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Han A, Lu X, Qing S, Bao Y, Bao Y, Ma Q, Liu X, Zhang J. Rapid Determination of Low Heavy Metal Concentrations in Grassland Soils around Mining Using Vis-NIR Spectroscopy: A Case Study of Inner Mongolia, China. SENSORS 2021; 21:s21093220. [PMID: 34066493 PMCID: PMC8124297 DOI: 10.3390/s21093220] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 04/29/2021] [Accepted: 04/30/2021] [Indexed: 12/07/2022]
Abstract
Proximal sensing offers a novel means for determination of the heavy metal concentration in soil, facilitating low cost and rapid analysis over large areas. In this respect, spectral data and model variables play an important role. Thus far, no attempts have been made to estimate soil heavy metal content using continuum-removal (CR), different preprocessing and statistical methods, and different modeling variables. Considering the adsorption and retention of heavy metals in spectrally active constituents in soil, this study proposes a method for determining low heavy metal concentrations in soil using spectral bands associated with soil organic matter (SOM) and visible–near-infrared (Vis–NIR). To rapidly determine the concentration of heavy metals using hyperspectral data, partial least squares regression (PLSR), principal component regression (PCR), and support vector machine regression (SVMR) statistical methods and 16 preprocessing combinations were developed and explored to determine an optimal combination. The results showed that the multiplicative scatter correction and standard normal variate preprocessing methods evaluated with the second derivative spectral transformation method could accurately determine soil Cr and Ni concentrations. The root-mean-square error (RMSE) values of Vis–NIR model combinations with PLSR, PCR, and SVMR were 0.34, 3.42, and 2.15 for Cr, and 0.07, 1.78, and 1.14 for Ni, respectively. Soil Cr and Ni showed strong spectral responses to the Vis–NIR spectral band. The R2 value of the Vis–NIR-based PLSR model was higher than 0.99, and the RMSE value was 0.07–0.34, suggesting higher stability and accuracy. The results were more accurate for Ni than Cr, and PLSR showed the best performance, followed by SVMR and PCR. This perspective has critical implications for guiding quantitative biogeochemical analysis using proximal sensing data.
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Affiliation(s)
- Aru Han
- School of Environment, Northeast Normal University, Changchun 130024, China; (A.H.); (Y.B.); (Q.M.); (X.L.)
- Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China
- State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Changchun 130024, China
| | - Xiaoling Lu
- College of Tourism and Geographical Science, Baicheng Normal University, Baicheng 137000, China;
| | - Song Qing
- College of Geographical Science, Inner Mongolia Normal University, Hohhot 010022, China; (S.Q.); (Y.B.)
| | - Yongbin Bao
- School of Environment, Northeast Normal University, Changchun 130024, China; (A.H.); (Y.B.); (Q.M.); (X.L.)
| | - Yuhai Bao
- College of Geographical Science, Inner Mongolia Normal University, Hohhot 010022, China; (S.Q.); (Y.B.)
| | - Qing Ma
- School of Environment, Northeast Normal University, Changchun 130024, China; (A.H.); (Y.B.); (Q.M.); (X.L.)
| | - Xingpeng Liu
- School of Environment, Northeast Normal University, Changchun 130024, China; (A.H.); (Y.B.); (Q.M.); (X.L.)
| | - Jiquan Zhang
- School of Environment, Northeast Normal University, Changchun 130024, China; (A.H.); (Y.B.); (Q.M.); (X.L.)
