{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T14:35:33Z","timestamp":1740148533983,"version":"3.37.3"},"reference-count":16,"publisher":"Wiley","license":[{"start":{"date-parts":[[2019,6,11]],"date-time":"2019-06-11T00:00:00Z","timestamp":1560211200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003141","name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","doi-asserted-by":"publisher","award":["FC-2016-1961"],"award-info":[{"award-number":["FC-2016-1961"]}],"id":[{"id":"10.13039\/501100003141","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Sensors"],"published-print":{"date-parts":[[2019,6,11]]},"abstract":"<jats:p>In this paper, a method to monitor the growth of bean plants from images taken in their vegetative stage is presented. Through a fuzzy system and the RGB image components, the growth stages of the plant are classified to achieve a powerful tool in the precision agricultural field, which can reduce cost and increase system portability. This also serves as a reference for the growth of the plant according to its age, vigor, and healthy that could help to create the necessary environmental conditions. To carry out this research, the development of twenty bean plants was periodically monitored from their germinal to the first trifoliate leaf stage. Images were obtained with controlled background and lighting; later they were segmented by color to count the pixel\u2019s average for each case. These data were used to propose six different fuzzy systems to choose the best one within them. Finally, it was found that the artificial vision system can identify the vegetative stages of germination, emergence, primary leaves, and first trifoliate leaf.<\/jats:p>","DOI":"10.1155\/2019\/4232536","type":"journal-article","created":{"date-parts":[[2019,6,11]],"date-time":"2019-06-11T19:31:09Z","timestamp":1560281469000},"page":"1-10","source":"Crossref","is-referenced-by-count":0,"title":["An Approach of Beans Plant Development Classification Using Fuzzy Logic"],"prefix":"10.1155","volume":"2019","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7221-1224","authenticated-orcid":true,"given":"Pedro","family":"Correa","sequence":"first","affiliation":[{"name":"Autotr\u00f3nica, Tecnol\u00f3gico Nacional de M\u00e9xico en Celaya, Celaya 38010, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pedro","family":"Bautista","sequence":"additional","affiliation":[{"name":"Autotr\u00f3nica, Tecnol\u00f3gico Nacional de M\u00e9xico en Celaya, Celaya 38010, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marlene","family":"Lopez","sequence":"additional","affiliation":[{"name":"Tecnol\u00f3gico Nacional de M\u00e9xico en Le\u00f3n, Le\u00f3n 37290, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marcos","family":"Villase\u00f1or","sequence":"additional","affiliation":[{"name":"Autotr\u00f3nica, Tecnol\u00f3gico Nacional de M\u00e9xico en Celaya, Celaya 38010, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carlos","family":"Garc\u00eda","sequence":"additional","affiliation":[{"name":"Autotr\u00f3nica, Tecnol\u00f3gico Nacional de M\u00e9xico en Celaya, Celaya 38010, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7530-9027","authenticated-orcid":true,"given":"Horacio","family":"Rostro-Gonz\u00e1lez","sequence":"additional","affiliation":[{"name":"Departamento de Electr\u00f3nica, Universidad de Guanajuato, Salamanca 36885, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6116-6464","authenticated-orcid":true,"given":"Francisco J.","family":"Perez-Pinal","sequence":"additional","affiliation":[{"name":"Autotr\u00f3nica, Tecnol\u00f3gico Nacional de M\u00e9xico en Celaya, Celaya 38010, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.3945\/ajcn.113.071472"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2018.08.001"},{"year":"2010","key":"3"},{"year":"2018","key":"4"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2017.12.001"},{"year":"2016","key":"6"},{"year":"2011","key":"9"},{"year":"2015","key":"7"},{"year":"2013","key":"8"},{"year":"2017","key":"10"},{"year":"2014","key":"11"},{"year":"2014","key":"12"},{"year":"2009","key":"13"},{"year":"1986","key":"15"},{"year":"1965","key":"21"},{"year":"1994-2018","key":"16"}],"container-title":["Journal of Sensors"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2019\/4232536.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2019\/4232536.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2019\/4232536.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,11]],"date-time":"2019-06-11T19:31:10Z","timestamp":1560281470000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/js\/2019\/4232536\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,11]]},"references-count":16,"alternative-id":["4232536","4232536"],"URL":"https:\/\/doi.org\/10.1155\/2019\/4232536","relation":{},"ISSN":["1687-725X","1687-7268"],"issn-type":[{"type":"print","value":"1687-725X"},{"type":"electronic","value":"1687-7268"}],"subject":[],"published":{"date-parts":[[2019,6,11]]}}}