Rainer Martin

Orcid: 0000-0002-9587-4215

Affiliations:
  • Ruhr University Bochum, Institute of Communication Acoustics, Germany
  • TU Braunschweig, Germany
  • AT&T Speech and Image Processing Services Research Lab, Florham Park, NJ, USA
  • RWTH Aachen University of Technology, Institute of Communication Systems and Data Processing (IND), Germany (PhD 1996)


According to our database1, Rainer Martin authored at least 159 papers between 1987 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
On the Impact of Frequency Resolution on Female and Male Speech in DNN-Based Noise Reduction Systems.
Proceedings of the 18th International Workshop on Acoustic Signal Enhancement, 2024

Utilizing Head Rotation Data in DNN-based Multi-Channel Speech Enhancement for Hearing AIDS.
Proceedings of the 18th International Workshop on Acoustic Signal Enhancement, 2024

Source Signal Capture in Acoustic Sensor Networks based on Robust Beamforming and Source-Related Cluster Estimation.
Proceedings of the 18th International Workshop on Acoustic Signal Enhancement, 2024

Filter Synthesis for Robust Feedback Active Noise Control Using Non-Uniformly Discretized Fourier Spectra.
Proceedings of the 32nd European Signal Processing Conference, 2024

2023
Signal processing and machine learning for speech and audio in acoustic sensor networks.
EURASIP J. Audio Speech Music. Process., December, 2023

Short-term Extrapolation of Speech Signals Using Recursive Neural Networks in the STFT Domain.
Proceedings of the 24th Annual Conference of the International Speech Communication Association, 2023

Personalized Acoustic Scene Classification in Ultra-low Power Embedded Devices Using Privacy-preserving Data Augmentation.
Proceedings of the 24th Annual Conference of the International Speech Communication Association, 2023

Head movements in two- and four-person interactive conversational tasks in noisy and moderately reverberant conditions.
Proceedings of the 24th Annual Conference of the International Speech Communication Association, 2023

Database of Simulated Room Impulse Responses for Acoustic Sensor Networks Deployed in Complex Multi-Source Acoustic Environments.
Proceedings of the 31st European Signal Processing Conference, 2023

2022
First-Order Recursive Smoothing of Short-Time Power Spectra in the Presence of Interference.
IEEE Signal Process. Lett., 2022

Spectral sparsification of speech signals and its interaction with top-down mechanisms in adult cochlear implant users.
Speech Commun., 2022

Dual-Compression Neural Network with Optimized Output Weighting For Improved Single-Channel Speech Enhancement.
Proceedings of the 17th International Workshop on Acoustic Signal Enhancement, 2022

A State-Space Recurrent Neural Network Model for Dynamical Loudspeaker System Identification.
Proceedings of the 17th International Workshop on Acoustic Signal Enhancement, 2022

Accelerated Unsupervised Clustering in Acoustic Sensor Networks Using Federated Learning and a Variational Autoencoder.
Proceedings of the 17th International Workshop on Acoustic Signal Enhancement, 2022

Clustering-based Wake Word Detection in Privacy-aware Acoustic Sensor Networks.
Proceedings of the 23rd Annual Conference of the International Speech Communication Association, 2022

On Spectral and Temporal Sparsification of Speech Signals for the Improvement of Speech Perception in CI Listeners.
Proceedings of the IEEE International Conference on Acoustics, 2022

Optimized Learning of Spatial-Fourier Representations from Fast HRIR Recordings.
Proceedings of the 30th European Signal Processing Conference, 2022

2021
Privacy-Preserving Audio Classification Using Variational Information Feature Extraction.
IEEE ACM Trans. Audio Speech Lang. Process., 2021

Privacy-Preserving Feature Extraction for Cloud-Based Wake Word Verification.
Proceedings of the 22nd Annual Conference of the International Speech Communication Association, Interspeech 2021, Brno, Czechia, August 30, 2021

Estimation of Microphone Clusters in Acoustic Sensor Networks Using Unsupervised Federated Learning.
Proceedings of the IEEE International Conference on Acoustics, 2021

