Contact

Philipp Müller

Academy Research Fellow
Faculty of Medicine and Health Technology
Tampere University
+358503433369
philipp.muller@tuni.fi

https://orcid.org/0000-0003-4314-7339

Research topics

Data analytics, model-based estimation (Bayesian filtering and smoothing), and machine learning for data from ion-mobility spectrometry, differential mobility spectrometry, inertial sensors, radio signals (WLAN, BLE, UWB).

Selected publications

(1) Peer-reviewed journal articles

P. Müller, K. Pham-Dinh, H. Trinh, A. Rauhameri, N. Cronin, Estimating intra- and inter-subject oxygen consumption in outdoor human gait using multiple neural network approaches, in PLOS ONE, September 2024.

A. Rauhameri, A. Robiños, O. Anttalainen, T. Salpavaara, J. Rantala, V. Surakka, P. Kallio, A. Vehkaoja, P. Müller, Classification of volatile organic compounds by differential mobility spectrometry based on continuity of alpha curves, inIEEE Access, vol. 12, pp. 130571-130582 September 2024.

P. Davidson, H. Trinh, S. Vekki, P. Müller, Surrogate modelling for oxygen uptake prediction using LSTM neural network, in Sensors, vol. 23, article 2249, February 2023.

A. Rauhameri, K. Salminen, J. Rantala, T. Salpavaara, J. Verho, V. Surakka, J. Lekkala, A. Vehkaoja, P. Müller, A comparison of online methods for change point detection in ion-mobility spectrometry data, in Array, vol. 14, article 100151, April 2022

A. Ashfaq, N. Cronin, P. Müller, Recent advances in machine learning for maximal oxygen uptake (VO2 max) prediction: A review, in Informatics in Medicine Unlocked, vol. 22, article 100863, January 2022

D. Sharma, P. Davidson, P. Müller, R. Piché, Indirect estimation of vertical ground reaction force from a body-mounted INS/GPS using machine learning, in Sensors, vol. 21, article 1553, February 2021

P. Müller, K. Salminen, A. Kontunen, M. Karjalainen, P. Isokoski, J. Rantala, J. Leivo, J. Väliaho, P. Kallio, J. Lekkala, V. Surakka, Online scent classification by ion-mobility spectrometry sequences, in Frontiers in Applied Mathematics and Statistics, section Mathematics of Computation and Data Science, vol. 5, article 39, July 2019

P. Müller, K. Salminen, V. Nieminen, A. Kontunten, M. Karjalainen, P. Isokoski, J. Rantala, M. Savia, J. Väliaho, P. Kallio, J. Lekkala, V. Surakka, Scent classification by K nearest neighbors using ion-mobility spectrometry measurements, in Expert Systems with Applications, vol. 115, pp. 593 – 606, January 2019.

P. Müller, J.A. del Peral-Rosado, R. Piché, and G. Seco-Granados, Statistical trilateration with skew-t distributed errors in LTE networks, In IEEE Transactions on Wireless Communications, vol. 15, no. 10, pp. 7114 – 7127, October 2016.

P. Müller, M. Raitoharju, S. Ali-Löytty, L. Wirola, and R. Piché, A survey of parametric fingerprint-positioning methods, In Gyroscopy and Navigation, vol. 7, issue 2, pp. 107 – 127, April 2016.

P. Müller, H. Wymeersch, and R. Piché, UWB positioning with generalized Gaussian mixture filters, In IEEE Transactions on Mobile Computing, vol. 13, no. 10, pp. 2406 – 2414, October 2014.

(2) Peer-reviewed conference articles

A. Rauhameri, O. Anttalainen, J. Rantala, V. Surakka, A. Vehkaoja, P. Müller. Clustering of Alpha Curves in Differential Mobility Spectrometry Data. In 2022 International Symposium on Olfaction and Electronic Nose (ISOEN), May-June 2022

K. Salminen, J. Rantala, P. Müller. People stink!: Towards identification of people from breath samples. In 2022 International Symposium on Olfaction and Electronic Nose (ISOEN), May-June 2022

T. Partanen, P. Müller, J. Collin, and J. Björklund. Implementation and accuracy evaluation of fixed camera-based object positioning system employing CNN-detector. In European Workshop on Visual Information Processing (EUVIP 2021), June 2021, 6 p.

