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Papers matching “training data” 544

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Safe operation of online learning data driven model predictive control of building energy systems
2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Patrick Henkel, Martin Rätz, Alexander Kümpel, Dirk Müller

32

citations
Generative AI-enhanced road distress identification and quantification under data-scarce and complex environmental conditions
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Infrastructure Maintenance and Monitoring Open access

0

citations
Data-driven modeling and optimization of anode-side structural, transport and electrochemical properties in PEM water electrolyzers
2026 Applied Energy article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Linus Hammacher, Violeta Karyofylli, Hans Kungl, André Karl, Eva Jodat, +1 more

0

citations
Data-driven modeling and optimization of anode-side structural, transport and electrochemical properties in PEM water electrolyzers
2027 Applied Energy article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Linus Hammacher, Violeta Karyofylli, Hans Kungl, André Karl, Eva Jodat, +1 more

0

citations
Classification of Building Types in Germany: A Data-Driven Modeling Approach
2022 Data article Engineering Automated Road and Building Extraction Open access

Abhilash Bandam, Eedris Busari, Chloi Syranidou, Jochen Linßen, Detlef Stolten

38

citations
Reduktion des Bedarfs an Trainingsdaten bei der domänenübergreifenden Anwendung von Qualitätsprognosemodellen
2026 RWTH Publications (RWTH Aachen) dissertation Engineering Fault Detection and Control Systems Open access

Nils Klasen

0

citations
AutoMergeNet: AutoML-Based M-Source Satellite Data Fusion Evaluated With Atmospheric Case Studies
2025 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing article Engineering Remote-Sensing Image Classification Open access

Julia Wąsala, Joannes D. Maasakkers, Berend J. Schuit, Gijs Leguijt, Ilse Aben, Rochelle Schneider, +2 more

1

citations
Data generation framework for inverse modeling of nonlinear systems in structural dynamics applications
2023 Acta Mechanica article Engineering Control Systems and Identification Open access

Pavle Milicevic, Okyay Altay

5

citations
Adaptive data generation framework for machine learning models in nonlinear structural dynamics
2026 RWTH Publications (RWTH Aachen) dissertation Engineering Control Systems and Identification Open access

Pavle Milicevic

0

citations
Encoding Event-Based Data With a Hybrid SNN Guided Variational Auto-encoder in Neuromorphic Hardware
2022 conference-paper Engineering Advanced Memory and Neural Computing Open access cited by 1 patent

Kenneth Michael Stewart, Andreea Danielescu, Timothy M. Shea, Emre Neftci

9

citations
Automated analysis of non-stationary online electrochemical impedance spectroscopy data for PEM fuel cells using continuous wavelet transform
2026 Results in Engineering article Engineering Fuel Cells and Related Materials Open access

Oliver Schopen, Daniel Bendotti, Thomas Esch, Bahman Shabani

2

citations
Data Acquisition Pipeline for the Generation of a Digital Twin for Large Compliant Thin-Walled Structures
2026 Lecture notes in mechanical engineering conference-paper Engineering Digital Transformation in Industry Open access

Guillaume Tréheux, Dominik Schäfer, Alexander Moriz, Lars Köttner, Amon Göppert, Robert H. Schmitt

0

citations
Data Rate Prediction for Broadband Powerline Communication Based on Machine Learning
2023 conference-paper Engineering Power Line Communications and Noise

Philipp Lutat, Anas Laribi, Ömer Sen, Marcel Kurth, Immanuel Hacker, Andreas Ulbig

1

citations
Towards an AI-enhanced virtual lab for education and training in home energy efficiency and demand management
2026 Results in Engineering article Engineering Smart Grid Energy Management Open access

Abdul Wahab, Banafshe Parizad, Sela Mafisii Eta Bloomfield, Ali Jamali, Parham Moradi, Sajjad Fattaheian–Dehkordi, +3 more

4

citations
ELSO 2025 Narrative Guideline on ECMO Training and Continuing Education
2026 ASAIO Journal article Engineering Mechanical Circulatory Support Devices Open access

Peggy K. Han, Kiran Shekar, Kollengode R. Ramanathan, Jordi Riera, Mateusz Puślecki, Rodrigo Diaz, +9 more

6

citations
Optimizing Pavement Maintenance with AI: A Data-Driven Framework Integrating Optimization and Machine Learning
2026 International Journal of Pavement Research and Technology article Engineering Infrastructure Maintenance and Monitoring Open access

Tiago Tamagusko, Sérgio Copetti Callai, Matheus Gomes Correia, A M Ferreira

2

citations
Clustering of Milling Strategies Using Machine Internal Data
2023 IEEE International Conference on Intelligent Engineering Systems (INES) conference-paper Engineering Advanced machining processes and optimization

Christian Brecher, Janis Ochel, Muhammad Mehmood Ahmed, Marcel Fey

2

citations
Real-life data-driven model predictive control for building energy systems comparing different machine learning models
2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Max Berktold, Dirk Müller

71

citations
MODI: From planning towards operation: Data-driven predictive mode-based control algorithms for energy savings in buildings
2025 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Xiaoye Cai, Shiyao Ju, Martin Rätz, Dirk Müller

2

citations
Real-time analysis of inline sensor data during USP-laser machining
2024 Journal of Laser Applications article Engineering Laser Material Processing Techniques Open access

Milena Žurić, Goomaral Sukhbold

4

citations
A Data-Driven Approach to Refine the Partially Stirred Reactor Closure for Turbulent Premixed Flames
2025 Flow Turbulence and Combustion article Engineering Combustion and flame dynamics Open access

Lorenzo Piu, Arthur Péquin, Rodolfo S. M. Freitas, Salvatore Iavarone, Heinz G. Pitsch, Alessandro Parente

3

citations
Towards adaptive electrochemical machining via signal-based data-driven modelling
2026 CIRP Annals article Engineering Advanced Machining and Optimization Techniques Open access

Elio Tchoupe Sambou, A. Klink, Tim Herrig

0

citations
Adaptive heating curves using data-driven methods to improve the energy efficiency of buildings
2026 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Florian Will, Matthias Mersch, Christian Vering, Dirk Müller

0

citations
DR-SPAAM: A Spatial-Attention and Auto-regressive Model for Person Detection in 2D Range Data
2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) conference-paper Engineering Autonomous Vehicle Technology and Safety

Dan Ping Jia, Alexander Hermans, Bastian Leibe

49

citations
Data-Driven, Short-Term Prediction of Charging Station Occupation
2023 Electricity article Engineering Electric Vehicles and Infrastructure Open access

Roya Aghsaee, Christopher Hecht, Felix Schwinger, Jan Figgener, Matthias Jarke, Dirk Uwe Sauer

15

citations