costumer
  • 12. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 12 Server goals  Receive data from traps  Process data  Make data available fast and simple  Manage different sources and users
  • 13. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 13 Receive data from traps  GSM communication  Not fast but great coverage and not expensive  VPN protected comunication  SSH and FTP server
  • 14. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 14 Process data  Initial phase - ImageJ  Processing based on colors  Morphological operations to reduce noise from shadows and other insects  Human validation directly on dashboard  Stable phase – AI model  Computer vision algorythms  Human validation directly on dashboard
  • 15. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 15 Data availability  Real-time processing  inotify-tools  Database-centric structure  MongoDB  Non-relational model: flexibility to add any type of sensor  Real-time notification  Telegram bot
  • 16. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 16 Different sources and users  Admin dashboard  Managing users and fields  Controls on config and scans  Mobile friendly
  • 17. 12th Nov 2021 #SFScon21 droneONtrap project gabriele.scarton@fos.it 17 Conclusions  Large-scale demonstration success  Working trap configurations  Successful pest detection  Handling multiple client simultaneously  Need more work  Improve trap configurations  More data for AI classifications
  • 18. Thank you for your attention! Questions? Thank you for your attention! Questions? Interested in the UAV part of the droneONtrap project? Stay here for G. Ristorto presentation! Gabriele Scarton – Gruppo FOS S.p.A. - gabriele.scarton@fos.it