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Olga Fink

EPFL

31H-index
257Paper Count
5.2KCitation Count
Published Papers 73
Publication Date
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Integrating the expected future in load forecasts with contextually enhanced transformer models
errEnergy Reports
IF5.1
err2026-03-31
err0
errOAAI
errRaffael Theiler; Leandro Von Krannichfeldt; Giovanni Sansavini; Michael F. Howland; Olga Fink
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From physics to machine learning and back: Part I - Learning with inductive biases in prognostics and health management (PHM)
errReliability Engineering & System Safety
IF11
err2026-01-21
err0
errOAAI
errOlga Fink; Vinay Sharma; Ismail Nejjar; Leandro Von Krannichfeldt; Sergei Garmaev; Zepeng Zhang; Amaury Wei; Gaetan Frusque; Florent Forest; Mengjie Zhao; Chi-Ching Hsu; Keivan Faghih Niresi; Han Sun; Hao Dong; Chenghao Xu; Raffael Theiler; Arthur Bizzi; Kevin Steiner
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A physics-informed graph neural network conserving linear and angular momentum for dynamical systems
errNature Communications
IF15.7
err2026-01-15
err0
errOAAI
errVinay Sharma; Olga Fink
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Advances in Multimodal Adaptation and Generalization: From Traditional Approaches to Foundation Models
errIEEE Transactions on Pattern Analysis and Machine Intelligence
IF18.6
err2026-01-12
err0
PREAI
errHao Dong; Moru Liu; Kaiyang Zhou; Eleni Chatzi; Juho Kannala; Cyrill Stachniss; Olga Fink
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errSave
TARD: Test-time domain adaptation for robust fault detection under evolving operating conditions
errReliability Engineering & System Safety
IF11
err2026-01-11
err0
errOAAI
errHan Sun; Olga Fink
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Uncertainty-guided alignment for unsupervised domain adaptation in regression
errReliability Engineering & System Safety
IF11
err2025-12-26
err0
errOAAI
errIsmail Nejjar; Gaetan Frusque; Florent Forest; Olga Fink
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Time-Vertex machine learning for optimal sensor placement in temporal graph signals: Applications in structural health monitoring
errReliability Engineering & System Safety
IF11
err2025-12-25
err0
PREAI
errKeivan Faghih Niresi; Jun Qing; Mengjie Zhao; Olga Fink
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Integrating Physics-based and Data-Driven Approaches for Probabilistic Building Energy Modeling
errEnergy and Buildings
IF7.1
err2025-12-11
err0
errOAAI
errLeandro Von Krannichfeldt; Kristina Orehounig; Olga Fink
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Equi-Euler GraphNet: An equivariant, temporal-dynamics informed graph neural network for dual force and trajectory prediction in multi-body systems
errMechanical Systems and Signal Processing
IF8.9
err2025-10-23
err0
PREAI
errVinay Sharma; Rémi Tanguy Oddon; Pietro Tesini; Jens Ravesloot; Cees Taal; Olga Fink
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Efficient Unsupervised Domain Adaptation Regression for Spatial–Temporal Sensor Fusion
errIEEE Internet of Things Journal
IF8.9
err2025-10-10
err0
errOAAI
errKeivan Faghih Niresi; Ismail Nejjar; Olga Fink
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errSave
Algorithm-informed graph neural networks for leakage detection and localization in water distribution networks
errReliability Engineering & System Safety
IF11
err2025-08-05
err0
errOAAI
errZepeng Zhang; Olga Fink
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errSave
Integrating physics and topology in neural networks for learning rigid body dynamics
errNature Communications
IF15.7
err2025-07-25
err0
errOAAI
errAmaury Wei; Olga Fink
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errSave
Classifier-free diffusion-based weakly-supervised approach for health indicator derivation in rotating machines: Advancing early fault detection and condition monitoring
errReliability Engineering & System Safety
IF11
err2025-07-18
err0
PREAI
errWenyang Hu; Gaetan Frusque; Tianyang Wang; Fulei Chu; Olga Fink
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errSave
Interpretable prognostics with concept bottleneck models
errInformation Fusion
IF15.5
err2025-06-27
err0
errOAAI
errFlorent Forest; Katharina Rombach; Olga Fink
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Combining physics-based and data-driven modeling for building energy systems
errAPPLIED ENERGY
IF11
err2025-06-18
err0
errOAAI
errVon Krannichfeldt, Leandro; Orehounig, Kristina; Fink, Olga
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Automated processing of eXplainable Artificial Intelligence outputs in deep learning models for fault diagnostics of large infrastructures
errENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
IF8
err2025-06-01
err0
errOAAI
errFloreale, G.; Baraldi, P.; Zio, E.; Fink, O.
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ThermoNeRF: A multimodal Neural Radiance Field for joint RGB-thermal novel view synthesis of building facades
errADVANCED ENGINEERING INFORMATICS
IF9.9
err2025-05-01
err0
PREAI
errHassan, M; Forest, F; Fink, O; Mielle, M
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errSave
Deep Koopman Operator-based degradation modelling (vol 251,110351,2024)
errRELIABILITY ENGINEERING & SYSTEM SAFETY
IF11
err2025-01-01
err0
errOAAI
errGarmaev, Sergei; Fink, Olga
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NNG-Mix: Improving Semi-Supervised Anomaly Detection With Pseudo-Anomaly Generation
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2025-01-01
err0
errOAAI
errDong, Hao; Frusque, Gaetan; Zhao, Yue; Chatzi, Eleni; Fink, Olga
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k-space physics-informed neural network (k-PINN) for compressed spectral mapping and efficient inversion of vibrations in thin composite laminates
errMECHANICAL SYSTEMS AND SIGNAL PROCESSING
IF8.9
err2025-01-01
err0
PREAI
errHedayatrasa, Saeid; Fink, Olga; Van Paepegem, Wim; Kersemans, Mathias
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Research Directions

No research directions
Co-authors
Cooperation Journals
E
Enrico Zio
H-index: 98 · Papers: 1.8K
X
Xuefeng Chen
H-index: 92 · Papers: 1.3K
R
Ruqiang Yan
H-index: 82 · Papers: 570
S
Sankaran Mahadevan
H-index: 78 · Papers: 714
褚
褚福磊 (Fulei Chu)
H-index: 72 · Papers: 630
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