A DNN Autoencoder for Automotive Radar Interference Mitigation.
Proceedings of the IEEE International Conference on Acoustics, 2021

Unsupervised Clustered Federated Learning in Complex Multi-source Acoustic Environments.
Proceedings of the 29th European Signal Processing Conference, 2021

Analysis and Improvements of the Cepstrum Method for Fundamental Frequency Estimation in Music Signals.
Proceedings of the 29th European Signal Processing Conference, 2021

2020
Binaural Direct-to-Reverberant Energy Ratio and Speaker Distance Estimation.
IEEE ACM Trans. Audio Speech Lang. Process., 2020

Harmonic/Percussive Sound Separation and Spectral Complexity Reduction of Music Signals for Cochlear Implant Listeners.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Audio Feature Extraction for Vehicle Engine Noise Classification.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2019
Making Music More Accessible for Cochlear Implant Listeners: Recent Developments.
IEEE Signal Process. Mag., 2019

Privacy-Preserving Siamese Feature Extraction for Gender Recognition versus Speaker Identification.
Proceedings of the 20th Annual Conference of the International Speech Communication Association, 2019

Privacy-Preserving Variational Information Feature Extraction for Domestic Activity Monitoring versus Speaker Identification.
Proceedings of the 20th Annual Conference of the International Speech Communication Association, 2019

Direct-to-reverberant Energy Ratio Estimation Based on Interaural Coherence and a Joint ITD/ILD Model.
Proceedings of the IEEE International Conference on Acoustics, 2019

Privacy-aware Feature Extraction for Gender Discrimination versus Speaker Identification.
Proceedings of the IEEE International Conference on Acoustics, 2019

Spectral Complexity Reduction of Music Signals for Cochlear Implant Users based on Subspace Tracking.
Proceedings of the 27th European Signal Processing Conference, 2019

Model-based Optimization of a Low-dimensional Modulation Filter Bank for DRR and T60 Estimation.
Proceedings of the 27th European Signal Processing Conference, 2019

2018
Spoofing Detection in Automatic Speaker Verification Systems Using DNN Classifiers and Dynamic Acoustic Features.
IEEE Trans. Neural Networks Learn. Syst., 2018

Binaural Speaker Localization Integrated Into an Adaptive Beamformer for Hearing Aids.
IEEE ACM Trans. Audio Speech Lang. Process., 2018

A Noise Reduction Postfilter for Binaurally Linked Single-Microphone Hearing Aids Utilizing a Nearby External Microphone.
IEEE ACM Trans. Audio Speech Lang. Process., 2018

Binaural Source Localization based on Modulation-Domain Features and Decision Pooling.
CoRR, 2018

Source Separation by Feature-Based Clustering of Microphones in Ad Hoc Arrays.
Proceedings of the 16th International Workshop on Acoustic Signal Enhancement, 2018

GSC-Based Binaural Speaker Separation Preserving Spatial Cues.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Binaural Spectral Complexity Reduction of Music Signals for Cochlear Implant Listeners.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

A Relative-Transfer-Function-based Post-Filter for Speech Enhancement in Hearing Aids using a Nearby External Microphone.
Proceedings of the 13th ITG Symposium on Speech Communication, 2018

Gender Discrimination Versus Speaker Identification Through Privacy-Aware Adversarial Feature Extraction.
Proceedings of the 13th ITG Symposium on Speech Communication, 2018

Source separation by fuzzy-membership value aware beamforming and masking in ad hoc arrays.
Proceedings of the 13th ITG Symposium on Speech Communication, 2018

2017
A computational study of auditory models in music recognition tasks for normal-hearing and hearing-impaired listeners.
EURASIP J. Audio Speech Music. Process., 2017

Analysis of temporal aggregation and dimensionality reduction on feature sets for speaker identification in wireless acoustic sensor networks.
Proceedings of the 19th IEEE International Workshop on Multimedia Signal Processing, 2017

