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From AirBox to Smart City:
where are we and what’s next?
Ling-Jyh	(L.J.)	Chen,	Academia	Sinica	
cclljj@iis.sinica.edu.tw
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing & Internet of Things December 5, 2016
The AirBox Project
• An ecosystem with a focus on PM2.5 monitoring
2
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
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
What’s PM2.5?
3
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
PM2.5  Health
4
1.	Par'culate	ma.er	enters	our	lung	
system	through	the	nose	and	throat.	
2|3.	The	larger	par'culate	
(PM10)	is	eliminated	through	
coughing	sneezing	and	swallowing.			
4.	PM2.5	can	penetrate	deep	into	the	
lungs.	It	can	travel	all	the	way	to	the	
alveoli,	causing	lung	and	heart	
problems,	and	delivering	harmful	
chemicals	to	the	blood	system.
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
PM2.5  Disease (WHO)
5
3 million deaths
attributable to ambient air pollution
4.3 million deaths
attributable to household air pollution
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
It’s all about the AIR
• You can live without food for 3 months;
without water for 3 days; but without
AIR no more than 3 minutes.
• You can choose the source of food and
water; but have no choices about the air
to breath.
6
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
The Professional Solution
7
• 76 multi-function stations (TW)
• huge and extremely expensive
• 10+ meters above the ground
• well-mixed atmosphere
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
We ask a very simple question…
8
What’s the air quality
here and now?
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
What have we done?
9
Data
Community
Education
Deployment
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Deployment: Devices
10
Deployment
LASS FT AirBox LASS4U MAPS
Platform MediaTek LinkIt One Realtek Ameba Realtek Ameba
MediaTek LinkIt
Smart 7688 Duo
T/H sensor DHT22 HTS221 SHT31 BME280
PM sensor PMS3003 PMS5003 PMS3003 PMS5003
CO2 sensor - - SenseAir S8 -
Air pressure sensor - - - BME280
Open source YES - YES YES
Open data YES YES YES YES
Phone app - YES YES -
End user makers schools/buildings citizens academia
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Deployment:Taiwan
11
Deployment
2016/8/19
New Taipei City:298
2016/8/17
Taichung: 230
2016/8/30
Tainan :220
2016/7/26
Kaohsiung :242
2016/3/22
Taipei City :143
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Deployment:World-wide
12
Deployment
• 1,600+ devices
• 24 countries
• 3+ requests/sec
• 8GB data/day
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Data:Accuracy  Consistency
13
DeploymentData
TSI AM510 (5,000 USD) GRIMM Model 1.109 (30,000 USD)
0
0.2
0.4
0.6
0.8
1
0 5 10 15 20 25 30 35 40
CDF
∆PM 2.5 (µg/m3)
G3
Sharp-D
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
consistency test
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Data: Dashboard
DeploymentData
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Data: Open Data API
DeploymentData
• All measurement results are released in
real time


https://sites.google.com/site/pm25opendata/open-data
• JSON format
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Data:Visualization
DeploymentData
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Education: Maker Edu.
17
DeploymentDataEducation
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Education: Environment Edu.
18
DeploymentDataEducation
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Education: Science Fair
19
DeploymentDataEducation
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Community: Citizen Awareness
20
DeploymentDataCommunityEducation
113 devices are deployed by volunteers in Taichung city.
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Community: Citizen Projects
21
DeploymentDataCommunityEducation
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Community: Citizen Science
22
DeploymentDataCommunityEducation
PM2.5 開放資料:社群協同分析平台
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
From AirBox to Smart City
• Smart City does not mean
• we collect a lot of data, or
• we know everything on smartphones.
• AirBox is a smart city infrastructure; but, to
be a smart city enabler, it has to go beyond
an IoT system
• Can we enable something that could not be
possible without 1,000+ sensor nodes?
• Can we make the city smarter?
23
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Application 1: Emission SourceTracking
24
Something happened on 2015/12/20
(UTC time)
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
25
Application 2:Anomaly Detection
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Application 3: Device AttributeTelling
26
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
These are NOT just for fun
• We have informed the government about
our analysis results.
• The national EPA and several city
governments have subscribed the data
stream of our analysis results.
• We don’t know what on-demand reactions
will be implemented, but we 

