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Production and Measurement of Organic Particulate Matter in the Harvard Environmental Chamber
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Pollution zone identification research during ozone pollution processes.

Dongyue Li1,2, Yilan Liao3,4

  • 1The State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.

Environmental Monitoring and Assessment
|August 22, 2020
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Summary

This study introduces a spatial-temporal clustering framework to identify ozone pollution zones. The framework aids in selecting accurate methods for ozone pollution management and risk assessment.

Keywords:
Frequency patternImage fusionPollution processPollution zoneSpatio-temporal clustering

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Area of Science:

  • Environmental Science
  • Atmospheric Chemistry
  • Data Science

Background:

  • Ozone pollution management and health risk assessment require accurate identification of pollution zones.
  • Few studies have addressed ozone pollution zone identification during pollution events.

Purpose of the Study:

  • To propose a spatial-temporal clustering framework for identifying ozone pollution zones.
  • To evaluate the framework's effectiveness using a case study of an ozone pollution event in China.

Main Methods:

  • Development of a spatial-temporal clustering framework.
  • Application of the framework to an ozone pollution event in China (May 2017).
  • Evaluation of different identification methods: Self-Organizing Map (SOM), Image Fusion based on Wavelet Transform (IFbWT), and Apriori.

Main Results:

  • The framework effectively guides the selection of appropriate identification methods based on pollution characteristics.
  • SOM is effective for pollution durations of 24-48 hours.
  • IFbWT is suitable for durations over 48 hours, and Apriori for zones with distinct high-low concentration boundaries.

Conclusions:

  • The proposed framework enhances the accuracy of ozone pollution zone identification.
  • Different methods are optimal for different pollution scenarios.
  • The procedure is adaptable for identifying pollution zones of other atmospheric pollutants.