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Boudewijn van den Berg

Netherlands

@bouvdberg

Postdoctoral Researcher | Biomedical Signal Analysis, Machine Learning

Badges

Python

Certifications

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Work Experience

  • Postdoctoral Researcher

    University of Twente•  January 2022 - December 2022

    Developed explainable machine learning methods to identify neurophysiological biomarkers associated with chronic pain syndromes. Developed and improved brain-computer interfaces for alertness and mental workload estimation based on explainable machine learning methods.

  • PhD Candidate

    University of Twente•  March 2018 - December 2021

    Developed technology for non-invasive testing of the function of nervous fibers in patients with chronic pain syndromes using electroencephalography. Organized of 16 laboratory and clinical studies on more than 200 human subjects. Published 10 articles in academic journals. Presented at 16 national and international conferences. Supervised of 5 Master thesis projects and 3 Bachelor thesis projects. Received PhD title "cum laude", awarded for the demonstration of exceptional competence in the independent practice of science.

  • Master Thesis

    University of Twente•  February 2017 - March 2018

    Developed a Matlab library for analysis of electroencephalography data using linear mixed models. Awarded with the 2018 University of Twente Graduation Award.

  • Teaching Assistant

    University of Twente•  September 2014 - June 2017

    Teaching assistance during the courses: Optimal Estimation in Dynamic Systems (using Matlab), Image Processing and Computer Vision (using Matlab), Biomedical Signal Analysis (using Matlab), Biomedical Robotics (using C++), Modeling of Physiological Systems (using Matlab and Simulink), Physical Chemistry.

  • Internship

    UNIFRA•  November 2015 - March 2016

    Developed a low-cost system and software (in C++) for wireless biopotential measurement.

  • Bachelor Thesis

    University of Twente•  February 2014 - August 2014

    Developed an object-oriented platform-independent C++ library for 3D tracking of microrobots based on microscopy and ultrasound imaging. Developed a setup for 3D tracking of microrobots using an actuated ultrasound probe.

Education

  • University of Twente

    Biomedical Engineering, PhD•  March 2018 - December 2021

    Cum Laude

  • University of Twente

    Electrical Engineering, MS•  September 2014 - March 2018

  • University of Twente

    Biomedical Engineering, MS•  September 2014 - March 2018

  • University of Twente

    Biomedical Engineering, BS•  September 2011 - August 2014

    Cum Laude, Honors Program.

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