Data Mining for the Characterization of a Paper Prototype Obtained with Bacterial Cellulose Derived from Banana and Pineapple By-Products
The primary objective of this research is to evaluate the feasibility of two of the most prevalent agricultural residues in Ecuador, banana peels and pineapple peels, as a carbon source in the culture medium of Komagataeibacter hansenii for the production of bacterial cellulose (BC) and BC-based pap...
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description | The primary objective of this research is to evaluate the feasibility of two of the most prevalent agricultural residues in Ecuador, banana peels and pineapple peels, as a carbon source in the culture medium of Komagataeibacter hansenii for the production of bacterial cellulose (BC) and BC-based paper. This analysis includes an assessment of the productivity parameters of the obtained BC and the quality parameters of the BC-based paper, employing multivariate statistical methodologies. The experimental design consisted of fifteen treatments: T1 served as the control using the standard HS medium, while treatments T2–T8 used banana peel extracts (BPE), and treatments T9–T15 used pineapple peel extracts (PPE) at concentrations from 10% to 40% (v/v). Extracts were prepared with tailored pretreatments for each type of peel to optimize bioactive compound recovery. Standardized fermentation and purification conditions were applied, and once the cellulose was obtained, additives and coating agents were incorporated to produce paper samples from each treatment. The results indicated that higher BPE concentrations (T5, T6, T7, and T8) correlated significantly with increased Weight and Yield of BC, as well as improved grammage and water content in the BC-based paper. This highlights that efficient paper production is influenced by the quality of the bacterial cellulose used, with BPE-based media yielding optimal results due to their nutrient composition, which promotes bacterial growth and metabolic activity. This approach suggests a pathway for advancing sustainable and economical paper production. |
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This analysis includes an assessment of the productivity parameters of the obtained BC and the quality parameters of the BC-based paper, employing multivariate statistical methodologies. The experimental design consisted of fifteen treatments: T1 served as the control using the standard HS medium, while treatments T2–T8 used banana peel extracts (BPE), and treatments T9–T15 used pineapple peel extracts (PPE) at concentrations from 10% to 40% (v/v). Extracts were prepared with tailored pretreatments for each type of peel to optimize bioactive compound recovery. Standardized fermentation and purification conditions were applied, and once the cellulose was obtained, additives and coating agents were incorporated to produce paper samples from each treatment. The results indicated that higher BPE concentrations (T5, T6, T7, and T8) correlated significantly with increased Weight and Yield of BC, as well as improved grammage and water content in the BC-based paper. This highlights that efficient paper production is influenced by the quality of the bacterial cellulose used, with BPE-based media yielding optimal results due to their nutrient composition, which promotes bacterial growth and metabolic activity. This approach suggests a pathway for advancing sustainable and economical paper production.</description><identifier>ISSN: 2076-3417</identifier><identifier>EISSN: 2076-3417</identifier><identifier>DOI: 10.3390/app142311426</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Acids ; agricultural residues ; Bacteria ; bacterial cellulose ; Carbon ; carbon source ; Cellulose ; culture medium ; Data mining ; Fermentation ; Homogenization ; Industrial wastes ; International economic relations ; Motion pictures ; multivariate statistics ; Paper industry ; Polyvinyl alcohol ; Potassium ; Product development ; Pulp & paper industry ; Raw materials</subject><ispartof>Applied sciences, 2024-12, Vol.14 (23), p.11426</ispartof><rights>COPYRIGHT 