- Laboratory for Vegetation Ecology, Ministry of Education, Changchun 130024, China
- State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Changchun 130024, China
- Correspondence: ; Tel.: +86-135-9608-6467
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Carretero-Peña S, Palomo-Marín MR, Calvo-Blázquez L, Pinilla-Gil E. Optimization and validation test of a sonoreactor-assisted methodology for fast and miniaturized extraction of trace elements from soils. Talanta 2021; 221:121440. [PMID: 33076066 DOI: 10.1016/j.talanta.2020.121440] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Revised: 07/15/2020] [Accepted: 07/19/2020] [Indexed: 10/23/2022]
Abstract
We have proven the overall applicability of the novel sonoreactor VialTweeter as a tool for a fast, miniaturized and economical extraction of trace elements, namely Cu, Zn, As, Cd, Pb, from soil samples, followed by ICP-MS. The proposed analytical approach applicable in the context of environmental monitoring of elemental soil pollutants, since the selected analytes are relevant pollutants whose presence in soils produces significant effects on their quality affecting animals, plants and humans. The optimum conditions for the extraction of trace metals assisted by the sonoreactor, selected by a Box-Behnken (BBD) experiment design along combined with a response surface methodology were 93% sonication amplitude, 450 s sonication time, 80% HNO3 and a solvent/sample ratio of 0.18 mL/mg. The proposed sonoreactor-assisted extraction methodology provides several advantages of respect to the standard acid digestion taken as comparison term for validation, including a shorter pretreatment time and use of less sample and reagents amounts. However, mixed validation results against the standard acid digestion (taken as a model providing accurate results) were obtained depending on the analyte, with the best results in the case of cadmium that could be measured after US extraction without systematic error respect to the standard acid digestion. Copper and lead can be determined by the proposed US extraction plus ICP-MS only after applying a correction factor based on the slope of the correlation with the standard acid digestion. US treatment for As determination can be only useable by applying a constant correction factor based on the intercept of the correlation line, whereas Zn determination requires a correction based both in the slope and intercept of the correlation line.
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Affiliation(s)
- Selena Carretero-Peña
- Department of Analytical Chemistry and IACYS, University of Extremadura, Av. De Elvas, s/n, 06006, Badajoz, Spain
| | - M R Palomo-Marín
- Consorcio Gestión Medioambiental Promedio, Diputación de Badajoz, Av. De Pardaleras, 64, 06003, Badajoz, Spain
| | - Lorenzo Calvo-Blázquez
- Department of Analytical Chemistry and IACYS, University of Extremadura, Av. De Elvas, s/n, 06006, Badajoz, Spain
| | - Eduardo Pinilla-Gil
- Department of Analytical Chemistry and IACYS, University of Extremadura, Av. De Elvas, s/n, 06006, Badajoz, Spain.
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Altunay N, Elik A, Gürkan R. Natural deep eutectic solvent-based ultrasound-assisted-microextraction for extraction, pre-concentration and analysis of methylmercury and total mercury in fish and environmental waters by spectrophotometry. Food Addit Contam Part A Chem Anal Control Expo Risk Assess 2019; 36:1079-1097. [DOI: 10.1080/19440049.2019.1619939] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Nail Altunay
- Faculty of Sciences, Department of Chemistry, Cumhuriyet University, Sivas, Turkey
| | - Adil Elik
- Faculty of Sciences, Department of Chemistry, Cumhuriyet University, Sivas, Turkey
| | - Ramazan Gürkan
- Faculty of Sciences, Department of Chemistry, Cumhuriyet University, Sivas, Turkey
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Screen-Printed Electrodes Modified with "Green" Metals for Electrochemical Stripping Analysis of Toxic Elements. SENSORS 2018; 18:s18041032. [PMID: 29596391 PMCID: PMC5948781 DOI: 10.3390/s18041032] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Revised: 03/27/2018] [Accepted: 03/28/2018] [Indexed: 12/30/2022]
Abstract
This work reviews the field of screen-printed electrodes (SPEs) modified with “green” metals for electrochemical stripping analysis of toxic elements. Electrochemical stripping analysis has been established as a useful trace analysis technique offering many advantages compared to competing optical techniques. Although mercury has been the preferred electrode material for stripping analysis, the toxicity of mercury and the associated legal requirements in its use and disposal have prompted research towards the development of “green” metals as alternative electrode materials. When combined with the screen-printing technology, such environment-friendly metals can lead to disposable sensors for trace metal analysis with excellent operational characteristics. This review focuses on SPEs modified with Au, Bi, Sb, and Sn for stripping analysis of toxic elements. Different modification approaches (electroplating, bulk modification, use of metal precursors, microengineering techniques) are considered and representative applications are described. A developing related field, namely biosensing based on stripping analysis of metallic nanoprobe labels, is also briefly mentioned.
