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AirBox: a Participatory Ecosystem 

for PM2.5 Monitoring
Ling-Jyh (L.J.) Chen, Academia Sinica
cclljj@iis.sinica.edu.tw
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
An ongoing story in Taiwan
2
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Before (2015) Now (2017)
3
76 2,000
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Finer-grained ever
4
Smog from China on 2017/01/30
http://gph.is/2jKCLuM
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
The journey starts from
a simple question:
5
What’s the air quality
here and now?
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
The strategy to make it
really happen…
6
Enable
Empower
Engage
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
It was a LONG story …
7
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
And it is still ongoing …
8
• 2,500+
devices
• 29 countries
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
The spirit of the system:
9
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
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Source
11
Codes
Instructions
3DP enclosure
PCB
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
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Architecture
13
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Community
14
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Open Discussion
15
Citizen
Science
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
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
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
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Animation
19
https://pm25.lass-net.org/en/#animation
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Data Analytics
20
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Making Sense of Things
21
https://airmap.g0v.asper.tw
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) 22
https://pm25.lass-net.org/
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Personalized Service
23
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Interdisciplinary Collaboration
24
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
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
Lessons Learned
• Accuracy vs Precision
• Deployment is a tough issue
26
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
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
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
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
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
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!
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
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) 34
PM2.5 Open Data Portal
https://pm25.lass-net.org/

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Participatory Ecosystem for PM2.5 Air Quality Monitoring

  • 1. AirBox: a Participatory Ecosystem 
 for PM2.5 Monitoring Ling-Jyh (L.J.) Chen, Academia Sinica cclljj@iis.sinica.edu.tw
  • 2. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) An ongoing story in Taiwan 2
  • 3. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) Before (2015) Now (2017) 3 76 2,000
  • 4. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) Finer-grained ever 4 Smog from China on 2017/01/30 http://gph.is/2jKCLuM
  • 5. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) The journey starts from a simple question: 5 What’s the air quality here and now?
  • 6. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) The strategy to make it really happen… 6 Enable Empower Engage
  • 7. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) It was a LONG story … 7
  • 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
  • 13. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) Open Architecture 13
  • 14. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) Open Community 14
  • 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
  • 20. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) Data Analytics 20
  • 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/