Modeling and optimization of energy-efficient procedures for removing lead(II) and zinc(II) ions from aqueous solutions using the central composite design
The objective of study was to model and optimize the adsorption procedures for the removal of lead(II), i.e. zinc(II) ions from the aqueous solutions using bentonite clay as an efficient and low cost adsorbent. A central composite design (CCD) was employed to optimize the conditions of independent v...
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Veröffentlicht in: | Energy (Oxford) 2014-12, Vol.77, p.66-72 |
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creator | Savic, Ivana M. Savic, Ivan M. Stojiljkovic, Stanisa T. Gajic, Dragoljub G. |
description | The objective of study was to model and optimize the adsorption procedures for the removal of lead(II), i.e. zinc(II) ions from the aqueous solutions using bentonite clay as an efficient and low cost adsorbent. A central composite design (CCD) was employed to optimize the conditions of independent variables (adsorption time, pH value and bentonite clay concentration). Both batch adsorption processes were performed at room temperature, adsorption time of 5–75 min, pH of 1–7 and bentonite clay concentration of 1000–9000 mg/dm3. The response (the percentage of adsorbed lead(II), i.e. zinc(II) ions) was fitted by a quadratic polynomial regression model using least square analysis in a five-level-three-factor CCD. The optimal conditions for zinc(II) adsorption were achieved at adsorption time of 60.8 min, pH value of 5.8 and bentonite clay concentration of 7378.4 mg/dm3, and at adsorption time of 56.6 min, pH of 5.73 and bentonite clay concentration of 6606.15 mg/dm3 for lead(II) adsorption. After adsorption, the concentrations of lead(II) and zinc(II) ions were reduced from 50 to 6.9 mg/dm3 and to 17.6 mg/dm3, respectively. Unlike the concentration of zinc(II) ions, the concentration of lead ions was in the allowed range in the aqueous medium after adsorption.
•We modeled the lead(II) and zinc(II) adsorption processes from aqueous solutions.•We optimized the adsorption procedures using the numerical optimization method.•Lead shows better affinity for bentonite clay than zinc under the same conditions.•The heavy metal ions were successfully adsorbed at room temperature.•The developed procedures for removal of heavy metal ions are the energy-efficient. |
doi_str_mv | 10.1016/j.energy.2014.04.088 |
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•We modeled the lead(II) and zinc(II) adsorption processes from aqueous solutions.•We optimized the adsorption procedures using the numerical optimization method.•Lead shows better affinity for bentonite clay than zinc under the same conditions.•The heavy metal ions were successfully adsorbed at room temperature.•The developed procedures for removal of heavy metal ions are the energy-efficient.</description><identifier>ISSN: 0360-5442</identifier><identifier>DOI: 10.1016/j.energy.2014.04.088</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Adsorption ; Aqueous solutions ; Bentonite ; Bentonite clay ; Central composite design ; Charge coupled devices ; Clay (material) ; Design engineering ; Energy-efficient ; Lead(II) ; Optimization ; Zinc(II)</subject><ispartof>Energy (Oxford), 2014-12, Vol.77, p.66-72</ispartof><rights>2014 Elsevier Ltd</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c442t-7e516208bf1b3aa98591191cc7f54df0e98d977d5cd168c798f3e6122b068cf63</citedby><cites>FETCH-LOGICAL-c442t-7e516208bf1b3aa98591191cc7f54df0e98d977d5cd168c798f3e6122b068cf63</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0360544214005015$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27903,27904,65309</link.rule.ids></links><search><creatorcontrib>Savic, Ivana M.</creatorcontrib><creatorcontrib>Savic, Ivan M.</creatorcontrib><creatorcontrib>Stojiljkovic, Stanisa T.</creatorcontrib><creatorcontrib>Gajic, Dragoljub G.</creatorcontrib><title>Modeling and optimization of energy-efficient procedures for removing lead(II) and zinc(II) ions from aqueous solutions using the central composite design</title><title>Energy (Oxford)</title><description>The objective of study was to model and optimize the adsorption procedures for the removal of lead(II), i.e. zinc(II) ions from the aqueous solutions using bentonite clay as an efficient and low cost adsorbent. A central composite design (CCD) was employed to optimize the conditions of independent variables (adsorption time, pH value and bentonite clay concentration). Both batch adsorption processes were performed at room temperature, adsorption time of 5–75 min, pH of 1–7 and bentonite clay concentration of 1000–9000 mg/dm3. The response (the percentage of adsorbed lead(II), i.e. zinc(II) ions) was fitted by a quadratic polynomial regression model using least square analysis in a five-level-three-factor CCD. The optimal conditions for zinc(II) adsorption were achieved at adsorption time of 60.8 min, pH value of 5.8 and bentonite clay concentration of 7378.4 mg/dm3, and at adsorption time of 56.6 min, pH of 5.73 and bentonite clay concentration of 6606.15 mg/dm3 for lead(II) adsorption. After adsorption, the concentrations of lead(II) and zinc(II) ions were reduced from 50 to 6.9 mg/dm3 and to 17.6 mg/dm3, respectively. Unlike the concentration of zinc(II) ions, the concentration of lead ions was in the allowed range in the aqueous medium after adsorption.
