Lecture "Adaptive Filters"

Basic Information

Lecturers:   Gerhard Schmidt (lecture) and Tobias Hübschen (exercise)
Room:   F-SR III
Language:   English
Target group:   Students in electrical engineering and computer engineering
Prerequisites:   Basics in system theory
Contents:  

Students attending this lecture should learn the basics of adaptive filters. To achieve this, necessary algorithms will be derived and applied to problems arising in speech and audio processing. The algorithms comprise Wiener filtering, linear prediction, and adaptive schemes such as the NLMS algorithm, affine projection, and the RLS algorithm. For applications from speech and audio processing we use noise and reverberation reduction, echo cancellation, and beamforming.

Topic overview:

  • Introduction and application examples
  • Signal properties and cost functions
  • Wiener filter and principle of orthogonality
  • Linear prediction
  • RLS algorithm
  • LMS algorithm and its normalized version
  • Affine projection algorithm
  • Control of adaptive filters
  • Efficient processing structures
  • Applications of linear prediction

 

News

The exam dates have been set. There are a total of five dates available from July until October.

 

 

Lecture Slides

The slides of the lecture can be found here.

 

Extensions

  Extension for the lecture "Wiener Filter"
(derivation of the error surface)

 

Matlab Demos

  Matlab demo (GUI based) for adaptive system identification
  Matlab demo (GUI based) for adaptive noise suppression
  Matlab demo (GUI based) for linear prediction
  Matlab demo (GUI based) for the NLMS algorithms
  Matlab demo (GUI based) for prediction-based filter design

 

Exercises

The first exercise will be on 04.05.2018 at 8.15 h in F-SR III. Please Prepare by reviewing the topics Wiener Filter and Linear Prediction.

The second exercise will be on 01.06.2018 at 8.15 h in F-SR III.

At the end of the semester, each student will give a talk about a certain topic. The aim is both to give you the chance to work on an adaptive filter-related topic that interests you, and to improve your presentational skills. The talks should take ten minutes, plus 2.5 minutes of discussion and 2.5 minutes of feedback.

Please contact This email address is being protected from spambots. You need JavaScript enabled to view it. with your topic suggestion. Below you can find the current schedule of the talks.

Date   Room   Time   Topic   Presenter(s)
22.06.2018   F-SR III   08:20 h   Active Noise Control in Headphones   Fynn Kamrath
22.06.2018   F-SR III   08:35 h   Adaptive Filters in Hearing Aids   Sreejith Gopakumar
22.06.2018   F-SR III   08:50 h   Adaptation of Neural Networks   Erman Kalpakçı
22.06.2018   F-SR III   09:05 h   Non-Linear Echo Cancellation   Claudius Karnstädt
22.06.2018   F-SR III   09:30 h   ROSE-Filter for Radar Tracking   Fabian Heuer, Simon Helling
22.06.2018   F-SR III   09:55 h   Filtered-X LMS Algorithm   Tobias Seide

 

 

Exams

Below is the list of students with their exam dates. If you do not have a date for the exam yet please register in the online booking system. You can find the booking system here.

Date   Time   Students (matriculation numbers)   Assessor
xx.xx.2018   xx:xx h        

 

Website News

03.03.2018: Team wall added.

28.02.2018: News wall added.

20.01.2017: Talk from Dr. Sander-Thömmes added.

12.01.2018: New RED section on Trend Removal added.

29.12.2017: Section Years in Review added.

Recent Publications

T. O. Wisch, T. Kaak, A. Namenas, G. Schmidt: Spracherkennung in stark gestörten Unterwasserumgebungen, Proc. DAGA, Germany, 2018

S. Graf, T. Herbig, M. Buck, G. Schmidt: Low-Complexity Pitch Estimation Based on Phase Differences Between Low-Resolution Spectra, Proc. Interspeech, pp. 2316 -2320, 2017

Contact

Prof. Dr.-Ing. Gerhard Schmidt

E-Mail: gus@tf.uni-kiel.de

Christian-Albrechts-Universität zu Kiel
Faculty of Engineering
Institute for Electrical Engineering and Information Engineering
Digital Signal Processing and System Theory

Kaiserstr. 2
24143 Kiel, Germany

Recent News

DSS Participation in the Lecture Series "Language and Society"

Prof. Anja Leue from the psychology department of our university organized a lecture series on the topic "language and society". Also the DSS group participated in that event and we presented some of our results on speech in disturbed environments. The lecture took place on Thursday, 5th of May, in one of the lecture rooms in the Audimax building. After the talk, a nice, interesting (and for ...


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