Schumm, Johannes

With his diploma thesis (Genetic Algorithm for Feature Selection) Johannes Schumm finalized his study of electrical engineering at the RWTH Aachen. During his study he made an Erasmus semester at the University of Bath and performed afterwards his industrial internship in Sao Paulo. In August 2006 he joined the Wearable Group at the Electronics Laboratory and was involved in the European project SEAT. His current research focuses on the quality appraisal of unobtrusive physiological measurements.

Research Interests

• Ambient Assisted Living and Pervasive Healthcare
• Unobtrusive Physiological Monitoring
• Signal Processing
• Sensor Fusion

Past Student Projects

Master Thesis

• Garment-based measurement of human upper body orientation using miniature inertial sensing units; Rene Winkler (FS09)
• ECG Signal Appraisal; Sebastian Axmann (WS08)
• Emotion Board ++; Andreas Baur (SS08)
• Context Recognition in Seat Environment; Claudia Lorenz (SS08)
• Physiological Sensing in a Seat Environment; Marcel Bächler (WS07)

Semester Thesis

• Online Heart Rate Variability Evaluation;Stefan Scheidegger (WS08)
• Big Brother in a seat environment; Rene Winkler and Christian Dobler (SS08)
• Feature Selection
• Automatic artefact compensation in EOG signals; Martin Wirz and Philip Herter (SS07)
• Head Tracking, Claudia Lorenz (SS07)
• Emotion Board; Marcel Bächler (SS07)

Lectures:

• Responsible for Wearable System I exercise during the Winter Semester 06/07

Projects and Scientific Involvement

• SEAT: Smart Technologies for stress free air travel
• Pervasive Health Conference: Demonstration Chair

Publications

For all IEEE publications please consider the IEEE Copyright Notice:
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2011

• Quality Appraisal of an ECG Signal Measured in an Airplane Seat
  Johannes Schumm, Bert Arnrich and Gerhard Tröster
  (2011), in: Accepted for IEEE Pervasive Computing Journal
  [ BiBTeX RIS DOI ]
• Sensor Fusion: Foundation and Applications
  Bert Arnrich, Cornelia Setz, Johannes Schumm and Gerhard Tröster
  chapter Design, implementation and evaluation of a multimodal sensor system integrated into an airplane seat, INTECH, 2011
  [ BiBTeX RIS PDF URL ]
• Towards Long Term Monitoring of Electrodermal Activity in Daily Life
  Cornelia Setz, Franz Gravenhorst, Johannes Schumm, Bert Arnrich and Gerhard Tröster
  (2011), in: Accepted for Personal and Ubiquitous Computing Journal
  [ BiBTeX RIS PDF DOI ]

2010

• An educational and research kit for activity and context recognition from on-body sensors
  Daniel Roggen, Marc Bächlin, Johannes Schumm, Thomas Holleczek, Clemens Lombriser, Lars Widmer, Dennis Majoe, Jürg Gutknecht and Gerhard Tröster
  in: Accepted for the International Conference on Body Sensor Networks (BSN 2010), 2010
  [ BiBTeX RIS ]
• Design and Modeling of a Textile Pressure Sensor for Sitting Posture Classification
  Jan Meyer, Bert Arnrich, Johannes Schumm and Gerhard Tröster
  (2010), in: IEEE SENSORS JOURNAL, 10:8(1391 - 1398)
  [ BiBTeX RIS DOI ]
• Discriminating Stress from Cognitive Load Using a Wearable EDA Device
  Cornelia Setz, Bert Arnrich, Johannes Schumm, Roberto La Marca, Gerhard Tröster and Ulrike Ehlert
  (2010), in: IEEE Transactions on Information Technology in Biomedicine, 14:2(410-417)
  [ BiBTeX RIS PDF DOI URL ]
• ETHOS: Miniature Orientation Sensor for Wearable Human Motion Analysis
  Holger Harms, Oliver Amft, Rene Winkler, Johannes Schumm, Martin Kusserow and Gerhard Tröster
  in: Proceedings of IEEE Sensors conference, IEEE, 2010
  [ BiBTeX RIS ]
• Pervasive Technologies in Airplane Seats: Towards Safer and Stress-Free Air Travel
  Cornelia Setz, Johannes Schumm, Dominique Favre, Christian Liesen, Bert Arnrich, Daniel Roggen and Gerhard Tröster
  Video and accompanying paper for The Eighth International Conference on Pervasive Computing, Helsinki, Finland, 2010
  [ BiBTeX RIS PDF URL ]
• Probabilistic Appraisal Of Unobtrusively Measured ECG Signals
  Johannes Schumm, Bert Arnrich and Gerhard Tröster
  in: ISSNIP Biosignals and Biorobotics Conference 2010, Vitoria, 2010
  [ BiBTeX RIS PDF ]
• Towards Long Term Monitoring of Electrodermal Activity in Daily Life
  Cornelia Setz, Johannes Schumm, Martin Kusserow, Bert Arnrich and Gerhard Tröster
  in: 5th International Workshop on Ubiquitous Health and Wellness (UbiHealth 2010), 2010
  [ BiBTeX RIS PDF ]
• Unobtrusive Physiological Monitoring in an Airplane Seat
  Johannes Schumm, Cornelia Setz, Marc Bächlin, Marcel Bächler, Bert Arnrich and Gerhard Tröster
  (2010), in: Personal and Ubiquitous Computing, 14:6(541-550)
  [ BiBTeX RIS PDF DOI URL ]

