Hyperspectral Remote Sensing

field spectroscopy and image analysis

Lecturer

Martin Bachmann

ECTS

5 ECTS  

Aim

Spectroscopy and hyperspectral remote sensing enables to retrieve very detailed spectral information about a certain surface in dense bandwith intervalls. Information on the “spectral fingerprints” of surfaces is then available in a near-continuous manner. This allows for the differentiation of materials, such different geologic surfaces, different urban materials, or plants of different composition and vigor. Especially field- and laboratory spectroscopy has shown many benefits, as measurements can be carried out in a controlled environment, and can be directly visualized and explained. This course provides you insights into practical experiments using a field spectrometer, and subsequent data analysis to assess key environmental parameters such as plant health, soil moisture content, and geologic composition.

 

Content

The content of this course includes both the theoretical background of field and imaging spectroscopy, as well as practical experiments and subsequent data analysis. In particular, we will adress: the theoretical background of field and imaging spectroscopy / general reflectance and transmittance properties of plant leaves, canopies and soils / the quantification of biophysical and biochemical properties using spectroscopic measurements, feature parametrization and regression analysis / the advantages and challenges of existing and planned hyperspectral spaceborne sensors

 

Coding

Coding examples and individual work will be covered

Software

Various software programs will be used, but mainly OpenSource software such as R.

Techniques

Different techniques will be introduced and practically applied.
w

Content

The content of scientific with regard to the audience will be discussed.

General Course News and Updates

International Day of Women and Girls in Science

International Day of Women and Girls in Science

We would like to celebrate the International Day of Women and Girls in Science with you! It is celebrated annually on February 11th. This day aims to promote full and equal access to science for women and girls, as well as to recognize the achievements of women in...

read more
GRASS GIS introduced in our EAGLE MSc

GRASS GIS introduced in our EAGLE MSc

The very powerful and versatile spatial analysis program, GRASS, is introduced today within our EAGLE spatial data software course. GRASS provides a wide variety of functions, but just a few possibilities such as VI calculation, time-series or Python programming in...

read more
Introduction to Whitebox software

Introduction to Whitebox software

The Whitebox geospatial software offers a wide range of functionality which are partly also not available in other packages, such as hydrological analysis or Lidar processing. Our earth observation EAGLE students are learning diverse geospatial software packages in...

read more
Internship Networking event

Internship Networking event

Our EAGLEs have to conduct two internship and like to do them in quite diverse fields. Their research interests range from dry ecosystems to mountains, from conservation to agriculture, from the Arctic to Africa and from Earth Observation companies to large research...

read more
UAS application in a biosphere reserve

UAS application in a biosphere reserve

Our EAGLE Helena Wehner presented her work in the Rhoen biosphere reserve where she tested the potential of low cost consumer drones for conservation.  She aimed at mapping animal tracks using photogrammetry approaches in snowy landscapes. The structure through...

read more
Online RStoolbox bug code sprint

Online RStoolbox bug code sprint

Our new maintainer, konstantin Mueller, one of our EAGLE students, migrated the remote sensing R package to sf, terra/stars and got it back onto cran. However, as usual various bugs are still around and during our eagle remote sensing programming lecture the youngest...

read more
EAGLEs learn SNAP

EAGLEs learn SNAP

Various very specific scientific software packages are developed to serve specific purposes like the SNAP tools for Sentinel fleet data processing. Our EAGLEs have to learn the wealth of relevant software packages for our field of research and get to know the pros and...

read more
our EAGLEs train SAGA GIS

our EAGLEs train SAGA GIS

Within our EAGLE MSc program our students are learning quite a variety of programming environments and software programs, however due to the high diversity of available (open-source) programs our students have to apply their spatial research skills to learn a totally...

read more