Student Research Projects
Different topics in maintenance 4.0 focusing on human-centered and data-driven approaches are supervised by PIM team. etencies of the group.
SS2023
- Explainability of transformer models
Long Title: Explainability of transformer models for event extraction applications in industrial maintenance - Large lange models for chatbos
Long Title: Large language model based chatbots in industrial maintenance applications
WS 2022
- Assistance Systems in Maintenance
Long Title: An Analysis of the Utilization ofAssistance Systems in Maintenance Strategies - Opportunistic maintenance strategies
Long Title: Optimization of opportunistic maintenance strategies using von birtual reality technologies
SS 2022
- Sustainable Digital Twin
Long Title: The use of Digital Twin Morphology towards a more Sustainable Maintenance - Artificial Intelligence in Ressilient Supply Chains
Long Title: Development of an Artificial Intelligence Road Map on the Resilience of Supply Chains at the Example of Industrial Maintenance - Hyperautomation for Learning Optimization
Long Title: Design and Implementation of an Integrated Data Pipeline for Combining Process- and Text-Mining towards Optimizing Human Learning in Business Processes
WS 2021
- Predictive Maintenance Morhology
Long Title: A Classification of Predictive Maintenance Applications in Industry 4.0
SS2021
- Predictive Maintenance Morphology
Full Title: A Classification of Predictive Maintenance Applications in Industry 4.0
WS2020
- Analysis of Job Profiles for Competency Evaluation
Full Title: Textual Analysis of Job Descriptions to Asses the Competency Evolution within the Industrial Maintenance - Maintenance Text Data for Cost Factors
Full Title: Design and Development of a Prototype for Transforming Maintenance Text Data to Cost Factors
SS2020
- Process Analysis with Process Mining
Full Title: Analysing Process Mining Methods and Related Applications Supported by Machine Learning - Gamification in Maintenance
Full Title: Design of a Procedural Model for Extracting and Specifying Requirements of Gamification Tools and Features in Industrial Maintenance
WS 2019
- Artificial Intelligence and Enterprise Resource Planning (ERP) in cooperation with BRP Rotax
Full Title: Possible fields of application of AI methods and technologies in the field of supplier quality at an international engine manufacturer - Blockchain for Smart Manufacturing
Full Title: Enterprises Blockchain for Smart Manufacturing Enterprises - Maintenance Knowledge Management in Metal Industries in cooperation with Primetals
Full Title: Maintenance Knowledge Management in the metals industry - Knowledge Discovery from Text in Industry 4.0
Full Title: Knowledge Discovery from Textual Data in the Context of Smart Factories for Industry 4.0 - Learning Scorecard Model for Smart Factories
Full Title: Design of a Learning Scorecard Model for Assessing Human and Machine Productivity in Cyber Physical Social Production Systems - Root Cause Analysis in Predictive Maintenance in cooperation with Infineon
Full Title: The way to a root cause prediction with an existing predictive maintenance model and its impact on maintenance and production KPI´s
SS 2018
- Extracting Knowledge from Maintenance Reports
Full Title: A Procedural Model for Extracting Knowledge from Industrial Maintenance Reports - Bayesian Networks in Maintenance
Full Title: Dynamic Bayesian Network for Predictive Maintenance - Non-stationary Bayesian Networks for Predictive Maintenance
Full Title: Non-stationary Dynamic Bayesian Networks for Predictive Maintenance: Theoretical Foundation and Application Scenarios