Dissolved organic matter in hand-dug well water as groundwater quality indicator: assessment using laser-induced fluorescence spectroscopy and multivariate statistical techniques
In groundwater, dissolved organic matter (DOM), a complex material, is a contaminant of concern owing to its ability to influence water quality and stimulate microbial metabolism. Using a 445-nm diode laser-induced fluorescence (LIF) spectroscopy, DOM contamination levels have been investigated of w...
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creator | Sefa-Ntiri, B. Kwakye-Awuah, B. Edziah, R. Anderson, B. Armah, F. A. Mensah-Amoah, P. Sackey, S. S. Sam, F. Akyea, A. G. Yunus, S. Tatchie, E. Nkansah, B. K. Kumi, F. |
description | In groundwater, dissolved organic matter (DOM), a complex material, is a contaminant of concern owing to its ability to influence water quality and stimulate microbial metabolism. Using a 445-nm diode laser-induced fluorescence (LIF) spectroscopy, DOM contamination levels have been investigated of well water samples fetched from ten privately owned hand-dug wells during dry and wet seasons of 2016, 2017 and 2018, in Ghana. The results showed spatio-temporal heterogeneities in the LIF spectra, and the fluorescence intensity peaks were generally higher and broader during the wet season than the dry season. In this study, DOM fluorescence spectra at an emission wavelength band of 460–650 nm showed two distinct broad peak shoulders within 480–500 nm and 550–570 nm, engulfing the water Raman peak at 527 ± 2 nm for all the water samples studied. Furthermore, principal component analysis and cluster analysis were used to differentiate the 2016 water samples based on their DOM contamination levels. In each case, three groups or clusters were identified based on their similarities and dissimilarities. The study revealed humic DOM substances as the most typical well water fluorophores. Applying the K-nearest neighbour algorithm as a classifier method for the classification of 30 water samples studied in 2016, 16.7% (5/30) were classified as very good drinking water, 46.7% (14/30) as good, 26.7% (8/30) as fairly good, and 10% (3/30) as bad drinking water samples. In general, levels of dissolved organic matter contamination increased over the study period during the rainy seasons for wells situated in close proximity to septic tanks, refuse dumps, public toilets and in wetlands. Thus, in the study the fluorescence intensity depends on the sampling site and the season, and indicates the DOM contamination level. |
doi_str_mv | 10.1007/s42452-020-2446-4 |
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A. ; Mensah-Amoah, P. ; Sackey, S. S. ; Sam, F. ; Akyea, A. G. ; Yunus, S. ; Tatchie, E. ; Nkansah, B. K. ; Kumi, F.</creator><creatorcontrib>Sefa-Ntiri, B. ; Kwakye-Awuah, B. ; Edziah, R. ; Anderson, B. ; Armah, F. A. ; Mensah-Amoah, P. ; Sackey, S. S. ; Sam, F. ; Akyea, A. G. ; Yunus, S. ; Tatchie, E. ; Nkansah, B. K. ; Kumi, F.</creatorcontrib><description>In groundwater, dissolved organic matter (DOM), a complex material, is a contaminant of concern owing to its ability to influence water quality and stimulate microbial metabolism. Using a 445-nm diode laser-induced fluorescence (LIF) spectroscopy, DOM contamination levels have been investigated of well water samples fetched from ten privately owned hand-dug wells during dry and wet seasons of 2016, 2017 and 2018, in Ghana. The results showed spatio-temporal heterogeneities in the LIF spectra, and the fluorescence intensity peaks were generally higher and broader during the wet season than the dry season. In this study, DOM fluorescence spectra at an emission wavelength band of 460–650 nm showed two distinct broad peak shoulders within 480–500 nm and 550–570 nm, engulfing the water Raman peak at 527 ± 2 nm for all the water samples studied. Furthermore, principal component analysis and cluster analysis were used to differentiate the 2016 water samples based on their DOM contamination levels. In each case, three groups or clusters were identified based on their similarities and dissimilarities. The study revealed humic DOM substances as the most typical well water fluorophores. Applying the K-nearest neighbour algorithm as a classifier method for the classification of 30 water samples studied in 2016, 16.7% (5/30) were classified as very good drinking water, 46.7% (14/30) as good, 26.7% (8/30) as fairly good, and 10% (3/30) as bad drinking water samples. In general, levels of dissolved organic matter contamination increased over the study period during the rainy seasons for wells situated in close proximity to septic tanks, refuse dumps, public toilets and in wetlands. Thus, in the study the fluorescence intensity depends on the sampling site and the season, and indicates the DOM contamination level.