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Partial Least Squares Regression

Subcategory: remote sensing
Standard reference: Wold et al., 2001
Papers: 5 | Mentions: 9

Local Knowledge Graph (41 entities)

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Description

Uses hyperspectral imaging (400-1000 nm) combined with Partial Least Squares Regression to correlate spectral signatures with measured leaf traits like LMA and LWC. Enables non-destructive remote measurement of plant traits.

Typical Equipment

  • SOC 710 hyperspectral camera
  • digital camera
  • weighing equipment
  • 50% reflective standard
  • ENVI software
  • MATLAB

Output Measurements

  • leaf mass per area (LMA)
  • leaf water content (LWC)
  • spectral reflectance

Papers Using This Protocol (5)

article

Can flowers affect land surface albedo and soil microclimates?

2021International Journal of Biometeorologyusing
article

Remote sensing of ploidy level in quaking aspen (<i>Populus tremuloides</i> Michx.)

2020Journal of Ecologyintroducing
student_paper

Factors Influencing Ungulate Barking Patterns of <i>Populus tremuloides</i>

2017using
student_paper

Floral Albedo as a Response Factor of Climate Change, A case study in <i>Helianthella quinquenervis</i>

2017using
student_paper

Correlation of leaf and community traits and various spectra in meadows along an elevation gradient

2016introducing