Scientific Publications

Our work is grounded in science. DI Herbert Mühlburger actively conducts research at the intersection of Artificial Intelligence, Fault Diagnosis, and Cybersecurity — in collaboration with Graz University of Technology.

ORCID: 0000-0002-7672-0501 | Google Scholar | TU Graz – Group Wotawa Publications

AI-Based Fault Diagnosis and Cyber-Physical Systems

GEMMA-FD: Zero-Shot Fault Detection in Heat Pumps Using Multimodal Language Models 36th International Conference on Principles of Diagnosis and Resilient Systems (DX 2025) DOI: 10.4230/OASIcs.DX.2025.12

FLEX: Fault Localization and Explanation Using Open-Source Large Language Models in Powertrain Systems 35th International Conference on Principles of Diagnosis and Resilient Systems (DX 2024) DOI: 10.4230/OASIcs.DX.2024.25

FaultLines — Evaluating the Efficacy of Open-Source Large Language Models for Fault Detection in Cyber-Physical Systems — Best Paper Award 6th IEEE International Conference on Artificial Intelligence Testing (AITest 2024) DOI: 10.1109/AITest62860.2024.00014

Making Systems Fail-Aware — A Semi-Supervised Machine Learning Approach for Identifying Failures by Learning the Correct Behavior of a System IFAC-PapersOnLine, 2024 DOI: 10.1016/j.ifacol.2024.07.185

Cybersecurity and Intrusion Detection

A Passive Testing Approach using a Semi-Supervised Intrusion Detection Model for SCADA Network Traffic 4th IEEE International Conference on Artificial Intelligence Testing (AITest 2022) DOI: 10.1109/AITest55621.2022.00015

On the Effects of Data Sampling for Deep Learning on Highly Imbalanced Data from SCADA Power Grid Substation Networks for Intrusion Detection 21st IEEE International Conference on Software Quality, Reliability, and Security, 2021

Technology-Enhanced Learning

Google Glass in Face-to-face Lectures — Prototype and First Experiences International Journal of Interactive Mobile Technologies, 2016 DOI: 10.3991/ijim.v10i1.4834

Personal Learning Environment — A Conceptual Study International Journal of Emerging Technologies in Learning, 2010

Will Personal Learning Environments Become Ubiquitous through the Use of Widgets? I-KNOW — 9th International Conference on Knowledge Management and Knowledge Technologies, 2009

Semantic Web and Social Data

Semantically Driven Social Data Aggregation Interfaces for Research 2.0 11th International Conference on Knowledge Management and Knowledge Technologies (i-KNOW 2011), ACM DOI: 10.1145/2024288.2024339

@twitter Mining #Microblogs Using #Semantic Technologies 6th Workshop on Semantic Web Applications and Perspectives (SWAP 2010)

Getting Granular on Twitter: Tweets from a Conference and Their Limited Usefulness for Non-Participants IFIP Advances in Information and Communication Technology, 2010

Management and Innovation

Management Control Systems in Post-Incubation of High-Technology Start-Ups 24th International Association for Management of Technology Conference (IAMOT 2015)