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
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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?
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4. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
PM2.5 Health
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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.
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7. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
The Professional Solution
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• 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…
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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?
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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
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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
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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
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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
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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.
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DeploymentDataEducation
18. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
Education: Environment Edu.
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DeploymentDataEducation
19. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
Education: Science Fair
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DeploymentDataEducation
20. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
Community: Citizen Awareness
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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
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DeploymentDataCommunityEducation
22. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
Community: Citizen Science
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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?
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24. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
Application 1: Emission SourceTracking
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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
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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
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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.
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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
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29. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
Many issues remaining
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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!
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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
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32. Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw)
SEAIP 2016: Cloud Computing Internet of Things December 5, 2016
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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
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E-mail: cclljj@iis.sinica.edu.tw
http://www.iis.sinica.edu.tw/~cclljj/
博士 Ph.D.Ling-Jyh Chen