8. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
And it is still ongoing …
8
• 2,500+
devices
• 29 countries
9. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
The spirit of the system:
9
10. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Hardware
• Low cost & off-the-shelf
=> Everyone can buy it!
• Open-sourced hardware
=> You can customize a board if needed!
10
Arduino
Yun
Arduino
101
Intel Edison
RealTek
Ameba
MediaTek
LinkIt One
MediaTek
Smart 7688
Duo
Dimension
mm x mm
73x53 68x53 35x25 70x53 85x53 60x26
MPU/MCU MPU + MCU MCU MPU + MCU MCU MCU MPU + MCU
SD Card Y N Y N Y Y
WiFi Y N Y Y Y Y
BLE N Y Y N Y N
GPS N N N N Y N
Price $50 $30 $50 $20 $60 $15
11. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Source
11
Codes
Instructions
3DP enclosure
PCB
12. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Data
12
• The real time raw data and analytics results
are freely available
https://sites.google.com/site/pm25opendata/open-data
15. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Discussion
15
Citizen
Science
16. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Ecosystem
16
l Micro Air Pollution Sensing
l Participatory sensing
l Open big data / Analysis
l Device design manufacture
l Apps firmware development
l Cloud Facility
l Public Awareness
l Smart City
l Environment Policy
l Location Awareness Sensing System
l Experts and technology hackers
l Maker Community
l Environment education
l Maker education
l Micro Air Pollution Sensing
l Participatory sensing
l Open big data / Analysis
l Device design manufacture
l Apps firmware development
l Cloud Facility
l Public Awareness
l Smart City
l Environment Policy
l Location Awareness Sensing System
l Experts and technology hackers
l Maker Community
l Environment education
l Maker education
• International
collaboration
ASEAN IVO
17. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Devices
17
LASS FT AirBox MAPS LASS4U 87Live
Platform MediaTek LinkIt
One
Realtek Ameba MediaTek LinkIt
Smart 7688 Duo
Realtek Ameba Realtek Ameba
T/H sensor DHT22 HTS221 BME280 SHT31 SHT31
PM sensor PMS3003 PMS5003 PMS5003 PMS3003 PMS3003
CO2 sensor - - - SenseAir S8 -
Air pressure sensor - - BME280 - -
Open source YES - YES - YES
Open data YES YES YES YES YES
Phone app - YES - YES YES
End user makers schools academia citizens makers/citizens
Dimension (cm) 10.2 x 6.5 x 4.8 14.8 x 11.2 x 4.5 12.4 x 8.4 x 5.4 15 x 10 x 5 12 x 7 x 4.2
Price (USD) 90 110 90 140 60
18. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Visualization
https://pm25.lass-net.org/GIS/voronoi/ https://pm25.lass-net.org/GIS/IDW/ https://pm25.lass-net.org/GIS/IDW/iso.html
19. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Animation
19
https://pm25.lass-net.org/en/#animation
21. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Making Sense of Things
21
https://airmap.g0v.asper.tw
22. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) 22
https://pm25.lass-net.org/
23. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Personalized Service
23
24. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Interdisciplinary Collaboration
24
25. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Lessons Learned
• Accuracy vs Precision
25
consistency test
0
0.2
0.4
0.6
0.8
1
0 5 10 15 20 25 30 35 40
CDF
∆PM 1/2.5/10 (µg/m3)
PM1
PM2.5
PM10
GRIMM Model 1.109
26. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Lessons Learned
• Accuracy vs Precision
• Deployment is a tough issue
26
27. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Lessons Learned
• Accuracy vs Precision
• Deployment is a tough issue
• Incentive and passion are the priority
27
28. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Lessons Learned
• Accuracy vs Precision
• Deployment is a tough issue
• Incentive and passion are the priority
• Interdisciplinary collaboration is a MUST
28
29. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Lessons Learned
• Accuracy vs Precision
• Deployment is a tough issue
• Incentive and passion
• Interdisciplinary collaboration is a MUST
• OTA and security will be the next BIG thing
29
30. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Lessons Learned
• Accuracy vs Precision
• Deployment is a tough issue
• Incentive and passion
• Interdisciplinary collaboration is a MUST
• OTA and security will be the next BIG thing
• Just do it!
30
31. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Next step
• More deployment (10K nodes by 2020)
• Portable/wearable devices
• Considering other gas sensors
• Chatbot to interact with end users
• A.I. for finer-grained data forecast
• Moving from “sensing” to “action”
• And more
31
32. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Take home messages
32
• AirBox is a participatory ecosystem for
PM2.5 monitoring.
• The core spirit is: open hardware/source/data.
• Making sense of the data:
• visualization and analytics!
• must-have or nice-to-have?
• There are plenty of challenges opportunities,
and we look forward to collaborating with you!
33. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Acknowledgement
33
• Government: TW EPA, TW MOST, …
• Academia: AS-IIS, AS-RCEC, SUTD,
NCHC, NCTU, NCKU, …
• Industry: Edimax, Realtek, …
• Community: LASS, G0V, CENTRA,
PRAGMA, CECEA, ASEAN IVO, …
• Hard-working bees: my research teams,
students, interns, and many friends
34. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) 34
PM2.5 Open Data Portal
https://pm25.lass-net.org/