Surrogate approach to determine heavy metal loads in a moss species –
Biomonitoring using a moss species Barbula lambaranensis is an economical method for continuous assessment of atmospheric metal pollution. However, frequent measurement of common heavy metals such as Zn, Cd, Cr, Pb, Cu and Ni in moss can be costly for monitoring large areas. Thus, the aim of the stu...
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doaj-501c63fa4fb34d39a04ee98a001bc64a2020-11-24T22:35:15ZengElsevierJournal of King Saud University: Science1018-36472016-04-0128219319710.1016/j.jksus.2015.11.002Surrogate approach to determine heavy metal loads in a moss species –Clement Oluseye Ogunkunle0Abdul M. Ziyath1Saheed Sunkanmi Rufai2Paul Ojo Fatoba3Environmental Biology Unit, Department of Plant Biology, University of Ilorin, Ilorin 240003, NigeriaScience and Engineering Faculty, Queensland University of Technology, GPO Box 2434, Brisbane, QLD 4001, AustraliaEnvironmental Biology Unit, Department of Plant Biology, University of Ilorin, Ilorin 240003, NigeriaEnvironmental Biology Unit, Department of Plant Biology, University of Ilorin, Ilorin 240003, NigeriaBiomonitoring using a moss species Barbula lambaranensis is an economical method for continuous assessment of atmospheric metal pollution. However, frequent measurement of common heavy metals such as Zn, Cd, Cr, Pb, Cu and Ni in moss can be costly for monitoring large areas. Thus, the aim of the study was to use the surrogate approach to reduce the number of heavy metals required for monitoring. The study found that the Zn load in moss was higher; Pb, Cu and Ni loads were moderate; while Cd and Cr were relatively lower across the study sites. Further, the following surrogates were identified based on PCA: Cu for Cr; Pb for Cd, Cu and Ni; and Cu and Pb for Zn. Quantitative relationships between surrogate loads and the loads of other heavy metals were developed by performing Multiple Linear Regression on a data set constructed using a four level full factorial design. The equations had a relative prediction error and standard error of cross validation below 25% and 1.5%, respectively, indicating that the equations are accurate. However, the cross validated coefficient of determination is relatively low suggesting that the precision of prediction using the equations is low, possibly due to the influence of factors such as climatic conditions on bioaccumulation of heavy metals by moss. Nevertheless, the developed equations can be useful for preliminary investigations.http://www.sciencedirect.com/science/article/pii/S1018364715001019BiomonitoringAtmospheric pollutionPrincipal Component AnalysisMultiple Linear RegressionDesign of experimentSurrogate approach |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Clement Oluseye Ogunkunle Abdul M. Ziyath Saheed Sunkanmi Rufai Paul Ojo Fatoba |
spellingShingle |
Clement Oluseye Ogunkunle Abdul M. Ziyath Saheed Sunkanmi Rufai Paul Ojo Fatoba Surrogate approach to determine heavy metal loads in a moss species – Journal of King Saud University: Science Biomonitoring Atmospheric pollution Principal Component Analysis Multiple Linear Regression Design of experiment Surrogate approach |
author_facet |
Clement Oluseye Ogunkunle Abdul M. Ziyath Saheed Sunkanmi Rufai Paul Ojo Fatoba |
author_sort |
Clement Oluseye Ogunkunle |
title |
Surrogate approach to determine heavy metal loads in a moss species – |
title_short |
Surrogate approach to determine heavy metal loads in a moss species – |
title_full |
Surrogate approach to determine heavy metal loads in a moss species – |
title_fullStr |
Surrogate approach to determine heavy metal loads in a moss species – |
title_full_unstemmed |
Surrogate approach to determine heavy metal loads in a moss species – |
title_sort |
surrogate approach to determine heavy metal loads in a moss species – |
publisher |
Elsevier |
series |
Journal of King Saud University: Science |
issn |
1018-3647 |
publishDate |
2016-04-01 |
description |
Biomonitoring using a moss species Barbula lambaranensis is an economical method for continuous assessment of atmospheric metal pollution. However, frequent measurement of common heavy metals such as Zn, Cd, Cr, Pb, Cu and Ni in moss can be costly for monitoring large areas. Thus, the aim of the study was to use the surrogate approach to reduce the number of heavy metals required for monitoring. The study found that the Zn load in moss was higher; Pb, Cu and Ni loads were moderate; while Cd and Cr were relatively lower across the study sites. Further, the following surrogates were identified based on PCA: Cu for Cr; Pb for Cd, Cu and Ni; and Cu and Pb for Zn. Quantitative relationships between surrogate loads and the loads of other heavy metals were developed by performing Multiple Linear Regression on a data set constructed using a four level full factorial design. The equations had a relative prediction error and standard error of cross validation below 25% and 1.5%, respectively, indicating that the equations are accurate. However, the cross validated coefficient of determination is relatively low suggesting that the precision of prediction using the equations is low, possibly due to the influence of factors such as climatic conditions on bioaccumulation of heavy metals by moss. Nevertheless, the developed equations can be useful for preliminary investigations. |
topic |
Biomonitoring Atmospheric pollution Principal Component Analysis Multiple Linear Regression Design of experiment Surrogate approach |
url |
http://www.sciencedirect.com/science/article/pii/S1018364715001019 |
work_keys_str_mv |
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