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Ling-Jyh Chen
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AirBox: PM2.5 Monitoring Participatory Ecosystem
1.
AirBox: a Participatory Ecosystem
for PM2.5 Monitoring Ling-Jyh Chen, Academia Sinica Email: cclljj@iis.sinica.edu.tw
2.
PM2.5: Fine Particulate
Matter
3.
What is the
air quality HERE NOW ?
4.
Air Quality MonitoringApp. Internet
of Things Citizen Science Maker Participation EnvironmentMethod Open HW Open SW Open DataSpirit
5.
• 5,000+ devices • 37
countries
6.
0 1 2 3 4 5 Conventional vs IoT-based Density Reliability Accuracy Sensor types Operating overhead Affordability
7.
AirBox Collaboration
8.
LASS FT AirBox
MAPS LASS4U 87Live Platform MediaTek LinkIt One Realtek Ameba MediaTek LinkIt Smart 7688 Realtek Ameba Realtek Ameba T/H sensor DHT22 HTS221 PMS5003T SHT31 SHT31 PM sensor PMS3003 PMS5003 PMS5003T PMS3003 PMS3003 CO2 sensor - - - SenseAir S8 - TVOC sensor - - SGP30 - - Open source YES - YES - YES SD storage - - YES - - Connectivity WiFi WiFi WiFi/Ethernet WiFi WiFi 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) 90 110 180 140 60 AirBox Devices
9.
AirBox Backend
10.
AirBox Anomaly Detection Time-Sliced
Anomaly Detection (TSAD) Device Ranking (DR) Malfunction Detection (MD) Real-time Emission Detection (RED) DailyReal-time Daily Real-time PM2.5 Measurements indoor emission ongoing close to fixed emission source
11.
AirBox Visualization
12.
AirBox Chatbot
13.
AirBox Data Forecast Accuracy Scalability https://pm25next.lass-net.org
14.
AirBox Portal https://pm25.lass-net.org/
15.
AirBox Education Resource . /
/ / / . / /
16.
Minimum Exposure Routing
17.
AirBox Summary 2017/07: 1,187 2018/04:
2,857 (+140%) 2017/11: 1 2018/04: 2,033 2017/5/13: 2,567 2018/5/4: 5,677 (+120%) 2018/05/14: 2,1112018/05/14: 2,919
18.
A plascics factory
on fire in N. Kaohsiung on 2018/4/23…
19.
• Hardware • Wearable
AirBox • BLE for AirBox • Data • Data standard • Analysis framework • Platform: PRAGMA cloud AirBox @ CENTRA 2
20.
AirBox @ CENTRA
3 • Still many issues • Chatbot (Line, WhatsApp, Telegram, …) • Data Forecast (deep learning, weather model, …) • Security (confidentiality, integrity, and availability) • Hardware enhancement (NB-IoT, TVOC, …) • Deployment • And others …
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