2009

• Automatic Signal Appraisal for Unobtrusive ECG Measurements
  Johannes Schumm, Sebastian Axmann, Bert Arnrich and Gerhard Tröster
  in: Proceedings of the Biosignal Interpretation Conference, Yale University, 2009
  [ BiBTeX RIS PDF ]
• Combining Worthless Sensor Data
  Cornelia Setz, Johannes Schumm, Claudia Lorenz, Bert Arnrich and Gerhard Tröster
  in: Measuring Mobile Emotions Workshop at MobileHCI, 2009
  [ BiBTeX RIS PDF ]
• Quantifying Gait Similarity: User Authentication and Real-World Challenge
  Marc Bächlin, Johannes Schumm, Daniel Roggen and Gerhard Tröster
  in: Advances in Biometrics, Third International Conference, ICB 2009, Alghero, Italy, June 2009. Proceedings, pages 1040-1049, Springer Berlin / Heidelberg, 2009
  [ BiBTeX RIS DOI URL ]
• Unsupervised Monitoring of Sitting Behavior
  Bernd Tessendorf, Bert Arnrich, Johannes Schumm, Cornelia Setz and Gerhard Tröster
  in: Proceedings of EMBC09, 2009
  [ BiBTeX RIS PDF DOI ]
• Using Ensemble Classifier Systems for Handling Missing Data in Emotion Recognition from Physiology: One Step Towards a Practical System
  Cornelia Setz, Johannes Schumm, Claudia Lorenz, Bert Arnrich and Gerhard Tröster
  in: Proceedings of the 2009 3rd International Conference on Affective Computing and Intelligent Interaction, ACII, pages 187-194, 2009
  [ BiBTeX RIS PDF DOI URL ]

2008

• An automatic parameter extraction method for the 7x50m Stroke Efficiency Test
  Marc Bächlin, Kilian Förster, Johannes Schumm, Dominik Breu, Jürg Germann and Gerhard Tröster
  in: Proceedings of 3rd International Conference on Pervasive Computing and Applications 2008, Alexandria, Egypt, pages 442-447, IEEE Conference Publications Management Group, 2008
  [ BiBTeX RIS URL ]
• Effect of movements on the electrodermal response after a startle event
  Johannes Schumm, Marc Bächlin, Cornelia Setz, Bert Arnrich, Daniel Roggen and Gerhard Tröster
  (2008), in: Methods of Information in Medicine, 47:3(186-191)
  [ BiBTeX RIS PDF DOI URL ]
• Effect of movements on the electrodermal response after a startle event
  Johannes Schumm, Marc Bächlin, Cornelia Setz, Bert Arnrich, Daniel Roggen and Gerhard Tröster
  in: Proceedings of 2nd International Conference on Pervasive Computing Technologies for Healthcare (Pervasive Health), pages 315-318, 2008
  [ BiBTeX RIS PDF DOI URL ]

2007

• Adaptation and learning: Towards applications in wearable computing
  Oliver Amft, Marc Bächlin, Andreas Bulling, Martin Rumo, Johannes Schumm, Cornelia Setz, Thomas Stiefmeier, Bert Arnrich, Daniel Roggen and Gerhard Tröster
  ETZ Zurich, 2007
  [ BiBTeX RIS PDF ]