Institutionernas doktorandkurser

Startdatum och periodicitet för kurser kan variera. Se detaljer för respektive kurs för aktuell information. För anmälan, kontakta respektive kursansvarig.


PARAFAC analysis of fluorescence datasets

  • Kurskod: FBOM115
  • ECTS-poäng: 2,5
  • Institution: ARKITEKTUR OCH SAMHÄLLSBYGGNADSTEKNIK
  • Forskarskola: Bygg- och miljöteknik
  • Periodicitet: Course is normally given Every two years, or more often if there is sufficient demand.
  • Undervisningsspråk: Kursen kommer att ges på engelska

PARAFAC analysis of fluorescence datasets


Description


PARAllel FACtor analysis (PARAFAC) is used to interpret natural organic matter (NOM) fluorescence when measured using excitation emission matrix (EEM) spectroscopy. PARAFAC resolves overlapping fluorescence signals into independent spectra representing different chemical components. When fluorescence signals conform to Beers Law, this process can lead to the identification and quantification of independently varying fluorophores. However, many practical and analytical hurdles stand between EEM datasets and their chemical interpretation. This course will provide instruction on best-practice application of PARAFAC to fluorescence datasets using the drEEM toolbox for MATLAB.

This course is offered through the PhD program in Water Environment Technology at the Department of Architecture and Civil Engineering, Chalmers University of Technology. Participants who complete the course including submitting a final report can obtain official credit (2.5 ETS points, Pass/Fail grade).


Topics to be covered


(1) PARAFAC model and assumptions; (2) pre-processing for non-trilinearity (scatter) and concentration variability; (3) identifying and treating outliers; (4) model development and visualization; (5) model validation: split-half analysis, core consistency, residual analysis; (6) sensitivity analyses of larger datasets; (7) comparing models using the OpenFlour database.


Prerequisites

  1. An introductory MATLAB course. 

  2. Basic theory of fluorescence spectroscopy and some familiarity with fluorescence literature.



Obtaining course credit
To obtain ETS points for your participation, you will need to:
(1) Read key literature and participate in the tutorial sessions.
(2) Submit a report documenting the results of applaying PARAFAC to a real dataset. The report deadline is approx. 4 weeks after the course ends.


Location


The previous course was held on 5th-7th June, 2018. The current target is to hold the next course in 2020.



The course is offered within a N5T collaboration with the Technical University of Denmark (DTU).



Litteratur

1. Murphy KR, Stedmon CA, Wenig P, Bro R. OpenFluor- an online spectral library of auto-fluorescence by organic compounds in the environment. Analytical Methods. 2014; 6(3):658-61.
2. Murphy KR, Stedmon CA, Graeber D, Bro R. Fluorescence spectroscopy and multi-way techniques. PARAFAC. Analytical Methods. 2013; 5(23):6557-66.

Föreläsare
Teachers: Kathleen Murphy (Chalmers University of Technology), Colin Stedmon (Danish Technical University
Mer information
Enquiries: Kate Murphy murphyk@chalmers.se

Publicerad: to 14 okt 2010. Ändrad: on 23 aug 2017