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\nVentus es una empresa de gran presencia en Am\u00e9rica Latina, con un equipo de m\u00e1s de 100 profesionales trabajando en oficinas en Argentina, Bolivia, Colombia, M\u00e9xico y Uruguay.
\nLa empresa, que ya ha brindado servicios en todas las etapas de proyectos de energ\u00edas renovables por 3.000 MW, con experiencias en la construcci\u00f3n de este tipo de emprendimientos por 600 MW, ahora desarroll\u00f3 un software que permite monitorear y analizar el rendimiento de los aerogeneradores mediante redes neuronales. <\/em><\/p>\n
\u201cA trav\u00e9s del procesamiento de datos del SCADA de las turbinas, el algoritmo aprende el comportamiento de los aerogeneradores y calcula indicadores clave para cuantificar el rendimiento (kpi) energ\u00e9tico, pudiendo as\u00ed identificar cambios significativos en la operaci\u00f3n de un parque e\u00f3lico\u201d, se\u00f1alan desde Ventus. Este software permite cuantificar p\u00e9rdidas o ganancias energ\u00e9ticas, as\u00ed como fechas en que hubieran ocurrido cambios en el rendimiento de un aerogenerador a trav\u00e9s del an\u00e1lisis de datos pasados que permitan predecir su performance. Debido a su presentaci\u00f3n, a trav\u00e9s de gr\u00e1ficos o histogramas de ocurrencia, los resultados son de f\u00e1cil interpretaci\u00f3n. El programa funciona aplicando una serie de algoritmos, basados en referencias internacionales, obteniendo cuatro series temporales de indicadores clave: procesos gaussianos, indicador de degradaci\u00f3n, cuantiles de potencia y comparador de curvas de potencia.<\/p>\n
\u201cA trav\u00e9s de los indicadores cr\u00edticos podemos evaluar cambios en el rendimiento de los aerogeneradores, que de otra manera no hubieran sido identificados\u201d, explica Vasilii Netesov, Gerente de Recurso Renovable y O&M en Ventus. El especialista enfatiza: \u201cesta nueva herramienta contribuye a optimizar la inversi\u00f3n desarrollada por nuestros clientes\u201d.<\/p>\n
Seg\u00fan inform\u00f3 Ventus, la herramienta permite una f\u00e1cil visualizaci\u00f3n y filtrado de datos, bas\u00e1ndose en tecnolog\u00eda Big Data considerando la complejidad y cantidad de datos arrojados por el SCADA. Por su parte, Andr\u00e9s Guggeri, uno de los desarrolladores del proyecto, comenta que la herramienta ha sido validada en m\u00e1s de 80 MW actualmente bajo operaci\u00f3n de Ventus, donde se obtuvo resultados \u201caltamente satisfactorios\u201d.<\/p>\n
\u201cAdem\u00e1s, hemos aplicado la nueva herramienta en un parque e\u00f3lico de m\u00e1s de 18 aerogeneradores, pudiendo visualizar claramente p\u00e9rdidas energ\u00e9ticas y fallas registradas, lo cual ha sido muy provechoso. Los cambios de rendimiento que observamos son tanto de car\u00e1cter abrupto, como suave, cortos y prolongados en el tiempo. Notamos que se pueden deber tanto al cambio del software por el fabricante, como a las fallas de distintos componentes de aerogeneradores\u201d, precisa Guggeri.<\/p>\n
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Fuente: Energ\u00eda Estrat\u00e9gica<\/em><\/p>\n Ventus is a company with a large presence in Latin America; its team counts with more than 100 professionals that work in offices in Argentina, Bolivia, Colombia, Mexico and Uruguay. The company, which has already provided services in all different stages of renewable energy projects for 3,000 MW and has experience in the construction of this type of undertakings for 600 MW, has now developed a software that allows monitoring and analyzing the performance of wind turbines through neural networks.<\/em><\/p>\n \u201cThrough the processing of the data from the SCADA of the turbines, the algorithm learns the behavior of the wind turbines and calculates key indicators to quantify the energy performance (kpi), thus identifying significant changes in the operation of a wind farm,\u201d point out Ventus officials. This software allows to quantify energy losses or gains, as well as dates in which a wind turbine showed changes in its performance, through the analysis of past data to predict its performance. Due to the way it displays the information, with graphics or occurrences histograms, the results are easy to interpret. The program uses a series of algorithms, based on international references, and obtains four time series of key indicators: Gaussian processes, degradation indicator, power quantiles and power curve comparator.<\/p>\n \u201cThrough the critical indicators, we can evaluate changes in the performance of wind turbines, which otherwise we would not identify,\u201d explains Vasilii Netesov, Manager of Renewable Resources and O&M in Ventus. The specialist emphasizes: \u201cthis new tool contributes to optimize the investment developed by our customers\u201d.<\/p>\n According to Ventus, the tool provides easy viewing and filtering of data, based on Big Data technology, taking into account the complexity and amount of data thrown by the SCADA. For his part, Andr\u00e9s Guggeri, one of the developers of the project, says that the tool has been validated in more than 80 MW that are currently under Ventus operation and that they have obtained \u201chighly satisfactory\u201d results.<\/p>\n \u201cIn addition, we have employed this new tool in a wind farm with more than 18 wind turbines, and we were able to clearly visualize energy losses and registered failures, which has been very profitable.\u00a0The changes in performance that we observe are various: abrupt, mild, short and prolonged in time.\u00a0We have noticed they can be due both to change of software by the manufacturer, as well as to the failures of different wind turbine components,\u00bb Guggeri says.<\/p>\n [\/tp]<\/p>\n <\/p>\n","protected":false},"excerpt":{"rendered":" [tp lang=\u00bbes\u00bb not_in=\u00bben\u00bb] By: Energ\u00eda Estrat\u00e9gica Ventus es una empresa de gran presencia en Am\u00e9rica Latina, con un equipo de m\u00e1s de 100 profesionales trabajando en oficinas en Argentina, Bolivia, Colombia, M\u00e9xico y Uruguay. La empresa, que ya ha brindado servicios en todas las etapas de proyectos de energ\u00edas renovables por 3.000 MW, con experiencias […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[31,40],"tags":[],"class_list":["post-1340","post","type-post","status-publish","format-standard","hentry","category-recurso-eolico","category-uruguay"],"_links":{"self":[{"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/posts\/1340","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/comments?post=1340"}],"version-history":[{"count":4,"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/posts\/1340\/revisions"}],"predecessor-version":[{"id":1371,"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/posts\/1340\/revisions\/1371"}],"wp:attachment":[{"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/media?parent=1340"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/categories?post=1340"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ventus.global\/blog\/wp-json\/wp\/v2\/tags?post=1340"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}<\/p>\n