Laser-induced breakdown spectroscopy: Extending its application to soil pH measurements
Acid–base equilibria are involved in almost all the processes that occur in soil. The bioavailability of nutrients for plants, for instance, depends on the solubilization of mineral nutrients in the soil solution, which is a pH-dependent process. The determination of pH in soil solutions is usually...
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Veröffentlicht in: | Spectrochimica acta. Part B: Atomic spectroscopy 2015-08, Vol.110, p.96-99 |
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creator | Ferreira, Edilene Cristina Gomes Neto, José A. Milori, Débora M.B.P. Ferreira, Ednaldo José Anzano, Jesús Manuel |
description | Acid–base equilibria are involved in almost all the processes that occur in soil. The bioavailability of nutrients for plants, for instance, depends on the solubilization of mineral nutrients in the soil solution, which is a pH-dependent process. The determination of pH in soil solutions is usually carried out by potentiometry using a glass membrane electrode, after extracting some of the soil components with water or CaCl2 solution. The present work describes a simple method for determining the pH of soil, using laser-induced breakdown spectroscopy (LIBS). Sixty samples presenting different textural composition and pH (previously determined by potentiometry) were employed. The samples were divided into a calibration set with fifty samples and a validation set with ten samples. LIBS spectra were recorded for each pelleted sample using laser pulse energy of 115mJ. The intensities of thirty-two emission lines for Al, Ca, H, and O were used to fit a partial least squares (PLS) model. The model was validated by prediction of the pH of the validation set samples, which showed good agreement with the reference values. The prediction mean absolute error was 0.3 pH units and the root mean square error of the prediction was 0.4. These results highlight the potential of LIBS for use in other applications beyond elemental composition determinations. For soil analysis, the proposed method offers the possibility of determining pH, in addition to nutrients and contaminants, using a single LIBS measurement.
•Physical, chemical, and biological properties of soil are influenced by pH.•The pH of mineral soils is normally determined in slurries of water and soil sample by potentiometric measurements.•The association of LIBS elemental emissions with multivariate strategies of analysis has become LIBS a powerful technique.•LIBS was unprecedentedly applied for direct pH determination in different kinds of soil sample.•The clean and fast proposed method encloses the possibility of pH determination in addition of nutrients and contaminants using a single LIBS measurement. |
doi_str_mv | 10.1016/j.sab.2015.06.002 |
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•Physical, chemical, and biological properties of soil are influenced by pH.•The pH of mineral soils is normally determined in slurries of water and soil sample by potentiometric measurements.•The association of LIBS elemental emissions with multivariate strategies of analysis has become LIBS a powerful technique.•LIBS was unprecedentedly applied for direct pH determination in different kinds of soil sample.•The clean and fast proposed method encloses the possibility of pH determination in addition of nutrients and contaminants using a single LIBS measurement.</description><identifier>ISSN: 0584-8547</identifier><identifier>EISSN: 1873-3565</identifier><identifier>DOI: 10.1016/j.sab.2015.06.002</identifier><language>eng</language><publisher>Elsevier B.V</publisher><subject>Electrical measurements ; Laser induced breakdown ; LIBS ; Mathematical models ; Nutrients ; PLS ; Potentiometry ; Soil (material) ; Soil pH determination ; Spectroscopy</subject><ispartof>Spectrochimica acta. Part B: Atomic spectroscopy, 2015-08, Vol.110, p.96-99</ispartof><rights>2015 Elsevier B.V.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c406t-2ebf8124810552632b290e4448cb2373706e81d882671c0c945f69dba06cc23d3</citedby><cites>FETCH-LOGICAL-c406t-2ebf8124810552632b290e4448cb2373706e81d882671c0c945f69dba06cc23d3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0584854715001494$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>Ferreira, Edilene Cristina</creatorcontrib><creatorcontrib>Gomes Neto, José A.