air pollution exposure estimation and finding association ...vijay/pubs/conf/14mlsda_talk.pdf ·...
TRANSCRIPT
![Page 1: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/1.jpg)
Air Pollution Exposure Estimation and Finding Association with Human Activity using Wearable Sensor Network
Ke Hu, Timothy Davison, Vijay Sivaraman (School of Electrical Eng. & Telecommunications ,UNSW, Australia) & Ashfaqur Rahman (Autonomous Systems Program, CSIRO Computational Informatics) Workshop on Machine Learning for Sensory Data Analysis 02 Dec 2014
1
![Page 2: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/2.jpg)
Air pollution
2 Images From UNPE: http://www.unep.org/
WHO reports air pollution kills about 7 million people a year
World's largest single environmental health risk
Environmental issues Climate change Global warming
![Page 3: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/3.jpg)
Monitor air pollution
3
• Usually operated by government agencies
• A range of pollutants • High cost and space required • Sparse density
Fixed sites monitoring
network
• Idea: Crowdsourcing • Sensor nodes • Mobile network
Participatory sensor network
![Page 4: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/4.jpg)
Motivation:
4
• Individuals are more concerned about their personal air pollution dosage
Are general pollution concentrations enough?
Include activity information to personalize the air pollution influence
What is the association between activity modes, locations and inhalation dosage?
![Page 5: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/5.jpg)
Our proposal :
5
Database
Sensors
Data Import
Model Web service
Data Server
Data Export
Applications
Pollution Activity
Applications
Web Dosage
Bluetooth
Mobile Network
A “Crowd source” system to estimate personal air pollution inhalation dosage Data from users Both air pollution data
and activity data is collected
Inhalation dosage data can be displayed on our novel mobile application
Users with wearable activity sensors, and those without, can all benefit from our application.
![Page 6: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/6.jpg)
Sensor selection Air pollution sensor
Node: Plug-in modules mode; Measures various pollutants; Activity sensors (Energy expenditure)
Fitbit activity wristband: Sync the device via Bluetooth Jawbone UP: Needed to be connected to the audio jack
6
![Page 7: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/7.jpg)
Dosage Calculation algorithms
7
Calculate Inhalation Dosage (ID)
Calculate Oxygen Uptake Rate (VO2) Calculate Ventilation Rate (VR)
Estimate Energy Expenditure
Calculate Resting Metabolic Rate (RMR) Calculate Energy Expenditure (EE)
![Page 8: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/8.jpg)
Application
8
Age, body mass and gender should be set or sync from Fitbit server
Records location periodically Fetches pollution estimate from our
air pollution server User need not carry air pollution
hardware Activity data:
Manually selected Fitbit server
Displays: Plot map Calories burned Air pollution concentrations Personal dosage
![Page 9: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/9.jpg)
Trial design
9
Carbon Monoxide (CO) is selected as the pollutant in this study Air pollution sensors (per 5 seconds) Government fixed monitoring sites. (Hourly)
One participant Lives in North Ryde and works in
UNSW Australia Wears the Fitbit sensor and carries air
pollution sensor during a 24 hours period
Changes activity modes manually
![Page 10: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/10.jpg)
Result:
10
CO concentrations Calories burned information:
Data from MET is flat while engaging in one activity mode Data is assembled in few time slot
![Page 11: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/11.jpg)
Result:
11
Inhaled dosage: Dosage data with or without Fitbit correlate with each other well Distinct during jogging
Dosage percentage of different activities : Doing sports or fitness may not be as healthy as people think Cannot be confirmed as it is unclear what level of exposure leads
to health risk.
![Page 12: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/12.jpg)
Data evaluation
12
What is the association between activity modes, location and dosage?
Applied K-means method to cluster the whole data points into three groups based on the dosage levels.
Applied several classification techniques to classify the data in terms of activity modes, locations and dosage levels
These techniques were running in an open source data mining software WEKA
![Page 13: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/13.jpg)
Data evaluation
13
The best accuracy achieved in this work is 94.898% with JRip and J48 algorithms.
Algorithm LibSVM has the lowest mean absolute error rate and relative absolute error
The longest training time is taken by MLP algorithm
![Page 14: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/14.jpg)
Data evaluation
14
Location will not effect dosage levels in the same activity mode except driving
Dosage level of sleep, self-clean, eating, working, and home general activity is low
Dosage level of walking and jogging is medium and high respectively
![Page 15: Air Pollution Exposure Estimation and Finding Association ...vijay/pubs/conf/14mlsda_talk.pdf · out, walking or driving outdoors. The performance of J48 classier is the best, achieving](https://reader034.vdocuments.mx/reader034/viewer/2022050102/5f40ecf46746820fe14394f5/html5/thumbnails/15.jpg)
Conclusions
15
We presented a novel mobile application that estimates personal air pollution dosage using human energy expenditure and other personal data from wearable activity sensor devices.
With our field trials data in Sydney, we summarize that: Dosage during sleeping, eating, working in a campus and doing
general home activity is low; people will inhale more while working out, walking or driving outdoors.
The performance of J48 classier is the best, achieving nearly 94% accuracy within 0.03 seconds.
Future work: Release our application and gain more data to analyze the human
daily dosage, making the classification result more convincing Estimate the dosage based on the predictors instead of just
classifying