{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,23]],"date-time":"2025-12-23T00:56:40Z","timestamp":1766451400333,"version":"3.40.5"},"reference-count":40,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,12,11]],"date-time":"2020-12-11T00:00:00Z","timestamp":1607644800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2020,12,11]]},"abstract":"<jats:p>In this paper, a stochastic simulation model for a standalone PV system sizing is replicated and extended to supply a dairy\u2019s power demand. A detailed hourly-based simulation is conducted considering an hourly load profile and global solar radiation prediction model. The stochastic simulation model is based on a thorough statistical analysis of the solar radiation data and simulates the energy yield, the excess energy curtailed, and the state of charge of the batteries for the sizing month and the whole year, providing the designer autonomy factor values<jats:inline-formula><a:math xmlns:a=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M1\"><a:mi>d<\/a:mi><\/a:math><\/jats:inline-formula>to properly size the PV system, finding the optimum combination of installed peak power<jats:inline-formula><c:math xmlns:c=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M2\"><c:mfenced open=\"(\" close=\")\" separators=\"|\"><c:mrow><c:msub><c:mrow><c:mi>P<\/c:mi><\/c:mrow><c:mrow><c:mtext>m<\/c:mtext><\/c:mrow><\/c:msub><\/c:mrow><\/c:mfenced><\/c:math><\/jats:inline-formula>and battery storage capacity<jats:inline-formula><h:math xmlns:h=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M3\"><h:mfenced open=\"(\" close=\")\" separators=\"|\"><h:mrow><h:msub><h:mrow><h:mi>C<\/h:mi><\/h:mrow><h:mrow><h:mtext>L<\/h:mtext><\/h:mrow><\/h:msub><\/h:mrow><\/h:mfenced><\/h:math><\/jats:inline-formula>that meets the application load requirements, considering a preset reliability level at minimum cost. The model makes use of the NASA\u2019S Surface Meteorology and Solar Energy database to obtain solar radiation data. Results show a substantial reduction of 44% in installed peak power and battery storage capacity when compared to conventional methodologies, considering three days of autonomy, and an 85% reduction considering four days. Considering the goodness of fit test results, the Wakeby distribution best represents the behavior of historical solar radiation data for the site in almost half of the months. This article seeks to contribute to the literature gap in the application of methodologies for the multicomponent power supply in the dairy industry through the use of renewable energy.<\/jats:p>","DOI":"10.1155\/2020\/5792782","type":"journal-article","created":{"date-parts":[[2020,12,12]],"date-time":"2020-12-12T18:35:07Z","timestamp":1607798107000},"page":"1-17","source":"Crossref","is-referenced-by-count":6,"title":["Sizing of a Standalone PV System with Battery Storage for a Dairy: A Case Study from Chile"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3059-1684","authenticated-orcid":true,"given":"Pablo","family":"Viveros","sequence":"first","affiliation":[{"name":"Department of Industrial Engineering, Universidad T\u00e9cnica Federico Santa Mar\u00eda, Avenida Espa\u00f1a, Valpara\u00edso 1680, Chile"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2127-3062","authenticated-orcid":true,"given":"Francisco","family":"Wulff","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, Universidad T\u00e9cnica Federico Santa Mar\u00eda, Avenida Espa\u00f1a, Valpara\u00edso 1680, Chile"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8970-9371","authenticated-orcid":true,"given":"Fredy","family":"Kristjanpoller","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, Universidad T\u00e9cnica Federico Santa Mar\u00eda, Avenida Espa\u00f1a, Valpara\u00edso 1680, Chile"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4422-7680","authenticated-orcid":true,"given":"Christopher","family":"Nikulin","sequence":"additional","affiliation":[{"name":"Product Design Engineering Department, Universidad T\u00e9cnica Federico Santa Mar\u00eda, Avenida Espa\u00f1a, Valpara\u00edso 1680, Chile"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9088-1267","authenticated-orcid":true,"given":"Tom\u00e1s","family":"Grubessich","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, Universidad T\u00e9cnica Federico Santa Mar\u00eda, Avenida Espa\u00f1a, Valpara\u00edso 1680, Chile"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-9883(97)00012-1"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1038\/nclimate1332"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2014.07.201"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2010.02.025"},{"volume-title":"Photovoltaic Systems Engineering","year":"2000","author":"M. Roger","key":"5"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2011.12.016"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2020.115534"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1002\/pip.507"},{"first-page":"378","article-title":"The estimation of monthly mean values of daily total shortwave radiation on vertical and inclined surfaces from sunshine records for latitude 40\u00b0N-40\u00b0S","author":"J. Page","key":"9"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1016\/0960-1481(91)90112-3"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2016.05.011"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.3390\/app8101761"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.05.141"},{"volume-title":"An Analysis of Abatement Potential of Greenhouse Gas Emissions in Irish Agriculture 2021\u20132030","year":"2018","author":"C. J. Lanigan","key":"14"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.13031\/aim.201800813"},{"volume-title":"Outlook 2018\u20132027 Dairy and Dairy Products 2018","year":"2018","author":"Food and Agriculture Organization","key":"16"},{"volume-title":"World Agriculture Towards 2030\/2050: The 2012 Revision","year":"2012","author":"J. Bruinsma","key":"17"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.3390\/en13051288"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1016\/j.egypro.2017.03.822"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2016.11.124"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1002\/qj.49705021008"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2009.07.011"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2012.12.043"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2011.01.018"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1049\/iet-rpg.2019.0345"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2016.12.006"},{"key":"27"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(77)90001-9"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1002\/9781118671603"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v095.i10"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v008.i18"},{"key":"32","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(88)90013-8"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2005.04.011"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092x(63)90006-9"},{"key":"35","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1115\/1.4018980","article-title":"The performance of flat-plate solar\u2013heat collectors","volume":"64","author":"H. C. Hottel","year":"1942","journal-title":"Transactions of the American Society of Mechanical Engineers"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(82)90302-4"},{"key":"37","doi-asserted-by":"publisher","DOI":"10.1002\/9780470974704"},{"key":"38","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2013.12.066"},{"first-page":"1","article-title":"Life cycle costing for batteries in telecom applications","author":"A. Green","key":"39"},{"key":"40","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2016.04.024"}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2020\/5792782.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2020\/5792782.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2020\/5792782.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,19]],"date-time":"2024-08-19T00:06:52Z","timestamp":1724026012000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/complexity\/2020\/5792782\/"}},"subtitle":[],"editor":[{"given":"Fran ois","family":"P r s","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2020,12,11]]},"references-count":40,"alternative-id":["5792782","5792782"],"URL":"https:\/\/doi.org\/10.1155\/2020\/5792782","relation":{},"ISSN":["1099-0526","1076-2787"],"issn-type":[{"type":"electronic","value":"1099-0526"},{"type":"print","value":"1076-2787"}],"subject":[],"published":{"date-parts":[[2020,12,11]]}}}