Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan
碩士 === 國立中央大學 === 環境工程學系 === 84 === Cluster analysis has been successfully used in many realms of science. It can classify data into groups with similar structure and/or character. The extent of acidity of rainwater in Taiwan, especially in northern Tai...
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ndltd-TW-084NCU005150052015-10-13T14:34:57Z http://ndltd.ncl.edu.tw/handle/09641214527355272713 Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan 以聚類分析解析北臺灣酸沈降特性之初步研究 Lee, How-Ming 李灝銘 碩士 國立中央大學 環境工程學系 84 Cluster analysis has been successfully used in many realms of science. It can classify data into groups with similar structure and/or character. The extent of acidity of rainwater in Taiwan, especially in northern Taiwan, is as serious as that in eastern American. One possible cause which has been speculated is trans-border pollutants from mainland China. Therefore, this study tries to apply cluster analysis to evaluate the characteristics of acid precipitation in Taipei, Kwaisan, Chungli and Lotung, using the data collected in these acid rain monitoring stations from January 1991 through November 1995. Moreover, this study hopes to set up an easier and impeccable procedure of cluster analysis.Preliminary results show that the potential sources of ion composition of acid precipitation can be classified into three classes: sea salt, local pollution and mixing source which is correlated with sulfate. The spatial characteristics show that acid precipitation in urban stations, i.e. Taipei, Kwaisan and Chungli, contains higher sulfate concentration than that in rural station (Lotung). How acid substance levels vary in response to changes in atmospheric conditions depends on the prevailing meteorological situations. Northeast monsoon and summer shower are well marked in the analysis. When northeast monsoon is prevailing, concentrations of sea-salts are relatively higher during this period in all four stations located in northern Taiwan compared with other periods, and the ratios of [SO42-] / [NO3-] are higher too. This phenomenon shows that a proportion of sulfate may be transported by northeast monsoon and form the acid precipitation in Northern Taiwan. When local shower is prevailing, concentrations of nitrate, during this period, are obviously higher compared with other periods, but the ratios of [SO42-] / [NO3-] are lower. This phenomenon shows that ion compositions of the rains mainly come from local pollution. One interesting feature of clustering results obtained is that rain events within some clusters also occur in the same periods (meteorological situation), although no information about time is used in the analysis. Good correlation between the meteorological situations and the chemical compositions of the rains enables us to better understand the phenomena of acid precipitation in northern Taiwan. That is, rain events happened during similar period own the similar precipitation characteristics, and this result shows that cluster analysis of acid precipitation data in northern Taiwan is practicable. Moreover, the limitations of cluster analysis and the ways to improve have been discussed in this study. Chang M.B., Lin N.H. 張木彬, 林能暉 1996 學位論文 ; thesis 95 zh-TW |
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碩士 === 國立中央大學 === 環境工程學系 === 84 === Cluster analysis has been successfully used in many realms of
science. It can classify data into groups with similar
structure and/or character. The extent of acidity of rainwater
in Taiwan, especially in northern Taiwan, is as serious as that
in eastern American. One possible cause which has been
speculated is trans-border pollutants from mainland China.
Therefore, this study tries to apply cluster analysis to
evaluate the characteristics of acid precipitation in Taipei,
Kwaisan, Chungli and Lotung, using the data collected in these
acid rain monitoring stations from January 1991 through November
1995. Moreover, this study hopes to set up an easier and
impeccable procedure of cluster analysis.Preliminary results
show that the potential sources of ion composition of acid
precipitation can be classified into three classes: sea salt,
local pollution and mixing source which is correlated with
sulfate. The spatial characteristics show that acid
precipitation in urban stations, i.e. Taipei, Kwaisan and
Chungli, contains higher sulfate concentration than that in
rural station (Lotung). How acid substance levels vary in
response to changes in atmospheric conditions depends on the
prevailing meteorological situations. Northeast monsoon and
summer shower are well marked in the analysis. When northeast
monsoon is prevailing, concentrations of sea-salts are
relatively higher during this period in all four stations
located in northern Taiwan compared with other periods, and the
ratios of [SO42-] / [NO3-] are higher too. This phenomenon
shows that a proportion of sulfate may be transported by
northeast monsoon and form the acid precipitation in Northern
Taiwan. When local shower is prevailing, concentrations of
nitrate, during this period, are obviously higher compared with
other periods, but the ratios of [SO42-] / [NO3-] are lower.
This phenomenon shows that ion compositions of the rains mainly
come from local pollution. One interesting feature of
clustering results obtained is that rain events within some
clusters also occur in the same periods (meteorological
situation), although no information about time is used in the
analysis. Good correlation between the meteorological
situations and the chemical compositions of the rains enables us
to better understand the phenomena of acid precipitation in
northern Taiwan. That is, rain events happened during similar
period own the similar precipitation characteristics, and this
result shows that cluster analysis of acid precipitation data in
northern Taiwan is practicable. Moreover, the limitations of
cluster analysis and the ways to improve have been discussed in
this study.
|
author2 |
Chang M.B., Lin N.H. |
author_facet |
Chang M.B., Lin N.H. Lee, How-Ming 李灝銘 |
author |
Lee, How-Ming 李灝銘 |
spellingShingle |
Lee, How-Ming 李灝銘 Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan |
author_sort |
Lee, How-Ming |
title |
Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan |
title_short |
Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan |
title_full |
Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan |
title_fullStr |
Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan |
title_full_unstemmed |
Use of Cluster Analysis to Evaluate the Characteristics of Acid Precipitation in Northern Taiwan |
title_sort |
use of cluster analysis to evaluate the characteristics of acid precipitation in northern taiwan |
publishDate |
1996 |
url |
http://ndltd.ncl.edu.tw/handle/09641214527355272713 |
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