Research Programs and Projects

In industry, data-driven techniques have revolutionized manufacturing by collecting huge amounts of information during production and turning it into valuable information for process optimization. While machine learning (ML) is a key technology and the main contributing factor for many recent success stories, we witness the transition of ML moving from the “virtual world” into “the wild”; this includes prominent applications in autonomous navigation, the Internet of Things, and Industry 4.0 applications. Evidently, this transition opens several real-world challenges for ML that need to be addressed for closing the gap between both worlds.

The Christian Doppler Laboratory for Location-Aware Electronic Systems has the long-term vision of investigating fundamental limitations of location-aware electronic systems and creating and validating key algorithm solutions and transducer hardware designs for it.

CLARIN is the Common Language Resources and Technology Infrastructure, which provides easy and sustainable access for scholars in the humanities and social sciences to digital language data (in written, spoken, video or multimodal form), and advanced tools to discover, explore, exploit, annotate, analyse or combine them, wherever they are located. CLARIN is building a networked federation of language data repositories, service centres and centres of expertise, with single sign-on access for all members of the academic community in all participating countries. Tools and data from different centres are interoperable, so that data collections can be combined and tools from different sources can be chained to perform complex operations to support researchers in their work.
Impaired speech production poses significant communication hurdles, often impacting career prospects and quality of life. This project envisions (i) the prediction of effects of clinical treatment of impaired speech, and (ii) a better sounding substitution speech, i.e., electrolarynx (EL) speech, for individuals with otherwise unfavorable prospects.
Objectives: Objective 1 is to predict post-treatment speech audio recordings, i.e., readings of a German standard text. Input data is paired text-parallel pre-treatment speech audio recordings, and electronic patient records (EPRs), i.e., unstructured textual clinical reports containing information about the speech impairment and treatment plan. Objective 2 is to improve speech of larygectomees in...
Gas pipelines and power lines are part of the critical civil infrastructure of a country. Fibre Optic Monitoring of linear distribution infrastructure is done using Distributed Acoustic Sensing (DAS). New methods of pipeline monitoring are developed and evaluated in field trials.
Finished Programs
- 2016 — 2021: Dependable Internet of Things in Adverse Environments
- 2013 — 2017: COMET K-Project Acoustic Sensing and Design (FFG 836632)
- 1998 — 2014: Telecommunications Research Center Vienna
- 2008 — 2013: National Research Network Signal and Information Processing in Science and Engineering
- 2010 — 2013: Design Methods for Radio Architectures Going Nanoscale
- 2008 — 2013: COMET K-Project Advanced Audio Processing
- 2006 — 2010: Competence Network for Advanced Speech Technologies
- 2002 — 2010: Christian Doppler Laboratory for Nonlinear Signal Processing
Finished Projects
- 2019 — 2023: Cross-layer language models for conversational speech (FWF Stand-Alone Project P 32700-N)
- 2020 — 2023: SEAMAL Front - Sicher angewandtes maschinelles Lernen
- 2020 — 2022: TUNE-IN
- 2018 — 2021: Cross-layer prosody models for conversational speech (FWF Elise Richter Grant V638-N33)
- 2016 — 2020: Resource-Efficient Deep Models for Embedded Systems
- 2015 — 2019: Speech signal processing Lab (research group)
- 2017 — 2019: KONDE - Kompetenznetzwerk Digitale Edition
- 2016 — 2019: Dependable Wireless Communication and Localization
- 2015 — 2018: HumanEVoice -- The Bionic Voice (FFG 849824)
- 2017 — 2018: Monitoring of Mars Isolation Crew by Speech Processing and Psychological Content Analysis (MIMIC)
- 2015 — 2018: Learning of Bayesian Network Classiers and Sum- Product Networks
- 2017 — 2018: Evaluation tool for plain language
- 2014 — 2017: REFlex - RFID Real-Time Localization for Flexible Production Environments
- 2014 — 2017: ENTRANCE - Enhanced Radio Transmitter and Coexistence Exploration
- 2012 — 2017: Cross-layer pronunciation modeling for conversational speech (FWF Hertha Firnberg Program T572)
- 2013 — 2016: Probabilistic Graphical Models for Time-Series Signal Mixtures
