Data Factor Analysis Study on the Proportion Domestic Fine Dust Generation Rate

doi:10.22716/sckt.2024.12.2.003

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2024 Vol.12, Issue 2 Preview Page Next Page

Research Article

Data Factor Analysis Study on the Proportion Domestic Fine Dust Generation Rate 국내 미세먼지 발생량 비율에 대한 데이터 요인 분석 연구: Dong-Hyun Lee¹ and Ji-Hoon Seo²
이동현¹, 서지훈²; ¹Kangnam University, Artificial Intelligence Convergence Engineering, Dept. of Data science
²Kangnam University, Artificial Intelligence Convergence Engineering, Assist Professor

¹강남대학교 인공지능융합공학부 데이터사이언스 전공 학사과정
²강남대학교 인공지능융합공학부 데이터사이언스 전공 조교수

30 June 2024. pp. 23-36

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Abstract

미세먼지는 극도로 작은 대기오염물질이며 우리 몸의 호흡기에 상당히 부정적인 영향을 초래하는 악성 물질로서 일반적으로 우리나라 내부 대다수의 미세먼지는 중국에서 넘어온 미세먼지가 대부분이라고 알려져 있다. 본 논문에서는 미세먼지에 대한 영향을 중심으로 타 대기오염물질과 비교하여 연관성을 파악하고, 우리나라 내부 자체적으로 생산되는 미세먼지를 파악하기 위하여 중국이라는 변수를 최대한 배제하여 내부 미세먼지 생산량을 파악한 결과, 국내 전체 미세먼지의 40%가 국내에서 생산된 점을 확인 가능하였다. 또한 국내 내부의 대기오염물질들과 미세먼지 간이 어느 정도 비율을 차지하는지 그 상관도를 분석하고, 우리나라 내부에서 미세먼지가 발생 될 것이라 예상되는 발생원 중 하나인 산업체(제조업)를 기준으로 우리나라 내부에서 미세먼지 생산에 얼마나 많은 비중을 차지하는지에 대한 영향력과 함께 일상에서 미세먼지의 위협을 대비하는 것이 타당한지를 분석하였다.

Fine dust is an extremely small air pollutant and a malignant substance that has a significant negative impact on our body's respiratory system. It is generally known that the majority of fine dust in Korea is imported from China. In this paper, we focus on the impact of fine dust and compare it with other air pollutants to understand the correlation, and to determine the fine dust produced internally in Korea, we try to determine the internal fine dust production by excluding the variable of China as much as possible. As a result, it was foun that 40% of the total fine dust in the country is produced domestically. In addition, we analyzed the correlation between domestic air pollutants and fine dust, and calculated the production of fine dust within Korea based on industry (manufacturing), which is one of the sources of fine dust expected to be generated within Korea. We analyzed the influence of how much it accounts for and at the same time whether it is appropriate to prepare for the threat of fine dust in daily life.

Keywords

Big data

Weather

Fine dust

Data analysis

Correlation

Daily health

References

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10.1164/ajrccm.162.4.9909096 11029349
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10.1016/S0140-6736(14)60617-6 24792855
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Information

Publisher :The Society of Convergence Knowledge
Publisher(Ko) :융복합지식학회
Journal Title :The Society of Convergence Knowledge Transactions
Journal Title(Ko) :융복합지식학회논문지
Volume : 12
No :2
Pages :23-36
DOI :https://doi.org/10.22716/sckt.2024.12.2.003

[1] S. Y. Kyung and S. H. Jeong, "Adverse health effects of particulate matter", Continuing Education Column, J Korean Med Assoc. Vol. 60(5), pp. 391-398, 2017.
10.5124/jkma.2017.60.5.391

[2] J. Seo, Y. B. Lim, D. Youn, J. Y. Kim, and H. C. Jin, "Synergistic enhancement of urban haze by nitrate uptake into transported hygroscopic particles in the Asian continental outflow", Atmospheric Chemistry and Physics, ACP, 20, pp. 7575-7594, 2020.
10.5194/acp-20-7575-2020

[3] S. Kim and S. Lee, "The Study on Occurrence of Asian Dust and Their Controlling Factors in Korea", The Korean Geographical Society Vol. 44, No. 6, pp. 675-690, 2009.

[4] W. S. Choi, P. S. Yang, J. Pak, J. Kim, J. Choi, and X. Zhao, "A Study on the Changes in China's Industrial Policies and Industrial Structures in Manufacturing Sector after China's Reform and Open", Korea Institute for international Economic Policy Policy analyses, pp. 20-23, 2020.
10.2139/ssrn.3883009

[5] S. H. Cheong, K. Y. Byun, and T. Y. Lee, "Classification of Snowfalls over the Korean Peninsula Based on Developing Mechanism", Korea Meteorlogical Administration Atmosphere. Vol. 16, No. 1, pp. 33-48, 2006.

[6] Y. H. Kim, K. H. Kim, C. K. Park, Z. H. Shon, and S. K. Song, "A study of distribution characteristics of unidentified particulate components in an urban area", The Korean Society of Analytical Sciences, Analytical Science and Technology, Vol. 25, No. 2, pp. 133-145, 2012.
10.5806/AST.2012.25.2.133

[7] W. J. Gauderman, R. McConnell, F. Gilliland, S. London, D. Thomas, E. Avol, H. Vora, K. Berhane, E. B. Rappaport, F. Lurmann, H . G. Margolis, and J. peters, "Association between air pollution and lung function growth in southern California children", Am J Respir Crit Care Med, Vol. 162, No. 4, pp. 1383-1390, 2000.
10.1164/ajrccm.162.4.9909096 11029349

[8] M. Guarnieri and J. R. Balmes, "Outdoor air pollution and asthma", Lancet. Author manuscript, ASTHMA, Vol. 383, No. 9928, pp. 1581-1592, 2014.
10.1016/S0140-6736(14)60617-6 24792855

[9] IARC Monographs on the identification of carcinogenic hazards to humans, "Outdoor Air Pollution", IARC (https://www.altmetric.com/details/21752296), ISBN 978-9-28-320147-2, 2016.

[10] S. H. Noh and J. Kim, "A study on the correlation between the frequency of appearance of full morphemes in Korean spoken and written corpus - Focused on the simple linear regression model-", URIMALGEUL., Urimalgeul: The Korean Language and Literature, Vol. 93, pp. 1-27, 2022.

The Society of Convergence Knowledge Transactions ISSN:2287-8920(Print) 융복합지식학회논문지

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