</description><identifier>ISSN: 2523-3963</identifier><identifier>EISSN: 2523-3971</identifier><identifier>DOI: 10.1007/s42452-020-2446-4</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>2. Earth and Environmental Sciences (general) ; Algorithms ; Applied and Technical Physics ; Chemical compounds ; Chemistry/Food Science ; Climate change ; Cluster analysis ; Contaminants ; Contamination ; Dissolved organic matter ; Drinking water ; Dry season ; Dug wells ; Earth Sciences ; Emission analysis ; Emission spectra ; Engineering ; Environment ; Environmental monitoring ; Fluorescence spectroscopy ; Fluorophores ; Groundwater ; Groundwater quality ; Laser induced fluorescence ; Lasers ; Light ; Materials Science ; Microorganisms ; Pollution ; Principal components analysis ; Quality assessment ; Rainy season ; Research Article ; Seasons ; Semiconductor lasers ; Septic tanks ; Spectroscopy ; Spectrum analysis ; Statistical analysis ; Surface water ; Toilets ; Water analysis ; Water quality ; Water sampling ; Well water ; Wetlands</subject><ispartof>SN applied sciences, 2020-05, Vol.2 (5), p.834, Article 834</ispartof><rights>Springer Nature Switzerland AG 2020</rights><rights>Springer Nature Switzerland AG 2020.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c359t-99a1a05a938fe3ee788489aecc33efa1641f47ecfbb6dd63ad02de06ff013cfb3</citedby><cites>FETCH-LOGICAL-c359t-99a1a05a938fe3ee788489aecc33efa1641f47ecfbb6dd63ad02de06ff013cfb3</cites><orcidid>0000-0003-0132-9134</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,777,781,27905,27906</link.rule.ids></links><search><creatorcontrib>Sefa-Ntiri, B.</creatorcontrib><creatorcontrib>Kwakye-Awuah, B.</creatorcontrib><creatorcontrib>Edziah, R.</creatorcontrib><creatorcontrib>Anderson, B.</creatorcontrib><creatorcontrib>Armah, F. A.</creatorcontrib><creatorcontrib>Mensah-Amoah, P.</creatorcontrib><creatorcontrib>Sackey, S. S.</creatorcontrib><creatorcontrib>Sam, F.</creatorcontrib><creatorcontrib>Akyea, A. G.</creatorcontrib><creatorcontrib>Yunus, S.</creatorcontrib><creatorcontrib>Tatchie, E.</creatorcontrib><creatorcontrib>Nkansah, B. K.</creatorcontrib><creatorcontrib>Kumi, F.</creatorcontrib><title>Dissolved organic matter in hand-dug well water as groundwater quality indicator: assessment using laser-induced fluorescence spectroscopy and multivariate statistical techniques</title><title>SN applied sciences</title><addtitle>SN Appl. Sci</addtitle><description>In groundwater, dissolved organic matter (DOM), a complex material, is a contaminant of concern owing to its ability to influence water quality and stimulate microbial metabolism. Using a 445-nm diode laser-induced fluorescence (LIF) spectroscopy, DOM contamination levels have been investigated of well water samples fetched from ten privately owned hand-dug wells during dry and wet seasons of 2016, 2017 and 2018, in Ghana. The results showed spatio-temporal heterogeneities in the LIF spectra, and the fluorescence intensity peaks were generally higher and broader during the wet season than the dry season. In this study, DOM fluorescence spectra at an emission wavelength band of 460–650 nm showed two distinct broad peak shoulders within 480–500 nm and 550–570 nm, engulfing the water Raman peak at 527 ± 2 nm for all the water samples studied. Furthermore, principal component analysis and cluster analysis were used to differentiate the 2016 water samples based on their DOM contamination levels. In each case, three groups or clusters were identified based on their similarities and dissimilarities. The study revealed humic DOM substances as the most typical well water fluorophores. Applying the K-nearest neighbour algorithm as a classifier method for the classification of 30 water samples studied in 2016, 16.7% (5/30) were classified as very good drinking water, 46.7% (14/30) as good, 26.7% (8/30) as fairly good, and 10% (3/30) as bad drinking water samples. In general, levels of dissolved organic matter contamination increased over the study period during the rainy seasons for wells situated in close proximity to septic tanks, refuse dumps, public toilets and in wetlands. Thus, in the study the fluorescence intensity depends on the sampling site and the season, and indicates the DOM contamination level.</description><subject>2. Earth and Environmental Sciences (general)</subject><subject>Algorithms</subject><subject>Applied and Technical Physics</subject><subject>Chemical compounds</subject><subject>Chemistry/Food Science</subject><subject>Climate change</subject><subject>Cluster analysis</subject><subject>Contaminants</subject><subject>Contamination</subject><subject>Dissolved organic matter</subject><subject>Drinking water</subject><subject>Dry season</subject><subject>Dug wells</subject><subject>Earth Sciences</subject><subject>Emission analysis</subject><subject>Emission spectra</subject><subject>Engineering</subject><subject>Environment</subject><subject>Environmental monitoring</subject><subject>Fluorescence spectroscopy</subject><subject>Fluorophores</subject><subject>Groundwater</subject><subject>Groundwater quality</subject><subject>Laser induced fluorescence</subject><subject>Lasers</subject><subject>Light</subject><subject>Materials