are looking forward to that.
27
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Many issues remaining
• Correlation with traffic and stationary
emission source
• Finer-grained PM2.5 dispersion model
• Backend calibration model
• Urban microclimates
• On-demand response  government
policymaking
28
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Many issues remaining
29
opportunities
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Take home messages
• AirBox is a participatory ecosystem for PM2.5
monitoring.
• AirBox is on its way from “IoT system” to
“Smart City enabler”.
• Suggestion: Make your system a “must-have”
rather than a “nice-to-have”.
• There are plenty of challenges opportunities,
and we look forward to collaborating with you!
30
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
Acknowledgement
• Government: TW EPA, TPE, KH, New
TPE, Tainan, Taichung, NCHC, MOST, …
• Academia: AS-IIS, AS-RCEC, SUTD, …
• Industry: Edimax, Realtek, …
• Community: LASS, G0V, CENTRA,
CECEA, …
• Hard-working bees: my research teams,
students, interns, and many friends
31
Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing  Internet of Things December 5, 2016
32
資 訊 科 學 研 究 所
地址:臺北市南港區研究院路二段128號
   中央研究院 資訊科學研究所
郵件: cclljj@iis.sinica.edu.tw
網址: http://www.iis.sinica.edu.tw/~cclljj/
陳 伶 志
Institute of Information Science
Associate Research Fellow
128, Section 2, Academia Road
Institute of Information Science
Academia Sinica, Nankang
Taipei 11529, Taiwan
副 研 究 員
電話:(02)2788-3799 ext. 1702
傳真:(02)2782-4814
統編:04142327
Tel : +886-2-27883799 ext. 1702
Fax: +886-2-27824814
E-mail: cclljj@iis.sinica.edu.tw
http://www.iis.sinica.edu.tw/~cclljj/
博士 Ph.D.Ling-Jyh Chen

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From AirBox to Smart City: where are we and what's next?

  • 1. From AirBox to Smart City: where are we and what’s next? Ling-Jyh (L.J.) Chen, Academia Sinica cclljj@iis.sinica.edu.tw
  • 2. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing & Internet of Things December 5, 2016 The AirBox Project • An ecosystem with a focus on PM2.5 monitoring 2 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
  • 3. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 What’s PM2.5? 3
  • 4. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 PM2.5 Health 4 1. Par'culate ma.er enters our lung system through the nose and throat. 2|3. The larger par'culate (PM10) is eliminated through coughing sneezing and swallowing. 4. PM2.5 can penetrate deep into the lungs. It can travel all the way to the alveoli, causing lung and heart problems, and delivering harmful chemicals to the blood system.
  • 5. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 PM2.5 Disease (WHO) 5 3 million deaths attributable to ambient air pollution 4.3 million deaths attributable to household air pollution
  • 6. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 It’s all about the AIR • You can live without food for 3 months; without water for 3 days; but without AIR no more than 3 minutes. • You can choose the source of food and water; but have no choices about the air to breath. 6
  • 7. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 The Professional Solution 7 • 76 multi-function stations (TW) • huge and extremely expensive • 10+ meters above the ground • well-mixed atmosphere
  • 8. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 We ask a very simple question… 8 What’s the air quality here and now?
  • 9. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 What have we done? 9 Data Community Education Deployment
  • 10. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Deployment: Devices 10 Deployment LASS FT AirBox LASS4U MAPS Platform MediaTek LinkIt One Realtek Ameba Realtek Ameba MediaTek LinkIt Smart 7688 Duo T/H sensor DHT22 HTS221 SHT31 BME280 PM sensor PMS3003 PMS5003 PMS3003 PMS5003 CO2 sensor - - SenseAir S8 - Air pressure sensor - - - BME280 Open source YES - YES YES Open data YES YES YES YES Phone app - YES YES - End user makers schools/buildings citizens academia
  • 11. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Deployment:Taiwan 11 Deployment 2016/8/19 New Taipei City:298 2016/8/17 Taichung: 230 2016/8/30 Tainan :220 2016/7/26 Kaohsiung :242 2016/3/22 Taipei City :143
  • 12. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Deployment:World-wide 12 Deployment • 1,600+ devices • 24 countries • 3+ requests/sec • 8GB data/day
  • 13. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Data:Accuracy Consistency 13 DeploymentData TSI AM510 (5,000 USD) GRIMM Model 1.109 (30,000 USD) 0 0.2 0.4 0.6 0.8 1 0 5 10 15 20 25 30 35 40 CDF ∆PM 2.5 (µg/m3) G3 Sharp-D 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 consistency test
  • 14. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Data: Dashboard DeploymentData
  • 15. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Data: Open Data API DeploymentData • All measurement results are released in real time

