气候变化领域集成服务门户(CCPortal): Solar panels recognition based on machine learning

CCPortal

DOI	10.1109/JoCICI48395.2019.9105311
	Solar panels recognition based on machine learning
	Perez R.M.; Arias J.S.; Mendez-Porras A.
发表日期	2019
英文摘要	Renewable energies, sustainable practices and carbon neutrality have become important goals for countries. Solar panels are a good alternative to produce energy. Monitoring, maintenance and fault detection processes represent aspects of vital importance when making concrete decisions that affects a certain percentage of the solar farms. In this paper we present a system capable of detecting solar panels location through machine learning.The main goal is to aid solar panels farm managers to locate solar panels in real time in a real area by using a machine learning model. With the use of a camera and a drone, we will be able to fly over the solar farm and identify the panels. The YOLO (You Only Look Once) object detection model is used, training and testing the neural network with a data-set of 280 images. The neural network was capable of recognize the panels in different images and videos in which we put it to the test but getting a good precision at the end. IEEE.
英文关键词	Drone; Machine learning; Solar farms; Solar panels
scopus关键词	Fault detection; Machine learning; Object detection; Personnel training; Statistical tests; Carbon neutralities; Fault-detection process; Machine learning models; On-machines; Renewable energies; Solar panels; Sustainable practices; Training and testing; Solar cell arrays
来源期刊	Proceedings - 4th Jornadas Costarricenses de Investigacion en Computacion e Informatica, JoCICI 2019
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/176187
作者单位	Instituto Tecnológico de Costa Rica, Escuela de Computación, San Carlos, Costa Rica
推荐引用方式 GB/T 7714	Perez R.M.,Arias J.S.,Mendez-Porras A.. Solar panels recognition based on machine learning[J],2019.
APA	Perez R.M.,Arias J.S.,&Mendez-Porras A..(2019).Solar panels recognition based on machine learning.Proceedings - 4th Jornadas Costarricenses de Investigacion en Computacion e Informatica, JoCICI 2019.
MLA	Perez R.M.,et al."Solar panels recognition based on machine learning".Proceedings - 4th Jornadas Costarricenses de Investigacion en Computacion e Informatica, JoCICI 2019 (2019).