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Papers matching “unsupervised learning” 45

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TopoCLR: Topology-guided contrastive learning of representations for unsupervised crack analysis
2026 Computer-Aided Civil and Infrastructure Engineering article Engineering Infrastructure Maintenance and Monitoring Open access

Barış Özcan, Jörg Blankenbach

0

citations
Prediction of statistical force–displacement curves of Charpy-V impact tests based on unsupervised fracture surface machine learning
2025 Engineering Failure Analysis article Engineering Fatigue and fracture mechanics Open access

Johannes Tlatlik, Nils Rump, Sebastian Münstermann

5

citations
Regularization Strategy Aided Robust Unsupervised Learning for Wireless Resource Allocation
2023 IEEE Transactions on Vehicular Technology article Engineering Advanced Wireless Network Optimization

Hao Huang, Yun Lin, Guan Gui, Haris Gacanin, Hikmet Sari, Fumiyuki Adachi

12

citations
Unsupervised Learning-Inspired Power Control Methods for Energy-Efficient Wireless Networks Over Fading Channels
2022 IEEE Transactions on Wireless Communications article Engineering Advanced Wireless Network Optimization

Hao Huang, Miao Liu, Guan Gui, Haris Gacanin, Hikmet Sari, Fumiyuki Adachi

29

citations
Unsupervised learning of charge-discharge cycles from various lithium-ion battery cells to visualize dataset characteristics and to interpret model performance
2024 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Akihiro Yamashita, Sascha Berg, Egbert Figgemeier

10

citations
Unsupervised deep learning for defect detection on CT parts using simulated data
2023 Research and Review Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

Virginia Florian, Christian Kretzer, Stefan Kasperl, Richard Schielein, Benjamin Montavon, Robert Heinrich Schmitt

0

citations
Distributed Unsupervised Learning for Combinatorial User Assignment in mmWave Cell-Free Massive MIMO Using Graph Neural Networks
2026 IEEE Transactions on Wireless Communications article Engineering Advanced MIMO Systems Optimization Open access

Bile Peng, Bihan Guo, Karl-Ludwig Besser, Luca Kunz, Zhengyang Li, Ramprasad Raghunath, +4 more

0

citations
Combining unsupervised and supervised learning in microscopy enables defect analysis of a full 4H-SiC wafer
2024 MRS Communications article Engineering Industrial Vision Systems and Defect Detection Open access cited by 1 patent

Johannes Steiner, Peter J. Wellmann

8

citations
Machine learning for online scheduling in manufacturing: A systematic literature review
2024 Procedia CIRP review Engineering Scheduling and Optimization Algorithms Open access

Amon Göppert, Lea Kaven, Jonas Rachner, Oleksandr Melnychuk, Robert Heinrich Schmitt

5

citations
A Study on Deep Learning for Latency Constraint Applications in Beyond 5G Wireless Systems
2020 IEEE Access article Engineering Advanced Wireless Network Optimization Open access

Suren Sritharan, Harshana Weligampola, Haris Gacanin

22

citations
Unsupervised Recurrent All-Pairs Field Transforms for Particle Image Velocimetry
2021 14th International Symposium on Particle Image Velocimetry conference-paper Engineering Fluid Dynamics and Turbulent Flows Open access

Christian Lagemann, Michael Klaas, Wolfgang Schröder

13

citations
Sequence learning in a spiking neuronal network with memristive synapses
2023 Neuromorphic Computing and Engineering article Engineering Advanced Memory and Neural Computing Open access

Younes Bouhadjar, Sebastian Siegel, Tom Tetzlaff, Markus Diesmann, Rainer Waser, Dirk J. Wouters

4

citations
Sequence learning in a spiking neuronal network with memristive synapses
2022 JuSER (Forschungszentrum Jülich) article Engineering Advanced Memory and Neural Computing Open access

Younes Bouhadjar, Sebastian Siegel, Tom Tetzlaff, Markus Diesmann, Rainer M. Waser, Dirk J. Wouters

0

citations
Graph-based learning and read-out of nanopore translocation event signals
2026 bioRxiv (Cold Spring Harbor Laboratory) preprint Engineering Nanopore and Nanochannel Transport Studies Open access

Mayukh Kansari, Tobias Ensslen, Maria Fyta

0

citations
Federated two-stage machine learning model for ultrasonic guided wave structural health monitoring of composite structures
2025 conference-paper Engineering Ultrasonics and Acoustic Wave Propagation

Lukas Jilke, Emy Arts, Florian Raddatz, Norbert Hosters, Marek Behr, Gerko Wende

0

citations
Detection of abnormal SOH estimates in battery field data using statistical learning
2025 Cell Reports Physical Science article Engineering Advanced Battery Technologies Research Open access

Valentin Steininger, Katharina Lilith Quade, Katharina Rumpf, Stephan Bihn, Jürgen Ringler, Dirk Uwe Sauer, +1 more

3

citations
Challenges of deep unsupervised optical flow estimation for particle-image velocimetry data
2024 Experiments in Fluids article Engineering Fluid Dynamics and Turbulent Flows

Christian Lagemann, Kai Lagemann, Sach Mukherjee, Wolfgang Schröder

26

citations
Methods and Instruments | Machine Learning
2024 Elsevier eBooks reference-entry Engineering Advanced Battery Technologies Research

Satish Rapol, Runyang Lian, Dirk Uwe Sauer, Weihan Li

0

citations
Using Machine Learning for Lunar Mineralogy-I: Hyperspectral Imaging of Volcanic Samples
2025 Universe article Engineering Remote-Sensing Image Classification Open access

Fatemeh Fazel Hesar, Mojtaba Raouf, Peyman Soltani, B. Foing, M. J. A. de Dood, Fons J. Verbeek

3

citations
Multi-scale asphalt pavement deformation detection and measurement based on machine learning of full field-of-view digital surface data
2023 Transportation Research Part C Emerging Technologies article Engineering Infrastructure Maintenance and Monitoring cited by 1 patent

Jinchao Guan, Xu Yang, Pengfei Liu, Markus Oeser, Hong Han, Yi Li, +1 more

22

citations
Active learning with neural ordinary differential equations for data-efficient modeling of tuned mass dampers
2026 Engineering Applications of Artificial Intelligence article Engineering Vibration Control and Rheological Fluids Open access

Pavle Milicevic, Sebastian Stemmler, Okyay Altay

0

citations
UNSUPERVISED SEGMENTATION OF INDOOR 3D POINT CLOUD: APPLICATION TO OBJECT-BASED CLASSIFICATION
2020 The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences article Engineering 3D Shape Modeling and Analysis Open access

Florent Poux, Christian Mattes, Leif P. Kobbelt

42

citations
QuadFormer: Real-Time Unsupervised Power Line Segmentation with Transformer-Based Domain Adaptation
2024 International Conference on Ubiquitous Robots (UR) conference-paper Engineering Power Line Inspection Robots

Pratyaksh Prabhav Rao, Feng Qiao, Weide Zhang, Xuan Yiliang, Yong Sheng Deng, Guangbin Wu, +2 more

1

citations
Machine learning based computer vision in fracture surface evaluation
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Fatigue and fracture mechanics Open access

Johannes Rosenberger

0

citations
Ecological validity of a deep learning algorithm to detect gait events from real-life walking bouts in mobility-limiting diseases
2023 Frontiers in Neurology article Engineering Gait Recognition and Analysis Open access

Robbin Romijnders, Francesca Salis, Clint Hansen, Arne Küderle, Anisoara Paraschiv-Ionescu, Andrea Cereatti, +43 more

22

citations