Particle Pollution Estimation Based on Image Analysis.
Exposure to fine particles can cause various diseases, and an easily accessible method to monitor the particles can help raise public awareness and reduce harmful exposures. Here we report a method to estimate PM air pollution based on analysis of a large number of outdoor images available for Beiji...
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2016-01-01
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doaj-d70b11a154804392a0fb4edc0429ae682020-11-25T01:28:20ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01112e014595510.1371/journal.pone.0145955Particle Pollution Estimation Based on Image Analysis.Chenbin LiuFrancis TsowYi ZouNongjian TaoExposure to fine particles can cause various diseases, and an easily accessible method to monitor the particles can help raise public awareness and reduce harmful exposures. Here we report a method to estimate PM air pollution based on analysis of a large number of outdoor images available for Beijing, Shanghai (China) and Phoenix (US). Six image features were extracted from the images, which were used, together with other relevant data, such as the position of the sun, date, time, geographic information and weather conditions, to predict PM2.5 index. The results demonstrate that the image analysis method provides good prediction of PM2.5 indexes, and different features have different significance levels in the prediction.http://europepmc.org/articles/PMC4734658?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Chenbin Liu Francis Tsow Yi Zou Nongjian Tao |
spellingShingle |
Chenbin Liu Francis Tsow Yi Zou Nongjian Tao Particle Pollution Estimation Based on Image Analysis. PLoS ONE |
author_facet |
Chenbin Liu Francis Tsow Yi Zou Nongjian Tao |
author_sort |
Chenbin Liu |
title |
Particle Pollution Estimation Based on Image Analysis. |
title_short |
Particle Pollution Estimation Based on Image Analysis. |
title_full |
Particle Pollution Estimation Based on Image Analysis. |
title_fullStr |
Particle Pollution Estimation Based on Image Analysis. |
title_full_unstemmed |
Particle Pollution Estimation Based on Image Analysis. |
title_sort |
particle pollution estimation based on image analysis. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2016-01-01 |
description |
Exposure to fine particles can cause various diseases, and an easily accessible method to monitor the particles can help raise public awareness and reduce harmful exposures. Here we report a method to estimate PM air pollution based on analysis of a large number of outdoor images available for Beijing, Shanghai (China) and Phoenix (US). Six image features were extracted from the images, which were used, together with other relevant data, such as the position of the sun, date, time, geographic information and weather conditions, to predict PM2.5 index. The results demonstrate that the image analysis method provides good prediction of PM2.5 indexes, and different features have different significance levels in the prediction. |
url |
http://europepmc.org/articles/PMC4734658?pdf=render |
work_keys_str_mv |
AT chenbinliu particlepollutionestimationbasedonimageanalysis AT francistsow particlepollutionestimationbasedonimageanalysis AT yizou particlepollutionestimationbasedonimageanalysis AT nongjiantao particlepollutionestimationbasedonimageanalysis |
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