Análise do cultivo de alface crespa em ambiente protegido baseada em grandezas físicas e processamento digital de imagens
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Universidade Estadual de Ponta Grossa
Abstract
Lettuce is the most consumed vegetable in the world and has handled R$ 8 billion just in the
retail markets over the year of 2013 in Brasil. A good part of that source is thanks to the modern
agriculture, application of technologies, that had helped to maximize production, productivity
and to reduce costs. Digital image processing, alongside sensors and actuators, could help to
reach the best moment for harvesting, allowing a better profitability for producer and avoiding
possible losses, such as waste of water, fertilizer and time. Today, the process is highly
dependent on human perception, and premature or late harvests may occur. The objective of
this work was to develop monitoring systems of physical quantities, digital image processing
and acquisition. For the hardware development: sensors DHT11, LM35DZ, DS18B20 and LDR
were used alongside a WebCam (Logitech C920); actuators: solenoid valve and lamps; and
microcontrollers: Arduino and Raspberry PI. The OpenCV library was used for the digital
imaging processing, and, through the Java programming language, for pre-processing (color
space convertion, image correction through dilatation and erosion mathematic morphology) and
the processing (image segmentation and classification of variety), and, from the obtained
amount of pixels, variety development analysis was carried out, with the help of gaussian and
linear function adjustments. Two experiments were carried out, one from june to august and
another one from october to december 2018, both totaled 66 days of cultivation (21 days of
sowing and 45 days of development in a greenhouse) at the experimental area of the
Universidade Federal da Fronteira Sul (UFFS) in Laranjeiras do Sul,PR campus. While, from
the agronomic point of view, the winter variety Palmas differs from the others on total fresh
mass, the summer varieties Palmas, Crocante and Pira Verde significantly differ on leaves fresh
mass from Simpson and Grand Rapids varieties. The results obtained through the function
adjustments had shown the effective possibilities for digital image processing on helping at
lettuce development proccess, correlating the amount of pixels with the growth lettuce foliage
over time.
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FERRARI, Rafael Molina. Análise do cultivo de alface crespa em ambiente protegido baseada em grandezas físicas e processamento digital de imagens. 2019. Dissertação (Mestrado Computação Aplicada) - Universidade Estadual de Ponta Grossa, Ponta Grossa, 2019.
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