Publications

Journal publications

2022

Petersen, Potdevin, Mohammadi, Zidowitz, Breyer, Nowotka, Henn, Pechmann, Leucker, Rostalski, Herzog
Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions
IEEE Access, vol. 10, pp. 58375-58418, 2022
[Link]

Graßhoff, Petersen, Walterspacher, Rostalski
Model-based Estimation of Inspiratory Effort using Surface EMG
IEEE Transactions on Biomedical Engineering
[Link]

Sauer, Streppel, Carbon, Petersen, Rostalski
Blind source separation of inspiration and expiration in respiratory sEMG signals
Physiological Measurement
[Link] [Accepted Manuscript]

Koo-Poeggel, Neuwerk, Petersen, Graßhoff, Mölle, Martinetz, Marshall
Closed-loop acoustic stimulation during an afternoon nap to modulate subsequent encoding
Journal of Sleep Research
[Link]

2021

Graßhoff, Petersen, Farquharson, Kustermann, Kabitz, Rostalski, Walterspacher
Surface EMG-based quantification of inspiratory effort: a quantitative comparison with Pes
Critical Care, vol. 25, no. 441, 2021
[Link]

2020

Petersen, Sauer, Graßhoff, Rostalski
Removing Cardiac Artifacts From Single-Channel Respiratory Electromyograms
IEEE Access, vol. 8, pp. 30905-30917, 2020
[Link] [Associated toolbox] [Reproducible code capsule]

2019

Herzog, Petersen, Rostalski
Iterative Approximate Nonlinear Inference via Gaussian Message Passing on Factor Graphs
IEEE Control Systems Letters, no. 3, 2019
[Link] [Associated toolbox]

Petersen, Rostalski
A Comprehensive Mathematical Model of Motor Unit Pool Organization, Surface Electromyography and Force Generation
frontiers in Physiology, 2019
[Link] [Associated toolbox]

2017

Petersen, Buchner, Eger, Rostalski
Convolutive blind source separation of surface EMG measurements of the respiratory muscles
Biomedical Engineering/Biomedizinische Technik, no. 62, pp. 171-181, 2017
[Link]

Conference publications

2022

Petersen, Feragen, da Costa Zemsch, Henriksen, Wiese Christensen, Ganz
Feature robustness and sex differences in medical imaging: a case study in MRI-based Alzheimer’s disease detection
Accepted at MICCAI 2022
[arxiv preprint link] [Code]

2020

Petersen, Graßhoff, Eger, Rostalski
Surface EMG-based Estimation of Breathing Effort for Neurally Adjusted Ventilation Control
Proceedings of the 21st IFAC World Congress, 2020
[Link]

2019

Graßhoff, Petersen, Becher, Rostalski
Automatic Estimation of Respiratory Effort using Esophageal Pressure
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 4646-4649, 2019
[Link]

2018

Olbrich, Petersen, Hoffmann, Rostalski
Sparse Estimation for the Assessment of Muscular Activity based on sEMG Measurements
Proceedings of the 18th IFAC Symposium on System Identification (SysID), Stockholm, 2018
[Link]

Petersen, Hoffmann, Rostalski
On Approximate Nonlinear Gaussian Message Passing on Factor Graphs
Proceedings of the IEEE Statistical Signal Processing Workshop, Freiburg, 2018
[Publisher link] [arxiv link]

2017

Hoffmann, Petersen, Handzsuj,Bellani, Rostalski
A Factor Graph-Based Change Point Detection Algorithm With an Application to sEMG-Onset and Activity Detection
Proceedings of the Annual Conference of the German Society for Biomedical Engineering (DGBMT), no. 62, pp. 116-120, 2017

Graßhoff, Petersen, Eger, Bellani, Rostalski
A Template Subtraction Method for the Removal of Cardiogenic Oscillations on Esophageal Pressure Signals
Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017
[Link]

2016

Buchner, Petersen, Eger, Rostalski
Convolutive blind source separation on surface EMG signals for respiratory diagnostics and medical ventilation control
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 3626-3629, 2016
[Link] [Arxiv link]

Petersen
A Mathematical Model of Surface Electromyographic Measurements
Proceedings of the Workshop Biosignal Processing, Germany, 2016

Book reviews

Petersen
Book Review: Is AI Good for the Planet? (Benedetta Brevini)
Prometheus
[Official link] [Current version]
There are, unfortunately, some editing mistakes in the version published by the journal. Please prefer the version published on this website (“current version”) over the journal version.

Conference abstracts

2020

Multusch, Petersen
A mathematical model for the respiratory central pattern generator
Workshop ‘Automation in Medicine’ (Automatisiering in der Medizintechnik, AUTOMED), Lübeck, 2020

2018

Petersen, Rostalski
Static Nonlinear Transformation of Excitation Model Input as an Alternative to Feedback Control in EMG-Force Models
Congress of the International Society for Electrophysiology and Kinesiology (ISEK), Dublin, 2018

Petersen, Rostalski
Mathematical Analysis of a Model of Intracellular Action Potential Generation
Congress of the International Society for Electrophysiology and Kinesiology (ISEK), Dublin, 2018

Petersen, Kahl, Rostalski
Electromyography as a tool for personalized rehabilitation
Annual Conference of the German Society for Biomedical Engineering (DGBMT), Aachen, 2018

Theses

Model-based Probabilistic Inference for Monitoring Respiratory Effort using the Surface Electromyogram
Ph.D. thesis, University of Lübeck, currently under review

Integrative Mathematical Modelling and Simulation of Surface Electromyographic Measurements
M.Sc. thesis, University of Hamburg, 2015

Patient Airway Pressure Determination in Medical Ventilators using Transmission Line Theory
B.Sc. thesis, Technical University of Hamburg, 2012

Patent applications

Eger, Rostalski, Petersen, Graßhoff Process and signal processing unit for determining a pneumatic parameter with the use of a lung-mechanical model and of a gradient model
DE102020133460A1 / US20210205561A1, 2020

Eger, Petersen, Graßhoff, Rostalski
Method and signal processing unit for determining the respiratory activity of a patient
DE112020000233A5 / WO2021052791A1, 2019

Eger, Kahl, Rostalski, Petersen
Apparatus, method, and computer program for influencing the respiration of a person
DE112020000114A5 / WO2020188069A1, 2019

Eger, Rostalski, Petersen, Graßhoff
Method and signal processing unit for determining the respiratory activity of a patient
DE102019007717B3 / WO2021089215A1, 2019

Kahl, Petersen, Graßhoff, Rostalski Method and device for determining a respiratory or cardiogenic signal
DE112020000232A5 / WO2021063601A1, 2019

Code

See here.