If you are not an ASABE member or if your employer has not arranged for access to the full-text, Click here for options.
Real-time Tree Foliage Density Estimation with Laser Scanning Sensor for Variable-Rate Tree Sprayer Development
Published by the American Society of Agricultural and Biological Engineers, St. Joseph, Michigan www.asabe.org
Citation: Paper number 131596009 , 2013 Kansas City, Missouri, July 21 - July 24, 2013. (doi: http://dx.doi.org/10.13031/aim.20131596009) @2013
Authors: Yu Chen, Heping Zhu, H. Erdal Ozkan
Keywords: Specialty crop Precision agriculture Tree structure LIDAR Spray efficiency
Abstract. Trees even in the same orchard or nursery can have considerably different structures and foliage densities. Conventional chemical applications often spray the entire field at a constant rate without considering field variations, resulting in excessive chemical waste and spray drift. To address this problem, a foliage density estimation method was developed specifically for the development of an experimental variable-rate sprayer. A ground laser-scanning sensor was utilized to achieve the 3D range measurements of the target tree canopy structure. An algorithm was designed to calculate the foliage density in real time. Laboratory evaluations on artificial trees showed that the calculated and measured foliage densities of trees correlated very well with R2 ranging from 0.94 to 1. The algorithm could also identify the ground, sky, sensor height, tree row center, and background tree row automatically. Test results demonstrated that this density algorithm along with the instant calculation speed enabled the sensor detection system to provide density measurement in real time for variable rate sprayer development.
(Download PDF) (Export to EndNotes)