•We modeled the lead(II) and zinc(II) adsorption processes from aqueous solutions.•We optimized the adsorption procedures using the numerical optimization method.•Lead shows better affinity for bentonite clay than zinc under the same conditions.•The heavy metal ions were successfully adsorbed at room temperature.•The developed procedures for removal of heavy metal ions are the energy-efficient.</description><subject>Adsorption</subject><subject>Aqueous solutions</subject><subject>Bentonite</subject><subject>Bentonite clay</subject><subject>Central composite design</subject><subject>Charge coupled devices</subject><subject>Clay (material)</subject><subject>Design engineering</subject><subject>Energy-efficient</subject><subject>Lead(II)</subject><subject>Optimization</subject><subject>Zinc(II)</subject><issn>0360-5442</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><recordid>eNqNUctOwzAQzAEkyuMPOPhYDil2Ho59QUKIRyUQFzhbrr0urpK42A5S-yl8LU7DGSGtZK01M7szm2WXBC8IJvR6s4Ae_Hq3KDCpFjgVY0fZDJcU53VVFSfZaQgbjHHNOJ9l3y9OQ2v7NZK9Rm4bbWf3MlrXI2fQJJWDMVZZ6CPaeqdADx4CMs4jD537GsktSD1fLq8OKnvbq0OTVBLOuw7JzwHcEFBw7RAP30MYefEDkErCXrZIuW7rgo2ANAS77s-zYyPbABe_71n2_nD_dveUP78-Lu9un3OV7MS8gZrQArOVIatSSs5qTggnSjWmrrTBwJnmTaNrpQllquHMlEBJUaxwag0tz7L5pJvMpTVDFJ0NCtpW9uPOglDKWUMpYf-BsoJWZVMnaDVBlXcheDBi620n_U4QLMZLiY2Y4hXjpQROxcYJNxMNkuMvC16EMfkUuvWgotDO_i3wA_t4oz8</recordid><startdate>20141201</startdate><enddate>20141201</enddate><creator>Savic, Ivana M.</creator><creator>Savic, Ivan M.</creator><creator>Stojiljkovic, Stanisa T.</creator><creator>Gajic, Dragoljub G.</creator><general>Elsevier Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7ST</scope><scope>C1K</scope><scope>SOI</scope><scope>7SP</scope><scope>7SR</scope><scope>7SU</scope><scope>7TB</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>JG9</scope><scope>KR7</scope><scope>L7M</scope></search><sort><creationdate>20141201</creationdate><title>Modeling and optimization of energy-efficient procedures for removing lead(II) and zinc(II) ions from aqueous solutions using the central composite design</title><author>Savic, Ivana M. ; Savic, Ivan M. ; Stojiljkovic, Stanisa T. ; Gajic, Dragoljub G.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c442t-7e516208bf1b3aa98591191cc7f54df0e98d977d5cd168c798f3e6122b068cf63</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Adsorption</topic><topic>Aqueous solutions</topic><topic>Bentonite</topic><topic>Bentonite clay</topic><topic>Central composite design</topic><topic>Charge coupled devices</topic><topic>Clay (material)</topic><topic>Design engineering</topic><topic>Energy-efficient</topic><topic>Lead(II)</topic><topic>Optimization</topic><topic>Zinc(II)</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Savic, Ivana M.</creatorcontrib><creatorcontrib>Savic, Ivan M.</creatorcontrib><creatorcontrib>Stojiljkovic, Stanisa T.</creatorcontrib><creatorcontrib>Gajic, Dragoljub G.</creatorcontrib><collection>CrossRef</collection><collection>Environment Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Environment Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Environmental Engineering Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Materials Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Energy (Oxford)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Savic, Ivana M.</au><au>Savic, Ivan M.</au><au>Stojiljkovic, Stanisa T.</au><au>Gajic, Dragoljub G.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Modeling and optimization of energy-efficient procedures for removing lead(II) and zinc(II) ions from aqueous solutions using the central composite design</atitle><jtitle>Energy (Oxford)</jtitle><date>2014-12-01</date><risdate>2014</risdate><volume>77</volume><spage>66</spage><epage>72</epage><pages>66-72</pages><issn>0360-5442</issn><abstract>The objective of study was to model and optimize the adsorption procedures for the removal of lead(II), i.e. zinc(II) ions from the aqueous solutions using bentonite clay as an efficient and low cost adsorbent. A central composite design (CCD) was employed to optimize the conditions of independent variables (adsorption time, pH value and bentonite clay concentration). Both batch adsorption processes were performed at room temperature, adsorption time of 5–75 min, pH of 1–7 and bentonite clay concentration of 1000–9000 mg/dm3. The response (the percentage of adsorbed lead(II), i.e. zinc(II) ions) was fitted by a quadratic polynomial regression model using least square analysis in a five-level-three-factor CCD. The optimal conditions for zinc(II) adsorption were achieved at adsorption time of 60.8 min, pH value of 5.8 and bentonite clay concentration of 7378.4 mg/dm3, and at adsorption time of 56.6 min, pH of 5.73 and bentonite clay concentration of 6606.15 mg/dm3 for lead(II) adsorption. After adsorption, the concentrations of lead(II) and zinc(II) ions were reduced from 50 to 6.9 mg/dm3 and to 17.6 mg/dm3, respectively. Unlike the concentration of zinc(II) ions, the concentration of lead ions was in the allowed range in the aqueous medium after adsorption.
•We modeled the lead(II) and zinc(II) adsorption processes from aqueous solutions.•We optimized the adsorption procedures using the numerical optimization method.•Lead shows better affinity for bentonite clay than zinc under the same conditions.•The heavy metal ions were successfully adsorbed at room temperature.•The developed procedures for removal of heavy metal ions are the energy-efficient.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.energy.2014.04.088</doi><tpages>7</tpages></addata></record> |
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subjects | Adsorption Aqueous solutions Bentonite Bentonite clay Central composite design Charge coupled devices Clay (material) Design engineering Energy-efficient Lead(II) Optimization Zinc(II) |
title | Modeling and optimization of energy-efficient procedures for removing lead(II) and zinc(II) ions from aqueous solutions using the central composite design |
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