4.7 Review

Applications of UAS in Crop Biomass Monitoring: A Review

Journal

FRONTIERS IN PLANT SCIENCE
Volume 12, Issue -, Pages -

Publisher

FRONTIERS MEDIA SA
DOI: 10.3389/fpls.2021.616689

Keywords

unmanned aerial systems; unmanned aerial vehicle; remote sensing; crop biomass; smart agriculture; precision agriculture

Categories

Funding

  1. Key Research and Development Program of Nanning [20192065]
  2. National Natural Science Foundation for Young Scientists of China [31801804]
  3. special funds for Science Technology Innovation and Industrial Development of Shenzhen Dapeng New District [PT202001-06]
  4. National Innovation and Entrepreneurship Training Plan for College Students [201910593010]

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This review highlights the importance of using unmanned aerial systems (UAS) to monitor crop biomass, discusses current challenges, and explores future research directions.
Biomass is an important indicator for evaluating crops. The rapid, accurate and nondestructive monitoring of biomass is the key to smart agriculture and precision agriculture. Traditional detection methods are based on destructive measurements. Although satellite remote sensing, manned airborne equipment, and vehicle-mounted equipment can nondestructively collect measurements, they are limited by low accuracy, poor flexibility, and high cost. As nondestructive remote sensing equipment with high precision, high flexibility, and low-cost, unmanned aerial systems (UAS) have been widely used to monitor crop biomass. In this review, UAS platforms and sensors, biomass indices, and data analysis methods are presented. The improvements of UAS in monitoring crop biomass in recent years are introduced, and multisensor fusion, multi-index fusion, the consideration of features not directly related to monitoring biomass, the adoption of advanced algorithms and the use of low-cost sensors are reviewed to highlight the potential for monitoring crop biomass with UAS. Considering the progress made to solve this type of problem, we also suggest some directions for future research. Furthermore, it is expected that the challenge of UAS promotion will be overcome in the future, which is conducive to the realization of smart agriculture and precision agriculture.

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