A feature-based linear regression model for predicting perceptual ratings of music by cochlear implant listeners.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Segmentation of music signals based on explained variance ratio for applications in spectral complexity reduction.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

New insights into the role of the head radius in model-based binaural speaker localization.
Proceedings of the 25th European Signal Processing Conference, 2017

2016
A Frequency-Domain Adaptive Line Enhancer With Step-Size Control Based on Mutual Information for Harmonic Noise Reduction.
IEEE ACM Trans. Audio Speech Lang. Process., 2016

Spectral Complexity Reduction of Music Signals for Mitigating Effects of Cochlear Hearing Loss.
IEEE ACM Trans. Audio Speech Lang. Process., 2016

ALE for robots! A single-channel approach to robot self-noise cancellation.
Proceedings of the IEEE International Workshop on Acoustic Signal Enhancement, 2016

Binaural speaker localization and separation based on a joint ITD/ILD model and head movement tracking.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

A speech enhancement system using binaural hearing aids and an external microphone.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Efficient estimation of inter-subband speech correlations.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

On the Use of Beamforming Approaches for Binaural Speaker Localization.
Proceedings of the 12th ITG Symposium on Speech Communication, 2016

A Model-Based Placement Strategy for a Nearby External Microphone for Speech Enhancement in Hearing Aids.
Proceedings of the 12th ITG Symposium on Speech Communication, 2016

Towards Opaque Audio Features for Privacy in Acoustic Sensor Networks.
Proceedings of the 12th ITG Symposium on Speech Communication, 2016

Estimating Source Dominated Microphone Clusters in Ad-Hoc Microphone Arrays by Fuzzy Clustering in the Feature Space.
Proceedings of the 12th ITG Symposium on Speech Communication, 2016

2015
Two-Stage Filter-Bank System for Improved Single-Channel Noise Reduction in Hearing Aids.
IEEE ACM Trans. Audio Speech Lang. Process., 2015

Classification of reverberant audio signals using clustered ad hoc distributed microphones.
Signal Process., 2015

Reduction of reverberation effects in the MFCC modulation spectrum for improved classification of acoustic signals.
Proceedings of the 16th Annual Conference of the International Speech Communication Association, 2015

Multi-channel speaker localization and separation using a model-based GSC and an inertial measurement unit.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Binaural speech enhancement with instantaneous coherence smoothing using the cepstral correlation coefficient.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Optimization of amplitude modulation features for low-resource acoustic scene classification.
Proceedings of the 23rd European Signal Processing Conference, 2015

2014
Objective Intelligibility Measures Based on Mutual Information for Speech Subjected to Speech Enhancement Processing.
IEEE ACM Trans. Audio Speech Lang. Process., 2014

Variational Bayesian Inference for Multichannel Dereverberation and Noise Reduction.
IEEE ACM Trans. Audio Speech Lang. Process., 2014

Estimation of Subband Speech Correlations for Noise Reduction via MVDR Processing.
IEEE ACM Trans. Audio Speech Lang. Process., 2014

Scalable low-complexity GPS and DGPS positioning using approximate QR decomposition.
Signal Process., 2014

A negentropy based adaptive line enhancer for single-channel noise reduction at low SNR conditions.
Proceedings of the IEEE International Conference on Acoustics, 2014

Nonlinear estimation of missing ΔLSF parameters by a mixture of Dirichlet distributions.
Proceedings of the IEEE International Conference on Acoustics, 2014

Binaural noise PSD estimation for binaural speech enhancement.
Proceedings of the IEEE International Conference on Acoustics, 2014

A hierarchical approach for the online, on-board detection and localisation of brake squeal using microphone arrays.
Proceedings of the 4th Joint Workshop on Hands-free Speech Communication and Microphone Arrays, 2014

Uncertainty modeling in acoustic echo control.
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

Linear Combining of Audio Features for Signal Classification in Ad-hoc Microphone Arrays.
Proceedings of the 11th ITG Symposium on Speech Communication, 2014