Science</subject><subject>Microorganisms</subject><subject>Pollution</subject><subject>Principal components analysis</subject><subject>Quality assessment</subject><subject>Rainy season</subject><subject>Research Article</subject><subject>Seasons</subject><subject>Semiconductor lasers</subject><subject>Septic tanks</subject><subject>Spectroscopy</subject><subject>Spectrum analysis</subject><subject>Statistical analysis</subject><subject>Surface water</subject><subject>Toilets</subject><subject>Water analysis</subject><subject>Water quality</subject><subject>Water sampling</subject><subject>Well water</subject><subject>Wetlands</subject><issn>2523-3963</issn><issn>2523-3971</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp1kc2KFTEQhRtRcBjnAdwFXLfm73Z33Mn4CwNudB0ySaUnQ25yJ5XMcF_LJzRNi65cVar4zjmEMwyvGX3LKJ3foeTywEfK6cilnEb5bLjgBy5GoWb2_O97Ei-HK8R7SimflZCLuBh-fQyIOT6CI7msJgVLjqZWKCQkcmeSG11byRPESJ7MdjZI1pJbcvv60EwM9dxpF6ypubzvBALiEVIlDUNaSTQIZexEsz3Gx5YLoIVkgeAJbC0ZbT6dSU8jxxZreDQldHeC1dSAtRtHUsHepfDQAF8NL7yJCFd_5uXw8_OnH9dfx5vvX75df7gZrTioOiplmKEHo8TiQQDMyyIXZcBaIcAbNknm5QzW395Ozk3COMod0Ml7ykS_isvhze57KnnLrfo-t5J6pOabGVNKiE6xnbL9G1jA61MJR1POmlG9taP3dnRvR2_taNk1fNdgZ9MK5Z_z_0W_AWaMmU4</recordid><startdate>20200501</startdate><enddate>20200501</enddate><creator>Sefa-Ntiri, B.</creator><creator>Kwakye-Awuah, B.</creator><creator>Edziah, R.</creator><creator>Anderson, B.</creator><creator>Armah, F. 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K.</au><au>Kumi, F.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Dissolved organic matter in hand-dug well water as groundwater quality indicator: assessment using laser-induced fluorescence spectroscopy and multivariate statistical techniques</atitle><jtitle>SN applied sciences</jtitle><stitle>SN Appl. Sci</stitle><date>2020-05-01</date><risdate>2020</risdate><volume>2</volume><issue>5</issue><spage>834</spage><pages>834-</pages><artnum>834</artnum><issn>2523-3963</issn><eissn>2523-3971</eissn><abstract>In groundwater, dissolved organic matter (DOM), a complex material, is a contaminant of concern owing to its ability to influence water quality and stimulate microbial metabolism. Using a 445-nm diode laser-induced fluorescence (LIF) spectroscopy, DOM contamination levels have been investigated of well water samples fetched from ten privately owned hand-dug wells during dry and wet seasons of 2016, 2017 and 2018, in Ghana. The results showed spatio-temporal heterogeneities in the LIF spectra, and the fluorescence intensity peaks were generally higher and broader during the wet season than the dry season. In this study, DOM fluorescence spectra at an emission wavelength band of 460–650 nm showed two distinct broad peak shoulders within 480–500 nm and 550–570 nm, engulfing the water Raman peak at 527 ± 2 nm for all the water samples studied. Furthermore, principal component analysis and cluster analysis were used to differentiate the 2016 water samples based on their DOM contamination levels. In each case, three groups or clusters were identified based on their similarities and dissimilarities. The study revealed humic DOM substances as the most typical well water fluorophores. Applying the K-nearest neighbour algorithm as a classifier method for the classification of 30 water samples studied in 2016, 16.7% (5/30) were classified as very good drinking water, 46.7% (14/30) as good, 26.7% (8/30) as fairly good, and 10% (3/30) as bad drinking water samples. In general, levels of dissolved organic matter contamination increased over the study period during the rainy seasons for wells situated in close proximity to septic tanks, refuse dumps, public toilets and in wetlands. Thus, in the study the fluorescence intensity depends on the sampling site and the season, and indicates the DOM contamination level.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><doi>10.1007/s42452-020-2446-4</doi><orcidid>https://orcid.org/0000-0003-0132-9134</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | 2. Earth and Environmental Sciences (general) Algorithms Applied and Technical Physics Chemical compounds Chemistry/Food Science Climate change Cluster analysis Contaminants Contamination Dissolved organic matter Drinking water Dry season Dug wells Earth Sciences Emission analysis Emission spectra Engineering Environment Environmental monitoring Fluorescence spectroscopy Fluorophores Groundwater Groundwater quality Laser induced fluorescence Lasers Light Materials Science Microorganisms Pollution Principal components analysis Quality assessment Rainy season Research Article Seasons Semiconductor lasers Septic tanks Spectroscopy Spectrum analysis Statistical analysis Surface water Toilets Water analysis Water quality Water sampling Well water Wetlands |
title | Dissolved organic matter in hand-dug well water as groundwater quality indicator: assessment using laser-induced fluorescence spectroscopy and multivariate statistical techniques |
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