Agricultural and Biosystems Engineering Publications
Title
Design and field evaluation of a ground robot for high-throughput phenotyping of energy sorghum
Campus Units
Agricultural and Biosystems Engineering
Document Type
Article
Publication Version
Published Version
Publication Date
2018
Journal or Book Title
Precision Agriculture
Research Focus Area(s)
Biological and Process Engineering and Technology
DOI
10.1007/s11119-018-9601-6
Abstract
This article describes the design and field evaluation of a low-cost, high-throughput phenotyping robot for energy sorghum for use in biofuel production. High-throughput phenotyping approaches have been used in isolated growth chambers or greenhouses, but there is a growing need for field-based, precision agriculture techniques to measure large quantities of plants at high spatial and temporal resolutions throughout a growing season. A low-cost, tracked mobile robot was developed to collect phenotypic data for individual plants and tested on two separate energy sorghum fields in Central Illinois during summer 2016. Stereo imaging techniques determined plant height, and a depth sensor measured stem width near the base of the plant. A data capture rate of 0.4 ha, bi-weekly, was demonstrated for platform robustness consistent with various environmental conditions and crop yield modeling needs, and formative human–robot interaction observations were made during the field trials to address usability. This work is of interest to researchers and practitioners advancing the field of plant breeding because it demonstrates a new phenotyping platform that can measure individual plant architecture traits accurately (absolute measurement error at 15% for plant height and 13% for stem width) over large areas at a sub-daily frequency; furthermore, the design of this platform can be extended for phenotyping applications in maize or other agricultural row crops.
Access
Open
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyright Owner
The Authors
Copyright Date
2018
Language
en
File Format
application/pdf
Recommended Citation
Young, Sierra N.; Kayacan, Erkan; and Peschel, Joshua, "Design and field evaluation of a ground robot for high-throughput phenotyping of energy sorghum" (2018). Agricultural and Biosystems Engineering Publications. 954.
https://lib.dr.iastate.edu/abe_eng_pubs/954
Included in
Agriculture Commons, Bioresource and Agricultural Engineering Commons, Operational Research Commons
Comments
This article is published as Young, Sierra N., Erkan Kayacan, and Joshua M. Peschel. "Design and field evaluation of a ground robot for high-throughput phenotyping of energy sorghum." Precision Agriculture (2018). DOI: 10.1007/s11119-018-9601-6. Posted with permission.