Dr.-Ing. Siming Bayer

Chair of Computer Science 5 (Pattern Recognition)

Visiting researchers

Contact

Email: siming.bayer@fau.de

Since 11/2019: Researcher at Pattern Recognition Lab, Department of Computer Science, Friedrich-Alexander University

01/2015 to 10/2019: Doctoral Researcher at Pattern Recognition Lab, Department of Computer Science, Friedrich-Alexander University in collaboration with Siemens Healthineers AG
09/2016 to 12/2016: Researcher at Molecular Imaging Lab, Department of Biomedical Engineering, Peking University
10/2009 t0 09/2015: Student at Friedrich-Alexander University (B.Sc and M.Sc Biomedical Engineering)

No projects found.

No publications found.

No matching records found.

Type	Title	Status
MA thesis	Agentic RAG for Multi-Step Reasoning in Complex Technical Corpora	running
MA thesis	Data-driven modeling of hydrogen fuel cells in hybrid railway vehicles	finished
MA thesis	Temperatures in MRI Scanners	running
MA thesis	AI-Enhanced Data Imputation for Water Network Modeling	running
MA thesis	Parameter Efficient Finetuning of Universal Time Series Transformers for Energy Forecasting	running
Project	Conventional vs. Reinforcement Learning–Based Relays for Power System Protection	running
MA thesis	Leakage Detection and Localization in Water Distribution Networks Using Hybrid Modeling and Data-Driven Techniques	running
MA thesis	Enhancing explainability of Time Series Forecasting in Smart Infrastructures	running
MA thesis	Deep Learning Approaches for Dynamic Modeling of Hydrogen Fuel Cells in Hybrid Railway Vehicles	running
MA thesis	Deep Learning-Based Breast Cancer Risk Stratification Using Multiple Instance Learning on LDCT Scans	finished
MA thesis	PaiChat: A Visual – Language Assistant for Histopathology	finished
MA thesis	Evaluation of Forecasting Approaches for Time Series Data in the Utility Domain	finished
MA thesis	Advanced Machine Learning Models for Leakage Detection and Localization in Water Distribution Networks Using Real-System Data	finished
MA thesis	Enhancing Breast Abnormality Detection on Mammograms with Advanced Vision-Language Models	finished
Project	Frequency Domain Hierarchical Vision Transformer-based Perceptual Loss	finished
MA thesis	Link Prediction on Utility Networks Using Graph Neural Networks	finished
MA thesis	Large Language Models for Knowledge Management in Engineering Projects	finished
MA thesis	Deep Learning for Geo-Referencing Historical Utility Documents With Geographical Features	finished
MA thesis	Real-time Path Loss Prediction Using Deep Learning for Smart Meter Communication System	finished
MA thesis	Deep Learning-Based Breast Density Categorization in Asian Women	finished
MA thesis	Advanced Machine Learning Techniques for Data-Driven Monitoring of Coil Winding Processes in Electric Motor Manufacturing	finished
MA thesis	Leakage Detection and Modeling in Water Distribution Systems	finished
MA thesis	Adaptive Training for Heat Demand Prediction of District Heating Network	finished
MA thesis	Heat Demand Forecasting with Multi-Resolutional Representation of Heterogeneous Temporal Ensemble	finished
MA thesis	A hybrid approach forLeakage Localization in the Water Distribution Network	finished
MA thesis	Adaptive Training of Heat Demand Prediction using Continual Learning	finished
Project	Represent senor data of district heating network using contrastive learning	finished
MA thesis	Heat Demand Forecasting with Multi-Resolutional Representation of Heterogeneous Temporal Ensemble	finished
BA thesis	Interpolation of deformation field for brain-shift compensation using Gaussian Process	finished
MA thesis	Covert Channel Vulnerabilities of Online Marketplaces – Impact on Antitrust Laws	finished
MA thesis	End-use Classification using High-Resolution Smart Water Meter Data	finished

Contact

Academic CV

Projects

Publications

Lectures

Bachelor/Master Thesis