2013
Corpus-Based Speech Enhancement With Uncertainty Modeling and Cepstral Smoothing.
IEEE Trans. Speech Audio Process., 2013

Spectral Domain Speech Enhancement Using HMM State-Dependent Super-Gaussian Priors.
IEEE Signal Process. Lett., 2013

Integration of beamforming and uncertainty-of-observation techniques for robust ASR in multi-source environments.
Comput. Speech Lang., 2013

Keynote addresses: From auditory masking to binary classification: Machine learning for speech separation.
Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013

Evaluation of spectral transforms for music signal analysis.
Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013

Speech enhancement for hearing instruments: Enabling communication in adverse conditions.
Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013

Dual-channel noise reduction based on a mixture of circular-symmetric complex Gaussians on unit hypersphere.
Proceedings of the IEEE International Conference on Acoustics, 2013

Online inter-frame correlation estimation methods for speech enhancement in frequency subbands.
Proceedings of the IEEE International Conference on Acoustics, 2013

Audio signal classification in reverberant environments based on fuzzy-clustered ad-hoc microphone arrays.
Proceedings of the IEEE International Conference on Acoustics, 2013

Improved single-channel nonstationary noise tracking by an optimized MAP-based postprocessor.
Proceedings of the IEEE International Conference on Acoustics, 2013

Adaptive binaural noise reduction based on matched-filter equalization and post-filtering.
Proceedings of the IEEE International Conference on Acoustics, 2013

Performance of Specific vs. Generic Feature Sets in Polyphonic Music Instrument Recognition.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2013

2012
Source Localization Based on the Doppler Effect.
Proceedings of the IWAENC 2012 - International Workshop on Acoustic Signal Enhancement, Proceedings, RWTH Aachen University, Germany, September 4th, 2012

On Phase Importance in Parameter Estimation for Single-Channel Source Separation.
Proceedings of the IWAENC 2012 - International Workshop on Acoustic Signal Enhancement, Proceedings, RWTH Aachen University, Germany, September 4th, 2012

Distortionless-Response vs. Matched-Filter-Array Processing for Adaptive Binaural Noise Reduction.
Proceedings of the IWAENC 2012 - International Workshop on Acoustic Signal Enhancement, Proceedings, RWTH Aachen University, Germany, September 4th, 2012

Phase estimation for signal reconstruction in single-channel source separation.
Proceedings of the 13th Annual Conference of the International Speech Communication Association, 2012

Inventory-Based Audio-Visual Speech Enhancement.
Proceedings of the 13th Annual Conference of the International Speech Communication Association, 2012

On mutual information as a measure of speech intelligibility.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Inventory-style speech enhancement with uncertainty-of-observation techniques.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Optimal signal reconstruction from a constant-Q spectrum.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Subjective and objective quality assessment of single-channel speech separation algorithms.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

On the construction of window functions with constant-overlap-add constraint for arbitrary window shifts.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Model-Driven Speech Enhancement for Multisource Reverberant Environment (Signal Separation Evaluation Campaign (SiSEC) 2011).
Proceedings of the Latent Variable Analysis and Signal Separation, 2012

Detection of stop consonants in continuous noisy speech based on an extrapolation technique.
Proceedings of the 20th European Signal Processing Conference, 2012

An Investigation on Mutual Information for the Linear Predictive System and the Extrapolation of Speech Signals.
Proceedings of the 10th ITG Conference on Speech Communication, 2012

Efficient Implementation of Single-Channel Noise Reduction for Hearing Aids Using a Cascaded Filter-Bank.
Proceedings of the 10th ITG Conference on Speech Communication, 2012

Voice Activity Detection, Noise Estimation, and Adaptive Filters for Acoustic Signal Enhancement.
Proceedings of the Techniques for Noise Robustness in Automatic Speech Recognition, 2012

2011
A Versatile Framework for Speaker Separation Using a Model-Based Speaker Localization Approach.
IEEE Trans. Speech Audio Process., 2011

Analysis of the Decision-Directed SNR Estimator for Speech Enhancement With Respect to Low-SNR and Transient Conditions.
IEEE Trans. Speech Audio Process., 2011

