Agronomy and Horticulture, Department of

 

Plant and Soil Sciences eLibrary

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UAV-based High Throughput Phenotyping in Plant Breeding

Document Type

Learning Object

Date of this Version

Fall 2022

Citation

Plant and Soil Sciences eLibrary (PASSeL) Lesson

Comments

Published 2022. Used by permission.

Development of this lesson was supported in part by the U.S. Department of Agriculture, National Institute of Food and Agriculture project 2020-68013-32371. Any opinions, findings, conclusions or recommendations expressed in this publication are those of the author(s) and do not necessarily reflect the view of the U.S. Department of Agriculture.

Abstract

An introduction to plant breeding and high throughput phenotyping. This lesson outlines the steps and goals of the plant breeding process and identifies areas that can be improved with high throughput phenotyping methods. It also covers the steps necessary to collect and process UAV-based high throughput phenotyping data to make reliable plant breeding decisions.

Lesson Objectives

  1. Explain plant breeding and the goals of the plant breeding process.
  2. Compare and contrast different high throughput phenotyping (HTP) sensors deployed on unmanned aerial vehicles (UAV) and their potential to improve the plant breeding process.
  3. Outline the steps necessary to collect data using UAV-based HTP methods: pre-flight mission planning, pre-flight set up, and flight.
  4. Summarize the general process of storing, processing, and extracting information from raw data collected by sensors deployed on UAV and explain how it can be used to make reliable plant breeding decisions.
  5. Identify the limitations of HTP and the status of HTP in current breeding programs.

Modules

  1. Overview
  2. Learning Objectives
  3. Farming Success in a Changing World
  4. Can New Technology Help Plant Breeding Decision Making?
  5. High Throughput Phenotyping Sensors
  6. UAV Flight
  7. Ground-Truthing
  8. Data Analysis
  9. Limitations to High Throughput Phenotyping
  10. Use of High Throughput Phenotyping Today

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