- 2014 — 2016: Computerunterstützte akustische Diagnostik thorakaler Erkrankungen
- 2014 — 2016: CAPA - Psychological Status Monitoring by Content Analysis and Acoustic-Phonetic Analysis of Crew Talks and Video Diaries
- 2009 — 2015: Klassenraumakustik
- 2011 — 2014: Speaking Aid for Laryngectomized People
- 2011 — 2014: Signal and Information Processing in Science and Engineering - Nonlinear Dynamic and Machine Learning (SISE-NDML-II) FWF S10610-N13
- 2012 — 2014: DIRHA - Distant-speech Interaction for Robust Home Applications
- 2010 — 2013: NOFDM - Noncoherent Orthogonal Frequency Division Multiplexing
- 2011 — 2013: Lobster - Location Based Services für Menschenstromanalyse in Notfall- und Krisensituationen zur Unterstützung von Ersthelfern
- 2010 — 2013: DRAGON - Design methods for Radio Architectures GOing Nanoscale
- 2010 — 2013: Discriminative Learning of Graphical Models with Application to Speech and Image Processing
- 2008 — 2013: AAP-COMET Advanced Audio Processing (FFG 815085)
- 2011 — 2012: Signal authentication utilizing a dual frequency software-based GNSS receiver for trusted positioning (SoftGNSStrusted)
- 2010 — 2012: GreenPArK - Green Power Amplifiers (Zukunftsfonds Steiermark - PN 5061)
- 2008 — 2011: Signal and Information Processing in Science and Engineering - Nonlinear Dynamic and Machine Learning (SISE-NDML-I) FWF S10604-N13
- 2007 — 2011: PARIS - Position Aware RFID Systems
- 2006 — 2011: COST 2103 - Advanced Voice Function Assessment
- 2004 — 2010: Speech Watermarking for Security Applications
- 2009 — 2010: SoftGNSS 2-A dual frequency software-based GNSS receiver
- 2006 — 2010: Singel Channel Source Separation
- 2006 — 2010: ROBUST - Signal processing for robust speech quality (COAST)
- 2007 — 2010: Discriminative Learning of Bayesian Network Classifiers
- 2008 — 2010: COMAR - Communication and Positioning Methods in Active RFID
- 2008 — 2010: ASR for Telehealth Applications (COAST)
- 2006 — 2010: ALSO - Automatic learning and specific adaptation (COAST - Competence Network for Advanced Speech Technologies)
- 2003 — 2009: Speech Watermarking for Air Traffic Control Communication
- 2005 — 2009: PROACT - Programme for Advanced Contactless Technology
- 2000 — 2009: Nonlinear Prediction of Mobile-Radio Fading Processes
- 2002 — 2009: CD-Laboratory for Nonlinear Signal Processing
- 2006 — 2009: CD-Laboratory for Nonlinear Signal Processing, Module F: Digital synthesizers for gigahertz-range fast frequency-hopping systems (Phase-Locked-Loop - PLL)
- 2006 — 2009: CD-Laboratory for Nonlinear Signal Processing, Module D: Digital synthesizers for gigahertz-range fast frequency-hopping systems
- 2003 — 2009: CD-Laboratory for Nonlinear Signal Processing, Module C: Digital Predistortion of RF-Power Amplifiers for UMTS (Universal Mobile Telecommunications System) Base-Stations
- 2002 — 2009: CD-Laboratory for Nonlinear Signal Processing, Module B: Digital Correction of Analog Signal Processing Errors in Fast Analog-to-Digital Converters (ADC)
- 2002 — 2009: CD-Laboratory for Nonlinear Signal Processing, Module A: Nonlinear Signal Processing in xDSL Systems
- 2006 — 2008: OneVoice - Speech Enhancement for Dictation Systems
- 2004 — 2008: EUROPCOM - Emergency Ultra-Wideband Radio for Positioning and Communications
- 2005 — 2008: CD-Laboratory for Nonlinear Signal Processing, Module E: Ultra-Wideband (UWB) Communications
- 2005 — 2007: SonEnvir - Eine Sonifikationsumgebung für wissenschaftliche Daten
- 2006 — 2007: Perceptual-Domain Coding of Speech and Audio
- 2005 — 2006: SPARC - Semantic and Phonetic Automatic ReConstruction of Medical Dictations
- 2004 — 2006: SNOW - Services for NOmadic Workers
- 2005 — 2006: MISTRAL - Measurable intelligent and secure semantic extraction and retrieval of multimedia data
- 2005 — 2006: Efficient I/A Representation of Nonlinear Systems
- 2003 — 2006: Description and Classification of 3-D Surfaces
- 2001 — 2005: COST Action 277 - Nonlinear Speech Processing
- 2002 — 2004: Shape Description and Analysis of Range Data for Surface Inspection Applications
- 2001 — 2003: COMMIT Convergence in Multimedia Internet Transport
- 2002 — 2002: Acoustic Signal Processing and Noise Analysis for the Localization of Leaks in Water Pipes
- 2002 — 2002: Three-Dimensional Audio Interfaces for the Blind and Visually Impaired
- 2001 — 2002: Nonlinear Signal Processing for xDSL Systems
- 2000 — 2001: The Naturalness of Synthetic Speech
- 2000 — 2000: Speech & More
- 2000 — 2000: Anthropomorphic Coding of Speech and Audio
- 1997 — 1997: Broadband Wireless Communications