</creatorcontrib><creatorcontrib>Milori, Débora M.B.P.</creatorcontrib><creatorcontrib>Ferreira, Ednaldo José</creatorcontrib><creatorcontrib>Anzano, Jesús Manuel</creatorcontrib><title>Laser-induced breakdown spectroscopy: Extending its application to soil pH measurements</title><title>Spectrochimica acta. Part B: Atomic spectroscopy</title><description>Acid–base equilibria are involved in almost all the processes that occur in soil. The bioavailability of nutrients for plants, for instance, depends on the solubilization of mineral nutrients in the soil solution, which is a pH-dependent process. The determination of pH in soil solutions is usually carried out by potentiometry using a glass membrane electrode, after extracting some of the soil components with water or CaCl2 solution. The present work describes a simple method for determining the pH of soil, using laser-induced breakdown spectroscopy (LIBS). Sixty samples presenting different textural composition and pH (previously determined by potentiometry) were employed. The samples were divided into a calibration set with fifty samples and a validation set with ten samples. LIBS spectra were recorded for each pelleted sample using laser pulse energy of 115mJ. The intensities of thirty-two emission lines for Al, Ca, H, and O were used to fit a partial least squares (PLS) model. The model was validated by prediction of the pH of the validation set samples, which showed good agreement with the reference values. The prediction mean absolute error was 0.3 pH units and the root mean square error of the prediction was 0.4. These results highlight the potential of LIBS for use in other applications beyond elemental composition determinations. For soil analysis, the proposed method offers the possibility of determining pH, in addition to nutrients and contaminants, using a single LIBS measurement.
•Physical, chemical, and biological properties of soil are influenced by pH.•The pH of mineral soils is normally determined in slurries of water and soil sample by potentiometric measurements.•The association of LIBS elemental emissions with multivariate strategies of analysis has become LIBS a powerful technique.•LIBS was unprecedentedly applied for direct pH determination in different kinds of soil sample.•The clean and fast proposed method encloses the possibility of pH determination in addition of nutrients and contaminants using a single LIBS measurement.</description><subject>Electrical measurements</subject><subject>Laser induced breakdown</subject><subject>LIBS</subject><subject>Mathematical models</subject><subject>Nutrients</subject><subject>PLS</subject><subject>Potentiometry</subject><subject>Soil (material)</subject><subject>Soil pH determination</subject><subject>Spectroscopy</subject><issn>0584-8547</issn><issn>1873-3565</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNqF0L1u2zAUhmGiSIE6bi-gG8cuUg9_RaVTYThxAANZEnQkKOq4oCOLKikn9d2XhjsnE5f3OwAfQr4yqBkw_X1fZ9fVHJiqQdcA_ANZMNOISiitrsgClJGVUbL5RK5z3kMpFFcL8mvrMqYqjP3RY0-7hO65j68jzRP6OcXs43S6oeu_M459GH_TMGfqpmkI3s0hjnSONMcw0GlDD-jyMeEBxzl_Jh93bsj45f-7JE-368fVpto-3N2vfm4rL0HPFcduZxiXhoFSXAve8RZQSml8x0UjGtBoWG8M1w3z4FupdrrtOwfaey56sSTfLnenFP8cMc_2ELLHYXAjxmO2zABIoWUL76eN1KbVTPCSskvqi0BOuLNTCgeXTpaBPXvbvS3e9uxtQduiWTY_Lhss330JmGz2AceiGlKhtH0Mb6z_ATUVh6Q</recordid><startdate>20150801</startdate><enddate>20150801</enddate><creator>Ferreira, Edilene Cristina</creator><creator>Gomes Neto, José A.</creator><creator>Milori, Débora M.B.P.</creator><creator>Ferreira, Ednaldo José</creator><creator>Anzano, Jesús Manuel</creator><general>Elsevier B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QH</scope><scope>7UA</scope><scope>C1K</scope><scope>F1W</scope><scope>H97</scope><scope>L.G</scope><scope>7QF</scope><scope>7SR</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>JG9</scope><scope>L7M</scope></search><sort><creationdate>20150801</creationdate><title>Laser-induced breakdown spectroscopy: Extending its application to soil pH measurements</title><author>Ferreira, Edilene Cristina ; Gomes Neto, José A. ; Milori, Débora M.B.P. ; Ferreira, Ednaldo José ; Anzano, Jesús Manuel</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c406t-2ebf8124810552632b290e4448cb2373706e81d882671c0c945f69dba06cc23d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Electrical measurements</topic><topic>Laser induced breakdown</topic><topic>LIBS</topic><topic>Mathematical models</topic><topic>Nutrients</topic><topic>PLS</topic><topic>Potentiometry</topic><topic>Soil (material)</topic><topic>Soil pH determination</topic><topic>Spectroscopy</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ferreira, Edilene Cristina</creatorcontrib><creatorcontrib>Gomes Neto, José A.