2024 MDPI AG</rights><rights>2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,864,2102,27924,27925</link.rule.ids></links><search><creatorcontrib>Valenzuela-Cobos, Juan Diego</creatorcontrib><creatorcontrib>Pérez-Martínez, Simón</creatorcontrib><creatorcontrib>Fiallos-Cárdenas, Manuel</creatorcontrib><creatorcontrib>Guevara-Viejó, Fabricio</creatorcontrib><title>Data Mining for the Characterization of a Paper Prototype Obtained with Bacterial Cellulose Derived from Banana and Pineapple By-Products</title><title>Applied sciences</title><description>The primary objective of this research is to evaluate the feasibility of two of the most prevalent agricultural residues in Ecuador, banana peels and pineapple peels, as a carbon source in the culture medium of Komagataeibacter hansenii for the production of bacterial cellulose (BC) and BC-based paper. This analysis includes an assessment of the productivity parameters of the obtained BC and the quality parameters of the BC-based paper, employing multivariate statistical methodologies. The experimental design consisted of fifteen treatments: T1 served as the control using the standard HS medium, while treatments T2–T8 used banana peel extracts (BPE), and treatments T9–T15 used pineapple peel extracts (PPE) at concentrations from 10% to 40% (v/v). Extracts were prepared with tailored pretreatments for each type of peel to optimize bioactive compound recovery. Standardized fermentation and purification conditions were applied, and once the cellulose was obtained, additives and coating agents were incorporated to produce paper samples from each treatment. The results indicated that higher BPE concentrations (T5, T6, T7, and T8) correlated significantly with increased Weight and Yield of BC, as well as improved grammage and water content in the BC-based paper. This highlights that efficient paper production is influenced by the quality of the bacterial cellulose used, with BPE-based media yielding optimal results due to their nutrient composition, which promotes bacterial growth and metabolic activity. This approach suggests a pathway for advancing sustainable and economical paper production.</description><subject>Acids</subject><subject>agricultural residues</subject><subject>Bacteria</subject><subject>bacterial cellulose</subject><subject>Carbon</subject><subject>carbon source</subject><subject>Cellulose</subject><subject>culture medium</subject><subject>Data mining</subject><subject>Fermentation</subject><subject>Homogenization</subject><subject>Industrial wastes</subject><subject>International economic relations</subject><subject>Motion pictures</subject><subject>multivariate statistics</subject><subject>Paper industry</subject><subject>Polyvinyl alcohol</subject><subject>Potassium</subject><subject>Product development</subject><subject>Pulp & paper industry</subject><subject>Raw materials</subject><issn>2076-3417</issn><issn>2076-3417</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>DOA</sourceid><recordid>eNpNkMFu2zAMho2hA1a0ve0BBOzsVhJlyzq26boVaNEctrNBW1SiwJE8WVmRvcHeesLSQ0mAJH78_ECwqj4Lfg1g-A3Os1ASRCnth-pcct3WoIQ-ezd_qq6WZcdLGAGd4OfV33vMyJ598GHDXEwsb4mttphwzJT8H8w-BhYdQ7bGmRJbp5hjPs7EXoaMPpBlrz5v2d1pASe2omk6THEhdl-E38XgUtwXQyjJMFi2Lmvl3InY3bEuQHsY83JZfXQ4LXT11i-qnw9ff6y-108v3x5Xt0-1FQBNLQZrjSHVSgXoCEl3aIWyYytlZ41sQUmlcEDqtBsaEIMThFrT6GzjOgsX1eOJayPu-jn5PaZjH9H3_4WYNj2m7MeJ-oFz3ZCUTTug4tAaGFVnRAktm1FTYX05seYUfx1oyf0uHlIo5_cgFBhoNG-K6_rk2mCB-uBiLu8taWnvxxjI-aLfdsJ0qgXN4R_4R44w</recordid><startdate>20241201</startdate><enddate>20241201</enddate><creator>Valenzuela-Cobos, Juan Diego</creator><creator>Pérez-Martínez, Simón</creator><creator>Fiallos-Cárdenas, Manuel</creator><creator>Guevara-Viejó, Fabricio</creator><general>MDPI AG</general><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>DOA</scope></search><sort><creationdate>20241201</creationdate><title>Data Mining for the Characterization of a Paper Prototype Obtained with Bacterial Cellulose Derived from Banana and Pineapple By-Products</title><author>Valenzuela-Cobos, Juan Diego ; Pérez-Martínez, Simón ; Fiallos-Cárdenas, Manuel ; Guevara-Viejó, Fabricio</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-d1335-1bdd99e46243afeae78ad14dc6228d92634244abae87fb531bf1ea77ecfd5f8d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Acids</topic><topic>agricultural residues</topic><topic>Bacteria</topic><topic>bacterial cellulose</topic><topic>Carbon</topic><topic>carbon source</topic><topic>Cellulose</topic><topic>culture medium</topic><topic>Data mining</topic><topic>Fermentation</topic><topic>Homogenization</topic><topic>Industrial wastes</topic><topic>International economic relations</topic><topic>Motion pictures</topic><topic>multivariate statistics</topic><topic>Paper industry</topic><topic>Polyvinyl alcohol</topic><topic>Potassium</topic><topic>Product development</topic><topic>Pulp & paper industry</topic><topic>Raw materials</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Valenzuela-Cobos, Juan Diego</creatorcontrib><creatorcontrib>Pérez-Martínez, Simón</creatorcontrib><creatorcontrib>Fiallos-Cárdenas, Manuel</creatorcontrib><creatorcontrib>Guevara-Viejó, Fabricio</creatorcontrib><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Access via ProQuest (Open Access)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Applied sciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Valenzuela-Cobos, Juan Diego</au><au>Pérez-Martínez, Simón</au><au>Fiallos-Cárdenas, Manuel</au><au>Guevara-Viejó, Fabricio</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Data Mining for the Characterization of a Paper Prototype Obtained with Bacterial Cellulose Derived from Banana and Pineapple By-Products</atitle><jtitle>Applied sciences</jtitle><date>2024-12-01</date><risdate>2024</risdate><volume>14</volume><issue>23</issue><spage>11426</spage><pages>11426-</pages><issn>2076-3417</issn><eissn>2076-3417</eissn><abstract>The primary objective of this research is to evaluate the feasibility of two of the most prevalent agricultural residues in Ecuador, banana peels and pineapple peels, as a carbon source in the culture medium of Komagataeibacter hansenii for the production of bacterial cellulose (BC) and BC-based paper. This analysis includes an assessment of the productivity parameters of the obtained BC and the quality parameters of the BC-based paper, employing multivariate statistical methodologies. The experimental design consisted of fifteen treatments: T1 served as the control using the standard HS medium, while treatments T2–T8 used banana peel extracts (BPE), and treatments T9–T15 used pineapple peel extracts (PPE) at concentrations from 10% to 40% (v/v). Extracts were prepared with tailored pretreatments for each type of peel to optimize bioactive compound recovery. Standardized fermentation and purification conditions were applied, and once the cellulose was obtained, additives and coating agents were incorporated to produce paper samples from each treatment. The results indicated that higher BPE concentrations (T5, T6, T7, and T8) correlated significantly with increased Weight and Yield of BC, as well as improved grammage and water content in the BC-based paper. This highlights that efficient paper production is influenced by the quality of the bacterial cellulose used, with BPE-based media yielding optimal results due to their nutrient composition, which promotes bacterial growth and metabolic activity. This approach suggests a pathway for advancing sustainable and economical paper production.</abstract><cop>Basel</cop><pub>MDPI AG</pub><doi>10.3390/app142311426</doi><oa>free_for_read</oa></addata></record> |
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subjects | Acids agricultural residues Bacteria bacterial cellulose Carbon carbon source Cellulose culture medium Data mining Fermentation Homogenization Industrial wastes International economic relations Motion pictures multivariate statistics Paper industry Polyvinyl alcohol Potassium Product development Pulp & paper industry Raw materials |
title | Data Mining for the Characterization of a Paper Prototype Obtained with Bacterial Cellulose Derived from Banana and Pineapple By-Products |
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