Overview We briefly present KG-CAIP (Knowledge Graph for Causal Analysis of Industrial Processes), a tool developed by SCCH within the Horizon Europe TRINEFLEX project (Grant No. 101058174). The tool automatically transforms raw industrial sensor data into interpretable knowledge graphs, making complex process interactions transparent and explainable. Unlike traditional black-box analytics, KG-CAIP focuses on understanding cause–effect... Continue Reading →
SCCH’s Role in Advancing Digital Twin Ecosystems
The Twin4Twin (T4T) project, funded under the Widening programme of Horizon Europe, aims to accelerate the adoption of digital twin technologies for smart manufacturing by fostering knowledge exchange, advanced research, and strong industrial ecosystems across Europe. A key contributor to this effort is SCCH (Software Competence Center Hagenberg), whose role spans both strategic capacity building... Continue Reading →
Generalized Input-Output Hidden Markov Models for Supervising Industrial Processes
Motivation Often in industrial processes, batches of material are processed sequentially and repeatedly through a deterministic sequence of process steps. Operators may have difficulties to properly follow and supervise them especially when there is a large number of relevant sensor measurements to be monitored. Furthermore, although the current operating conditions may be considered normal, there... Continue Reading →
Lecture Series: Predictive Modeling and Learning
This lecture series provides an introductory course to basic notions of artificial intelligence, modeling of agents, and learning. It comprises three main parts, namely Part A: Introduction to Artificial Intelligence Part B: Modeling and Probabilistic Reasoning Part C: Learning Probabilistic Models Our focus is primarily on basic forms of predictive models. In particular, we focus... Continue Reading →
Challenges in Integrating Data-based Digital Twins in Process Industry
This short article/presentation was presented as part of the Digital Twin Best Practice Workshop organized by the Swiss Smart Factory and the Horizon Europe project Twin4Twin. In this presentation, I provided an overview of three main challenges in the integration of Data-based Digital Twins in Process Industry motivated by a series of recent projects of... Continue Reading →
PaRLSched C++ Library
PaRLSched is a C++ library for optimally scheduling parallel threads in a many-core platform using distributed reinforcement learning (and more specifically, perturbed learning automata). It explores recent advancements of game-theoretic learning techniques and reinforcement learning for asymptotically converging to efficient allocations. In particular, it exploits real-time measurements of the performances of the computing threads, and... Continue Reading →
I4EU Interview on SCCH and AI in Industry 4.0
https://www.youtube.com/watch?v=bWAzEQtdWRM&t=270s A brief interview about Software Competence Center Hagenberg (SCCH) and the challenges of AI in Industry 4.0, given for I4EU (Key Competences for an European Model of Industry 4.0). The I4EU project has been designed in order to share good practices and new business models, raise awareness about new technologies supporting the digital transformations... Continue Reading →
Feature and Model Selection for Electricity Load Forecasting
The need for accurate balancing in electricity markets and a larger integration of renewable sources of electricity require accurate forecasts of electricity loads in residential buildings. In this paper, we consider the problem of short-term (one-day ahead) forecasting of the electricity-load consumption in residential buildings. In order to generate such forecasts, historical electricity consumption data... Continue Reading →
PhD Position at SCCH on Reinforcement Learning
PhD Position at SCCH (Hagenberg, Austria) https://www.scch.at/ on the topic "Reinforcement Learning approach as an Online Learning Method" for the Marie-Curie Training Network project CISC (Collaborative Intelligence of Safety Critical Systems). Specifically relevant for young researchers, with no more than 2 years of research experience after the completion of their studies, that have already graduated... Continue Reading →
Interview: Arbeiten am /working at SCCH – Georgios
https://www.youtube.com/watch?reload=9&v=DQbdB9gaEHI&fbclid=IwAR1DCqqvug-VXWwXRU4IuTspHrOp_zt7dmxQLE-2xg_1xU4jVs_JBhRql8s Interview: Arbeiten am/working at SCCH Recently, I was interviewed about my experience working as a researcher at Software Competence Center Hagenberg GmbH. Thought to share it in case it could possibly motivate young scientists to follow such path in their carreer. Research definitely is a way to create new paths in knowledge and make... Continue Reading →







