4.6 Article

Integration of ultrasonic and optical sensing systems to assess sugarcane biomass and N-uptake

期刊

PRECISION AGRICULTURE
卷 -, 期 -, 页码 -

出版社

SPRINGER
DOI: 10.1007/s11119-023-10059

关键词

Canopy height; Nitrogen fertilization; Plant reflectance; Proximal sensing

向作者/读者索取更多资源

This study assesses the spatial variability of sugarcane biomass and nitrogen uptake using crop canopy reflectance and ultrasonic sensors. The results show that both sensors are able to correlate with sugarcane biomass and nitrogen uptake, with the reflectance sensor providing better assessment at the early growth stage and the ultrasonic sensor resulting in more accurate predictions at the later stages. The integration of both sensing systems improves the predictions of sugarcane biomass and nitrogen uptake, serving as an alternative for guiding local interventions during the growing season.
Crop canopy optical reflectance and ultrasonic sensors provide a means of estimating the spatial variability of biomass and nitrogen uptake by sugarcane during the in-season period. The objective of this paper is to assess the crop canopy reflectance and ultrasonic crop height for predicting sugarcane biomass and N-uptake until the later fertilization stages. An ultrasonic sensor was deployed to measure canopy height, which were combined with optical reflectance sensor to characterize the spatial variability of the crop growth in four commercial fields in southeast Brazil during three different growing stages for dry and wet seasons. Ten sampling location points in each field were defined to determine plant biomass and N-uptake through traditional measurements. The points in each field were used to relate the actual biomass and N-uptake with the sensor data and compare them using the coefficient of determination and standard errors; this defined the best approach in each situation according to the multivariable statistics. It was found that both sensor systems enable to correlate its data with sugarcane biomass and N-uptake. Canopy reflectance sensor produced a better assessment of crop growth at the earlier growth stage whereas the ultrasonic sensor resulted in more accurate predictions at the later growing stages. It was proven that canopy height is season dependent whereas the reflectance data is growth stage dependent. The integration of both sensing systems improved the predictions of sugarcane biomass and N-uptake. It could be an alternative to guide local interventions by sugarcane industry during the growing season.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据