Monitoring Chemical-Induced Ripening of Castor (Ricinus communis L.) by UAS-Based Remote Sensing

Chris Cavalaris,Walter Stefanoni,Christos Karamoutis,Luigi Pari,Efthymia Alexopoulou,Francesco Latterini

doi:10.3390/agriculture12020159

Chris Cavalaris, Walter Stefanoni + Show 4 more

Open Access

https://doi.org/10.3390/agriculture12020159

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Abstract

Castor is a crop with an evergreen habit so artificially-induced ripening is an essential precondition for mechanical harvesting of new dwarf annual hybrids. Plants’ moisture imposes a determinant effect both on pre-harvest and post-harvest seed loss, so frequent monitoring of crop ripening is crucial for identifying the optimum moisture for harvest. Remote sensing information from Unmanned Aerial Systems (UASs) along with field measurements were utilized in the present study in order to evaluate three harvest aid chemicals, herbicides glyphosate (GLY) and diquat (DIQ) and the defoliant Spotlight® (DEF) for terminating the castor crop and identifying opportunities for using remote sensing as a tool for monitoring crop ripening. The results showed that glyphosate required more than two weeks to dry out the crop while diquat and spotlight® presented a rapid action within two to four days. Nineteen vegetation indexes (VIs) were derived from a multispectral and an RGB camera mounted on two UAS and were plotted against field measurements. NDVI presented a higher accuracy (R2 = 0.67) for predicting the castor stems’ and leaves’ moisture content while OSAVI and SIPI2 were more powerful in predicting moisture of capsules (R2 > 0.76). High efficiency was also obtained with VARIgreen, an index estimated from the common bands of a conventional RGB camera. The best performing VIs were further utilized in multiple linear regression models also incorporating the date of spraying as information. The VI models further improved the predicting power with an R2 of up to 0.73 for stems and leaves and 0.81 for capsules.

Highlights

Introduction1. Introduction with regard to jurisdictional claims in Castor is a crop with a constantly growing interest all over the world
We avoid presenting the results of the present study as weather data from more than one year and/or region are necessary for safe conclusions. This information used in the present study provides the opportunity to monitor the crop drying process on wide scales if remote sensing information is available
Remote sensing based on Unmanned Aerial Systems (UASs) platforms proved to be a valuable tool for monitoring the castor ripening process after the application of harvest aids to terminate the evergreen crop

Summary

Introduction

1. Introduction with regard to jurisdictional claims in Castor is a crop with a constantly growing interest all over the world. Introduction with regard to jurisdictional claims in Castor is a crop with a constantly growing interest all over the world It provides a high-quality oil with unique properties which are essential for many industrial and pharmaceutical purposes [1,2,3] and being important as a feedstock for biodiesel production [4,5]. It is still lacking from widespread adoption mainly because mechanical harvesting still remains an issue [6,7].

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