</creatorcontrib><creatorcontrib>Milori, Débora M.B.P.</creatorcontrib><creatorcontrib>Ferreira, Ednaldo José</creatorcontrib><creatorcontrib>Anzano, Jesús Manuel</creatorcontrib><collection>CrossRef</collection><collection>Aqualine</collection><collection>Water Resources Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) Professional</collection><collection>Aluminium Industry Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Materials Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Spectrochimica acta. Part B: Atomic spectroscopy</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ferreira, Edilene Cristina</au><au>Gomes Neto, José A.</au><au>Milori, Débora M.B.P.</au><au>Ferreira, Ednaldo José</au><au>Anzano, Jesús Manuel</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Laser-induced breakdown spectroscopy: Extending its application to soil pH measurements</atitle><jtitle>Spectrochimica acta. Part B: Atomic spectroscopy</jtitle><date>2015-08-01</date><risdate>2015</risdate><volume>110</volume><spage>96</spage><epage>99</epage><pages>96-99</pages><issn>0584-8547</issn><eissn>1873-3565</eissn><abstract>Acid–base equilibria are involved in almost all the processes that occur in soil. The bioavailability of nutrients for plants, for instance, depends on the solubilization of mineral nutrients in the soil solution, which is a pH-dependent process. The determination of pH in soil solutions is usually carried out by potentiometry using a glass membrane electrode, after extracting some of the soil components with water or CaCl2 solution. The present work describes a simple method for determining the pH of soil, using laser-induced breakdown spectroscopy (LIBS). Sixty samples presenting different textural composition and pH (previously determined by potentiometry) were employed. The samples were divided into a calibration set with fifty samples and a validation set with ten samples. LIBS spectra were recorded for each pelleted sample using laser pulse energy of 115mJ. The intensities of thirty-two emission lines for Al, Ca, H, and O were used to fit a partial least squares (PLS) model. The model was validated by prediction of the pH of the validation set samples, which showed good agreement with the reference values. The prediction mean absolute error was 0.3 pH units and the root mean square error of the prediction was 0.4. These results highlight the potential of LIBS for use in other applications beyond elemental composition determinations. For soil analysis, the proposed method offers the possibility of determining pH, in addition to nutrients and contaminants, using a single LIBS measurement.
•Physical, chemical, and biological properties of soil are influenced by pH.•The pH of mineral soils is normally determined in slurries of water and soil sample by potentiometric measurements.•The association of LIBS elemental emissions with multivariate strategies of analysis has become LIBS a powerful technique.•LIBS was unprecedentedly applied for direct pH determination in different kinds of soil sample.•The clean and fast proposed method encloses the possibility of pH determination in addition of nutrients and contaminants using a single LIBS measurement.</abstract><pub>Elsevier B.V</pub><doi>10.1016/j.sab.2015.06.002</doi><tpages>4</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Electrical measurements Laser induced breakdown LIBS Mathematical models Nutrients PLS Potentiometry Soil (material) Soil pH determination Spectroscopy |
title | Laser-induced breakdown spectroscopy: Extending its application to soil pH measurements |
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