 https://sites.google.com/site/pm25opendata/open-data • JSON format
  • 16. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Data:Visualization DeploymentData
  • 17. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Education: Maker Edu. 17 DeploymentDataEducation
  • 18. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Education: Environment Edu. 18 DeploymentDataEducation
  • 19. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Education: Science Fair 19 DeploymentDataEducation
  • 20. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Community: Citizen Awareness 20 DeploymentDataCommunityEducation 113 devices are deployed by volunteers in Taichung city.
  • 21. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Community: Citizen Projects 21 DeploymentDataCommunityEducation
  • 22. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Community: Citizen Science 22 DeploymentDataCommunityEducation PM2.5 開放資料:社群協同分析平台
  • 23. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 From AirBox to Smart City • Smart City does not mean • we collect a lot of data, or • we know everything on smartphones. • AirBox is a smart city infrastructure; but, to be a smart city enabler, it has to go beyond an IoT system • Can we enable something that could not be possible without 1,000+ sensor nodes? • Can we make the city smarter? 23
  • 24. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Application 1: Emission SourceTracking 24 Something happened on 2015/12/20 (UTC time)
  • 25. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 25 Application 2:Anomaly Detection
  • 26. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Application 3: Device AttributeTelling 26
  • 27. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 These are NOT just for fun • We have informed the government about our analysis results. • The national EPA and several city governments have subscribed the data stream of our analysis results. • We don’t know what on-demand reactions will be implemented, but we 
 are looking forward to that. 27
  • 28. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Many issues remaining • Correlation with traffic and stationary emission source • Finer-grained PM2.5 dispersion model • Backend calibration model • Urban microclimates • On-demand response government policymaking 28
  • 29. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Many issues remaining 29 opportunities
  • 30. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Take home messages • AirBox is a participatory ecosystem for PM2.5 monitoring. • AirBox is on its way from “IoT system” to “Smart City enabler”. • Suggestion: Make your system a “must-have” rather than a “nice-to-have”. • There are plenty of challenges opportunities, and we look forward to collaborating with you! 30
  • 31. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 Acknowledgement • Government: TW EPA, TPE, KH, New TPE, Tainan, Taichung, NCHC, MOST, … • Academia: AS-IIS, AS-RCEC, SUTD, … • Industry: Edimax, Realtek, … • Community: LASS, G0V, CENTRA, CECEA, … • Hard-working bees: my research teams, students, interns, and many friends 31
  • 32. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) SEAIP 2016: Cloud Computing Internet of Things December 5, 2016 32 資 訊 科 學 研 究 所 地址:臺北市南港區研究院路二段128號    中央研究院 資訊科學研究所 郵件: cclljj@iis.sinica.edu.tw 網址: http://www.iis.sinica.edu.tw/~cclljj/ 陳 伶 志 Institute of Information Science Associate Research Fellow 128, Section 2, Academia Road Institute of Information Science Academia Sinica, Nankang Taipei 11529, Taiwan 副 研 究 員 電話:(02)2788-3799 ext. 1702 傳真:(02)2782-4814 統編:04142327 Tel : +886-2-27883799 ext. 1702 Fax: +886-2-27824814 E-mail: cclljj@iis.sinica.edu.tw http://www.iis.sinica.edu.tw/~cclljj/ 博士 Ph.D.Ling-Jyh Chen