Huge Music Archives on Mobile Devices.
IEEE Signal Process. Mag., 2011

An evaluation of noise power spectral density estimation algorithms in adverse acoustic environments.
Proceedings of the IEEE International Conference on Acoustics, 2011

Hierarchical audio classification using cepstral modulation ratio regressions based on Legendre polynomials.
Proceedings of the IEEE International Conference on Acoustics, 2011

A model-based auditory scene analysis approach and its application to speech source localization.
Proceedings of the IEEE International Conference on Acoustics, 2011

Memory and complexity reduction for inventory-style speech enhancement systems.
Proceedings of the 19th European Signal Processing Conference, 2011

2010
Approximate iterative Least Squares algorithms for GPS positioning.
Proceedings of the IEEE International Symposium on Signal Processing and Information Technology, 2010

Optimization of switchable windows for low-delay spectral analysis-synthesis.
Proceedings of the IEEE International Conference on Acoustics, 2010

Speech presence probability estimation based on temporal cepstrum smoothing.
Proceedings of the IEEE International Conference on Acoustics, 2010

Localization of acoustic sources based on the Teager-Kaiser Energy Operator.
Proceedings of the 18th European Signal Processing Conference, 2010

Musical genre classification based on a highly-resolved cepstral modulation spectrum.
Proceedings of the 18th European Signal Processing Conference, 2010

Blind Separation of Acoustic Sources using the Teager-Kaiser Energy Operator.
Proceedings of the 9. ITG-Fachtagung Sprachkommunikation 2010, 2010

Cepstral Smoothing with Reduced Computational Complexity.
Proceedings of the 9. ITG-Fachtagung Sprachkommunikation 2010, 2010

A New Performance Criterion for Microphone Array Geometries and Filterand- Sum Beamforming.
Proceedings of the 9. ITG-Fachtagung Sprachkommunikation 2010, 2010

Source Localization based on Auditory Scene Analysis.
Proceedings of the 9. ITG-Fachtagung Sprachkommunikation 2010, 2010

2009
On the statistics of spectral amplitudes after variance reduction by temporal cepstrum smoothing and cepstral nulling.
IEEE Trans. Signal Process., 2009

Improved Reproduction of Stops in Noise Reduction Systems with Adaptive Windows and Nonstationarity Detection.
EURASIP J. Adv. Signal Process., 2009

Cepstral modulation ratio regression (CMRARE) parameters for audio signal analysis and classification.
Proceedings of the IEEE International Conference on Acoustics, 2009

Multi-microphone maximum a posteriori fundamental frequency estimation in the cepstral domain.
Proceedings of the IEEE International Conference on Acoustics, 2009

2008
Improved A Posteriori Speech Presence Probability Estimation Based on a Likelihood Ratio With Fixed Priors.
IEEE Trans. Speech Audio Process., 2008

Interactive auditory virtual environments for mobile devices.
Proceedings of the 10th Conference on Human-Computer Interaction with Mobile Devices and Services, 2008

Temporal smoothing of spectral masks in the cepstral domain for speech separation.
Proceedings of the IEEE International Conference on Acoustics, 2008

Parameterized MMSE spectral magnitude estimation for the enhancement of noisy speech.
Proceedings of the IEEE International Conference on Acoustics, 2008

A novel a priori SNR estimation approach based on selective cepstro-temporal smoothing.
Proceedings of the IEEE International Conference on Acoustics, 2008

2007
MAP Estimators for Speech Enhancement Under Normal and Rayleigh Inverse Gaussian Distributions.
IEEE Trans. Speech Audio Process., 2007

Cepstral Smoothing of Spectral Filter Gains for Speech Enhancement Without Musical Noise.
IEEE Signal Process. Lett., 2007

On optimal estimation of compressed speech for hearing aids.
Proceedings of the 8th Annual Conference of the International Speech Communication Association, 2007