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Squissato AL, Rocha DP, Almeida ES, Richter EM, Munoz RAA. Stripping Voltammetric Determination of Mercury in Fish Oil Capsules Using a Screen-printed Gold Electrode. ELECTROANAL 2017. [DOI: 10.1002/elan.201700570] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- André L. Squissato
- Federal University of Uberlândia, 2121; Institute of Chemistry; 38400-902 Uberlândia, MG Brazil
| | - Diego P. Rocha
- Federal University of Uberlândia, 2121; Institute of Chemistry; 38400-902 Uberlândia, MG Brazil
| | - Eduardo S. Almeida
- Federal University of Uberlândia, 2121; Institute of Chemistry; 38400-902 Uberlândia, MG Brazil
| | - Eduardo M. Richter
- Federal University of Uberlândia, 2121; Institute of Chemistry; 38400-902 Uberlândia, MG Brazil
| | - Rodrigo A. A. Munoz
- Federal University of Uberlândia, 2121; Institute of Chemistry; 38400-902 Uberlândia, MG Brazil
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Voltammetric determination of metal ions beyond mercury electrodes. A review. Anal Chim Acta 2017; 990:11-53. [DOI: 10.1016/j.aca.2017.07.069] [Citation(s) in RCA: 105] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Revised: 07/24/2017] [Accepted: 07/29/2017] [Indexed: 02/01/2023]
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Thakur B, Bernalte E, Smith JP, Foster CW, Linton PE, Sawant SN, Banks CE. Utilising copper screen-printed electrodes (CuSPE) for the electroanalytical sensing of sulfide. Analyst 2016; 141:1233-8. [DOI: 10.1039/c5an02469b] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A mediatorless sulfide electrochemical sensing platform utilising a novel nanocopper-oxide screen-printed electrodes (CuSPE) is reported for the first time.
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Affiliation(s)
- Bhawana Thakur
- Chemistry Division
- Bhabha Atomic Research Centre
- Mumbai 400085
- India
- Faculty of Science and Engineering
| | - Elena Bernalte
- Faculty of Science and Engineering
- School of Science and the Environment
- Division of Chemistry and Environmental Science
- Manchester Metropolitan University
- Manchester M1 5GD
| | - Jamie P. Smith
- Faculty of Science and Engineering
- School of Science and the Environment
- Division of Chemistry and Environmental Science
- Manchester Metropolitan University
- Manchester M1 5GD
| | - Christopher W. Foster
- Faculty of Science and Engineering
- School of Science and the Environment
- Division of Chemistry and Environmental Science
- Manchester Metropolitan University
- Manchester M1 5GD
| | - Patricia E. Linton
- Faculty of Science and Engineering
- School of Science & the Environment
- Division of Biology and Conservation Ecology
- Manchester Metropolitan University
- Manchester M1 5GD
| | - Shilpa N. Sawant
- Chemistry Division
- Bhabha Atomic Research Centre
- Mumbai 400085
- India
| | - Craig E. Banks
- Faculty of Science and Engineering
- School of Science and the Environment
- Division of Chemistry and Environmental Science
- Manchester Metropolitan University
- Manchester M1 5GD
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Stefano JS, Cordeiro DS, Marra MC, Richter EM, Munoz RAA. Batch-injection versus Flow-injection Analysis Using Screen-printed Electrodes: Determination of Ciprofloxacin in Pharmaceutical Formulations. ELECTROANAL 2015. [DOI: 10.1002/elan.201500325] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Suvarapu LN, Baek SO. Recent Developments in the Speciation and Determination of Mercury Using Various Analytical Techniques. JOURNAL OF ANALYTICAL METHODS IN CHEMISTRY 2015; 2015:372459. [PMID: 26236539 PMCID: PMC4506829 DOI: 10.1155/2015/372459] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/08/2015] [Accepted: 06/15/2015] [Indexed: 06/04/2023]
Abstract
This paper reviews the speciation and determination of mercury by various analytical techniques such as atomic absorption spectrometry, voltammetry, inductively coupled plasma techniques, spectrophotometry, spectrofluorometry, high performance liquid chromatography, and gas chromatography. Approximately 126 research papers on the speciation and determination of mercury by various analytical techniques published in international journals since 2013 are reviewed.
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Affiliation(s)
- Lakshmi Narayana Suvarapu
- Department of Environmental Engineering, Yeungnam University, Gyeongsan-si 712 749, Republic of Korea
| | - Sung-Ok Baek
- Department of Environmental Engineering, Yeungnam University, Gyeongsan-si 712 749, Republic of Korea
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Characterisation of screen-printed gold and gold nanoparticle-modified carbon sensors by electrochemical impedance spectroscopy. J Electroanal Chem (Lausanne) 2013. [DOI: 10.1016/j.jelechem.2013.09.007] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Electrochemical determination of mercury: A review. Talanta 2013; 116:1091-104. [DOI: 10.1016/j.talanta.2013.07.056] [Citation(s) in RCA: 114] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2013] [Revised: 07/11/2013] [Accepted: 07/24/2013] [Indexed: 11/20/2022]
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