13D051OMO - Advanced Methods of Electrophysiological Signal Analysis

Course specification
Course title Advanced Methods of Electrophysiological Signal Analysis
Acronym 13D051OMO
Study programme Electrical Engineering and Computing
Module System Control and Signal Processing
Type of study doctoral studies
Lecturer (for classes)
    Lecturer/Associate (for practice)
      Lecturer/Associate (for OTC)
        ESPB 9.0 Status elective
        Condition no
        The goal Applying modern computer methods of signal processing and analysis in physiological signals for diagnostics and automatic diagnosis. Improvement of existing methods.
        The outcome The ability to apply modern computational methods: the analysis electrophysiological signal in research and in clinical conditions, as well as signal processing to improve diagnostic and automatic diagnosis.
        Contents of lectures Specificity of processing and analysis of electrophysiological signals (EF). Filters and their application. Digital filters and window functions. Z - transformation. Adaptive MA and ARMA filters. Kalmanov filter. Model estimation and system status. Adaptive signal processing based on multiple inputs. Examples of analysis of electrophysiological signal.
        Contents of exercises Project work.
        1. Ljubisavljevic M, Popovic M. Data acquisition, processing and storage. 1999, In: Windhorst U, Johansson H (eds.) Modern techniques in neuroscience. Springer-Verlag, Chapter 45, pp. 1277-1309
        2. Cohen, Biomedical signal processing I i II, 2000, CRC Press.
        3. SM Dunn, A Constantinides, PV Moghe, Numerical Methods in Biomedical Engineering, 2006, Elsevier.
        Number of hours per week during the semester/trimester/year
        Lectures Exercises OTC Study and Research Other classes
        Methods of teaching Lectures, application of methods from recommended papers.
        Knowledge score (maximum points 100)
        Pre obligations Points Final exam Points
        Activites during lectures 0 Test paper 70
        Practical lessons 0 Oral examination 0
        Colloquia 30
        Seminars 0