An Efficient Ensemble VTOPES Multi-Criteria Decision-Making Model for Sustainable Sugarcane Farms
The role of Information Technology based decision models for sustainable agriculture has gained immense prominence in recent years. Ranking of agriculture farms based on their yield plays a vital role in sustainable agriculture. In this work, an ensemble decision-making model, namely VIKOR (Vlsekrit...
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Veröffentlicht in: | Sustainability 2019-08, Vol.11 (16), p.4288 |
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description | The role of Information Technology based decision models for sustainable agriculture has gained immense prominence in recent years. Ranking of agriculture farms based on their yield plays a vital role in sustainable agriculture. In this work, an ensemble decision-making model, namely VIKOR (Vlsekriterijumska Optimizacija I Kompromisno Resenje), TOPSIS (Technique for Order Preference by Similarity to an Ideal Solution), entropy, and standard deviation (VTOPES), is proposed for ranking the sustainable sugarcane farms. VTOPES system model comprises of four significant steps: (i) determination of significance scores of the sub-parameters, (ii) transformation of sub-parameter sequences into main parameter values, (iii) computation of significant scores of main parameters, and (iv) generation of assessment values and deploying it for ranking the sugarcane farms. The ranking results of the proposed VTOPES model are compared with the ranking patterns obtained from five years average yield data acquired from the selected sugarcane farms. Moreover, the outcomes of the VTOPES model are also compared with other prevalent methods. Subsequently, Spearman’s rank correlation method is applied for evaluating the impact of correlation of VTOPES ranks in comparison with the average yield ranks. Thus, it can be noticed that the empirical results of the VTOPES model provide reliable and sustainable results. Therefore, it suffices to be a sustainable decision model for any problem where multiple parameters are involved. |
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Ranking of agriculture farms based on their yield plays a vital role in sustainable agriculture. In this work, an ensemble decision-making model, namely VIKOR (Vlsekriterijumska Optimizacija I Kompromisno Resenje), TOPSIS (Technique for Order Preference by Similarity to an Ideal Solution), entropy, and standard deviation (VTOPES), is proposed for ranking the sustainable sugarcane farms. VTOPES system model comprises of four significant steps: (i) determination of significance scores of the sub-parameters, (ii) transformation of sub-parameter sequences into main parameter values, (iii) computation of significant scores of main parameters, and (iv) generation of assessment values and deploying it for ranking the sugarcane farms. The ranking results of the proposed VTOPES model are compared with the ranking patterns obtained from five years average yield data acquired from the selected sugarcane farms. Moreover, the outcomes of the VTOPES model are also compared with other prevalent methods. Subsequently, Spearman’s rank correlation method is applied for evaluating the impact of correlation of VTOPES ranks in comparison with the average yield ranks. Thus, it can be noticed that the empirical results of the VTOPES model provide reliable and sustainable results. Therefore, it suffices to be a sustainable decision model for any problem where multiple parameters are involved.</description><identifier>ISSN: 2071-1050</identifier><identifier>EISSN: 2071-1050</identifier><identifier>DOI: 10.3390/su11164288</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Agriculture ; Crop yield ; Data acquisition ; Decision making ; Entropy of solution ; Farmers ; Farms ; Information technology ; Methods ; Multiple criteria decision making ; Multiple criterion ; Productivity ; Ranking ; Standard deviation ; Sugarcane ; Supply chains ; Sustainability ; Sustainable agriculture</subject><ispartof>Sustainability, 2019-08, Vol.11 (16), p.4288</ispartof><rights>2019 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 (http://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><citedby>FETCH-LOGICAL-c295t-a221ccbef58dbc556363cefb765b82db881669579487227df75ed082c204423e3</citedby><cites>FETCH-LOGICAL-c295t-a221ccbef58dbc556363cefb765b82db881669579487227df75ed082c204423e3</cites><orcidid>0000-0002-7598-1363 ; 0000-0001-9476-8130 ; 0000-0003-2601-9327 ; 0000-0002-9352-0237</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids></links><search><creatorcontrib>Deepa, N</creatorcontrib><creatorcontrib>M, Durai Raj Vincent P</creatorcontrib><creatorcontrib>N, Senthil Kumar</creatorcontrib><creatorcontrib>Srinivasan, Kathiravan</creatorcontrib><creatorcontrib>Chang, Chuan-Yu</creatorcontrib><creatorcontrib>Bashir, Ali Kashif</creatorcontrib><title>An Efficient Ensemble VTOPES Multi-Criteria Decision-Making Model for Sustainable Sugarcane Farms</title><title>Sustainability</title><description>The role of Information Technology based decision models for sustainable agriculture has gained immense prominence in recent years. Ranking of agriculture farms based on their yield plays a vital role in sustainable agriculture. In this work, an ensemble decision-making model, namely VIKOR (Vlsekriterijumska Optimizacija I Kompromisno Resenje), TOPSIS (Technique for Order Preference by Similarity to an Ideal Solution), entropy, and standard deviation (VTOPES), is proposed for ranking the sustainable sugarcane farms. VTOPES system model comprises of four significant steps: (i) determination of significance scores of the sub-parameters, (ii) transformation of sub-parameter sequences into main parameter values, (iii) computation of significant scores of main parameters, and (iv) generation of assessment values and deploying it for ranking the sugarcane farms. The ranking results of the proposed VTOPES model are compared with the ranking patterns obtained from five years average yield data acquired from the selected sugarcane farms. Moreover, the outcomes of the VTOPES model are also compared with other prevalent methods. Subsequently, Spearman’s rank correlation method is applied for evaluating the impact of correlation of VTOPES ranks in comparison with the average yield ranks. Thus, it can be noticed that the empirical results of the VTOPES model provide reliable and sustainable results. Therefore, it suffices to be a sustainable decision model for any problem where multiple parameters are involved.</description><subject>Agriculture</subject><subject>Crop yield</subject><subject>Data acquisition</subject><subject>Decision making</subject><subject>Entropy of solution</subject><subject>Farmers</subject><subject>Farms</subject><subject>Information technology</subject><subject>Methods</subject><subject>Multiple criteria decision making</subject><subject>Multiple criterion</subject><subject>Productivity</subject><subject>Ranking</subject><subject>Standard deviation</subject><subject>Sugarcane</subject><subject>Supply chains</subject><subject>Sustainability</subject><subject>Sustainable agriculture</subject><issn>2071-1050</issn><issn>2071-1050</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNpNUMFKAzEUDKJgqb34BQFvwmpestnNHkvdqtBSodXrks2-lNRttia7B__elgo6l5nDzDzeEHIL7EGIgj3GAQCylCt1QUac5ZAAk-zyn74mkxh37AghoIBsRPTU09JaZxz6npY-4r5ukX5sVm_lmi6HtnfJLLgeg9P0CY2LrvPJUn86v6XLrsGW2i7Q9RB77bw-ZdfDVgejPdK5Dvt4Q66sbiNOfnlM3uflZvaSLFbPr7PpIjG8kH2iOQdjarRSNbWRMhOZMGjrPJO14k2tFGRZIfMiVTnneWNziQ1T3HCWplygGJO7c-8hdF8Dxr7adUPwx5MVlykISOH49Zjcn10mdDEGtNUhuL0O3xWw6rRi9bei-AH6A2MM</recordid><startdate>20190801</startdate><enddate>20190801</enddate><creator>Deepa, N</creator><creator>M, Durai Raj Vincent P</creator><creator>N, Senthil Kumar</creator><creator>Srinivasan, Kathiravan</creator><creator>Chang, Chuan-Yu</creator><creator>Bashir, Ali Kashif</creator><general>MDPI AG</general><scope>AAYXX</scope><scope>CITATION</scope><scope>4U-</scope><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><orcidid>https://orcid.org/0000-0002-7598-1363</orcidid><orcidid>https://orcid.org/0000-0001-9476-8130</orcidid><orcidid>https://orcid.org/0000-0003-2601-9327</orcidid><orcidid>https://orcid.org/0000-0002-9352-0237</orcidid></search><sort><creationdate>20190801</creationdate><title>An Efficient Ensemble VTOPES Multi-Criteria Decision-Making Model for Sustainable Sugarcane Farms</title><author>Deepa, N ; M, Durai Raj Vincent P ; N, Senthil Kumar ; Srinivasan, Kathiravan ; Chang, Chuan-Yu ; Bashir, Ali Kashif</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c295t-a221ccbef58dbc556363cefb765b82db881669579487227df75ed082c204423e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Agriculture</topic><topic>Crop yield</topic><topic>Data acquisition</topic><topic>Decision making</topic><topic>Entropy of solution</topic><topic>Farmers</topic><topic>Farms</topic><topic>Information technology</topic><topic>Methods</topic><topic>Multiple criteria decision making</topic><topic>Multiple criterion</topic><topic>Productivity</topic><topic>Ranking</topic><topic>Standard deviation</topic><topic>Sugarcane</topic><topic>Supply chains</topic><topic>Sustainability</topic><topic>Sustainable agriculture</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Deepa, N</creatorcontrib><creatorcontrib>M, Durai Raj Vincent P</creatorcontrib><creatorcontrib>N, Senthil Kumar</creatorcontrib><creatorcontrib>Srinivasan, Kathiravan</creatorcontrib><creatorcontrib>Chang, Chuan-Yu</creatorcontrib><creatorcontrib>Bashir, Ali Kashif</creatorcontrib><collection>CrossRef</collection><collection>University Readers</collection><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>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><jtitle>Sustainability</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Deepa, N</au><au>M, Durai Raj Vincent P</au><au>N, Senthil Kumar</au><au>Srinivasan, Kathiravan</au><au>Chang, Chuan-Yu</au><au>Bashir, Ali Kashif</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An Efficient Ensemble VTOPES Multi-Criteria Decision-Making Model for Sustainable Sugarcane Farms</atitle><jtitle>Sustainability</jtitle><date>2019-08-01</date><risdate>2019</risdate><volume>11</volume><issue>16</issue><spage>4288</spage><pages>4288-</pages><issn>2071-1050</issn><eissn>2071-1050</eissn><abstract>The role of Information Technology based decision models for sustainable agriculture has gained immense prominence in recent years. 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subjects | Agriculture Crop yield Data acquisition Decision making Entropy of solution Farmers Farms Information technology Methods Multiple criteria decision making Multiple criterion Productivity Ranking Standard deviation Sugarcane Supply chains Sustainability Sustainable agriculture |
title | An Efficient Ensemble VTOPES Multi-Criteria Decision-Making Model for Sustainable Sugarcane Farms |
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