N. Nguyen, P. Müller, J. Collin. The calibration and statistical analysis of noise in triaxial magnetometers. In 16th Workshop in Positioning, Navigation and Communication (WPNC’19), October 2019

G. Minaev, P. Müller, A. Visa, R. Piché. Indoor localisation using aroma fingerprints: Comparing nearest neighbour classification accuracy using different distance measures. In 7th International Conference on Systems and Control (ICSC’18), October 2018

P. Müller, S. Ali-Löytty, J. Lekkala, R. Piché. Indoor Localisation using Aroma Fingerprints: A First Sniff, In 14thWorkshop in Positioning, Navigation and Communication (WPNC’17), October 2017.

P. Müller and R. Piché, Statistical trilateration with skew-t errors, In International Conference on Localization and GNSS (ICL-GNSS) 2015, June 2015.

P. Müller, S. Ali-Löytty, M. Dashti, H. Nurminen, and R. Piché, Gaussian mixture filter allowing negative weights and its application on positioning using signal strength measurements, In 9th Workshop in Positioning, Navigation and Communication (WPNC’12), March 2012.

(3) Other publications

P. Müller, Algorithms for positioning with nonlinear measurement models and heavy-tailed and asymmetric distributed additive noise, Doctoral Dissertation, August 2016.

For a full list of publications please visit the TUTCRIS portal (https://tutcris.tut.fi/portal/en/).

Seyyedreza Mirirostami

Visitor, Research
Faculty of Information Technology and Communication Sciences
Tampere University
seyyedreza.mirirostami@tuni.fi

https://orcid.org/https://orcid.org/0000-0002-6221-9257

More information

About me

Seyyed Reza Miri Rostami received the BSc degree in electronics engineering from the Babol Noshirvani University of Technology, Babol, Iran, in 2015, and the MSc degree in electrical communication engineering from the Tarbiat Modares University, Tehran, Iran, in 2017. He is currently a Phd candidate with Tampere University, Finland. His current research interests include image processing, optimization, parallel computing, signal processing, computational optics, and lensless imaging.

Funding

Selected publications

1) Miri Rostami, Seyyed Reza, et al. "GPU-accelerated double-stage delay-multiply-and-sum algorithm for fast photoacoustic tomography using LED excitation and linear arrays." Ultrasonic Imaging 41.5 (2019): 301-316.

2) Rostami, Seyyed Reza Miri, and Mohsen Ghaffari-Miab. "Fast computation of finite difference generated time-domain green's functions of layered media using OpenAcc on graphics processors." 2017 Iranian Conference on Electrical Engineering (ICEE). IEEE, 2017.

3) Rostami, Seyyed Reza Miri, and Mohsen Ghaffari-Miab. "Finite difference generated transient potentials of open-layered media by parallel computing using OPENMP, MPI, OPENACC, and CUDA." IEEE Transactions on Antennas and Propagation 67.10 (2019): 6541-6550.

4) Rostami, Seyyed Reza Miri, et al. "OpenACC GPU implementation of double-stage delay-multiply-and-sum algorithm: toward enhanced real-time linear-array photoacoustic tomography." Photons Plus Ultrasound: Imaging and Sensing 2019. Vol. 10878. International Society for Optics and Photonics, 2019.

5) S. Bahrami, G. Moloudian, S. R. Miri-rostami and T. Bjorninen, "Compact Microstrip Antennas with Enhanced Bandwidth for the Implanted and External Subsystems of a Wireless Retinal Prosthesis," in IEEE Transactions on Antennas and Propagation, doi: 10.1109/TAP.2020.3025245.

6) Moloudian, Gholamhosein, Seyyed Reza Miri Rostami, and Toni Björninen. "Modified Wilkinson power divider with harmonics suppression and compact size for GSM applications." International Journal of RF and Microwave Computer‐Aided Engineering 30.7 (2020): e22209.

7) Rostami, S.R., Katkovnik, V. and Egiazarian, K., 2021. Extended DoF and achromatic inverse imaging for lens and lensless MPM camera based on Wiener filtering of defocused OTFs. Optical Engineering, 60(5), p.051204.

8) Rostami, Seyyed Reza Miri, Samuel Pinilla, Igor Shevkunov, Vladimir Katkovnik, and Karen Egiazarian. "Optimized Power-Balanced Hybrid Phase-Coded Optics and Inverse Imaging for Achromatic EDoF." arXiv preprint arXiv:2103.05720 (2021).