A low delay, variable resolution, perfect reconstruction spectral analysis-synthesis system for speech enhancement.
Proceedings of the 15th European Signal Processing Conference, 2007

2006
Bias compensation methods for minimum statistics noise power spectral density estimation.
Signal Process., 2006

Advances in Multimicrophone Speech Processing.
EURASIP J. Adv. Signal Process., 2006

Soft decision combining for dual channel noise reduction.
Proceedings of the Ninth International Conference on Spoken Language Processing, 2006

Statistical analysis and performance of DFT domain noise reduction filters for robust speech recognition.
Proceedings of the Ninth International Conference on Spoken Language Processing, 2006

2005
Speech Enhancement Based on Minimum Mean-Square Error Estimation and Supergaussian Priors.
IEEE Trans. Speech Audio Process., 2005

Robust speaker localization through adaptive weighted pair TDOA (AWEPAT) estimation.
Proceedings of the 9th European Conference on Speech Communication and Technology, 2005

2004
A Noise Reduction Preprocessor for Mobile Voice Communication.
EURASIP J. Adv. Signal Process., 2004

2003
MMSE estimation of magnitude-squared DFT coefficients with superGaussian priors.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

2002
A psychoacoustic approach to combined acoustic echo cancellation and noise reduction.
IEEE Trans. Speech Audio Process., 2002

Partitioned residual echo power estimation for frequency-domain acoustic echo cancellation and postfiltering.
Eur. Trans. Telecommun., 2002

Speech enhancement using MMSE short time spectral estimation with gamma distributed speech priors.
Proceedings of the IEEE International Conference on Acoustics, 2002

Unbiased residual echo power estimation for hands-free telephony.
Proceedings of the IEEE International Conference on Acoustics, 2002

2001
Noise power spectral density estimation based on optimal smoothing and minimum statistics.
IEEE Trans. Speech Audio Process., 2001

Planar superdirective microphone arrays for speech acquisition in the car.
Proceedings of the EUROSPEECH 2001 Scandinavia, 2001

Estimation of missing LSF parameters using Gaussian mixture models.
Proceedings of the IEEE International Conference on Acoustics, 2001

Small Microphone Arrays with Postfilters for Noise and Acoustic Echo Reduction.
Proceedings of the Microphone Arrays - Signal Processing Techniques and Applications, 2001

2000
A Noise Suppression System for the AMR Speech Codec.
Proceedings of the KONVENS 2000 / Sprachkommunikation, 2000

Optimized estimation of spectral parameters for the coding of noisy speech.
Proceedings of the IEEE International Conference on Acoustics, 2000

1999
Low delay analysis/synthesis schemes for joint speech enhancement and low bit rate speech coding.
Proceedings of the Sixth European Conference on Speech Communication and Technology, 1999

1998
Combined acoustic echo control and noise reduction for hands-free telephony.
Signal Process., 1998

1997
Combined acoustic echo control and noise reduction for mobile communications.
Proceedings of the Fifth European Conference on Speech Communication and Technology, 1997

1996
The echo shaping approach to acoustic echo control.
Speech Commun., 1996

Combined acoustic echo control and noise reduction for hands-free telephony - State of the art and perspectives.
Proceedings of the 8th European Signal Processing Conference, 1996

An improved echo shaping algorithm for acoustic echo control.
Proceedings of the 8th European Signal Processing Conference, 1996

1995
Design and optimization of a two microphone speech enhancement system.
Proceedings of the Fourth European Conference on Speech Communication and Technology, 1995

Coupled adaptive filters for acoustic echo control and noise reduction.
Proceedings of the 1995 International Conference on Acoustics, 1995

1993
An efficient algorithm to estimate the instantaneous SNR of speech signals.
Proceedings of the Third European Conference on Speech Communication and Technology, 1993

1988
POPSY: Eine objektorientierte Systemarchitektur zur Simulation komplexer Systeme.
Proceedings of the Simulationstechnik, 1988

1987
Pulssequenzen als Modulationsfunktion beim NMR-Imaging.
Proceedings of the ASST '87, 1987


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