Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Air pollution @ EcoHackSF
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
EcoHackSF
May 09, 2014
Science
0
110
Air pollution @ EcoHackSF
EcoHackSF
May 09, 2014
Tweet
Share
More Decks by EcoHackSF
See All by EcoHackSF
Enviro indicators galore! @ EcoHackSF
ecohacksf
0
130
WattTime realtime power monitoring @ EcoHackSF
ecohacksf
0
140
Rainforest Connection - chainsaws and smartphones @ EcoHackSF
ecohacksf
0
310
Bringing climate change into corporate boardrooms @ EcoHackSF
ecohacksf
0
98
Mapping ecosystem services in Napa @ EcoHackSF
ecohacksf
0
270
Borrow stuff - don't buy it! @ EcoHackSF
ecohacksf
0
170
Angle Brackets and time-lapse enviro monitoring w/Nerds4Nature @ EcoHackSF
ecohacksf
0
120
Other Decks in Science
See All in Science
あなたに水耕栽培を愛していないとは言わせない
mutsumix
1
250
動的トリートメント・レジームを推定するDynTxRegimeパッケージ
saltcooky12
0
250
機械学習 - K近傍法 & 機械学習のお作法
trycycle
PRO
0
1.3k
コミュニティサイエンスの実践@日本認知科学会2025
hayataka88
0
120
Accelerating operator Sinkhorn iteration with overrelaxation
tasusu
0
190
baseballrによるMLBデータの抽出と階層ベイズモデルによる打率の推定 / TokyoR118
dropout009
2
740
Agent開発フレームワークのOverviewとW&B Weaveとのインテグレーション
siyoo
0
410
DMMにおけるABテスト検証設計の工夫
xc6da
1
1.5k
学術講演会中央大学学員会府中支部
tagtag
PRO
0
350
安心・効率的な医療現場の実現へ ~オンプレAI & ノーコードワークフローで進める業務改革~
siyoo
0
450
コンピュータビジョンによるロボットの視覚と判断:宇宙空間での適応と課題
hf149
1
530
AI(人工知能)の過去・現在・未来 —AIは人間を超えるのか—
tagtag
PRO
0
140
Featured
See All Featured
Crafting Experiences
bethany
1
49
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
37
6.3k
Tips & Tricks on How to Get Your First Job In Tech
honzajavorek
0
440
The Spectacular Lies of Maps
axbom
PRO
1
520
Making Projects Easy
brettharned
120
6.6k
Leadership Guide Workshop - DevTernity 2021
reverentgeek
1
200
svc-hook: hooking system calls on ARM64 by binary rewriting
retrage
1
100
End of SEO as We Know It (SMX Advanced Version)
ipullrank
3
3.9k
How STYLIGHT went responsive
nonsquared
100
6k
Rebuilding a faster, lazier Slack
samanthasiow
85
9.4k
Odyssey Design
rkendrick25
PRO
1
500
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
katarinadahlin
PRO
0
3.4k
Transcript
Air Quality / Data Quality Collection Validation Presentation Action
Air Quality –> Health
How is it Quantified? US EPA uses 5 major pollutants
to calculate Air Quality Index (rough threshold measurements shown) ! • Carbon Monoxide (CO) (9 ppM) • Nitrogen Dioxide (NO2) (52 ppB) • Sulfur Dioxide (SO2) (75 ppB) • Ozone (O3) (0.75 ppM) • Particulate (PM 2.5/10) (12/150 ug/m3)
Current Approach to Monitoring • EPA Air Quality System and
AirNow
Resolution Problem • Roughly 4000 active monitoring stations active around
the USA ! • Average 1 per 1000 miles2 ! • Pollutants such as CO and NO2 can vary widely on the order of meters
Problem Illustrated Locally Red Dots are the 3 Official Monitoring
Stations
Improving Resolution • More Sensors? – Cheaper – Easier to
Install • Moving Sensors? – Track GPS Coordinates – How/Where to go? • Issues of Reliability (Data Quality)
General Approach Stepping Back a Bit
Who’s Involved • Everyone • Hobbyist/DIY • Grassroots ORGs •
Universities/Research Institutes • Local Gov’t • Private/Corporations • Federal Gov’t
Data Collection Abstracted Sensing Device Local Storage Database Analysis/ Display
Filtering Use
One Concrete Example EPA Server
Another Concrete Example Public Mapping System Public Database
Sensor Examples • Arduino/DIY • Commercial/Industrial Sensors • Gov’t/Scientific Sensors
! • Cheap sensors typically for short-term danger levels • Better sensors can track long-term health risks
Mobile Applications • Location Services Integrated (varying quality) • Short-term
storage • Initial filtering/analysis • Uplink to servers • Real-time feedback • Control sensor settings • Ubiquitous
Database Examples • Xively • ManyData • ThingSpeak • ….
• EPA AirData • BAAQMD • …. • AWS • Your own server
Analysis/Presentation • Google Maps • Open Street Map • Various
GIS systems/protocols • Twitter • Alarm system • Print • ….
EcoHack Proposal Focusing In A Little Bit
Sensor • Lots of sensors out there – all with
different performance • Why start with CO? – High concentrations – Can vary widely by location – Immediate & long term toxic effects
Mobile Data Collection • Recording Data – Header – Long/Lat
Coordinates – Time Stamp – Values • Recording Recording Devices – UUID – Calibration Data – Phone serial # and GPS data • Processing on mobile – Filter bad data – Upload in different formats for different servers
Thanks West Oakland Environmental Indicators Project