Cargando…

Unsupervised real-world knowledge extraction via disentangled variational autoencoders for photon diagnostics

We present real-world data processing on measured electron time-of-flight data via neural networks. Specifically, the use of disentangled variational autoencoders on data from a diagnostic instrument for online wavelength monitoring at the free electron laser FLASH in Hamburg. Without a-priori knowl...

Descripción completa

Detalles Bibliográficos
Autores principales:	Hartmann, Gregor, Goetzke, Gesa, Düsterer, Stefan, Feuer-Forson, Peter, Lever, Fabiano, Meier, David, Möller, Felix, Vera Ramirez, Luis, Guehr, Markus, Tiedtke, Kai, Viefhaus, Jens, Braune, Markus
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2022
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9715554/ https://www.ncbi.nlm.nih.gov/pubmed/36456706 http://dx.doi.org/10.1038/s41598-022-25249-4

Ejemplares similares

Non-invasive online wavelength measurements at FLASH2 and present benchmark
por: Braune, Markus, et al.
Publicado: (2018)

Photonic unsupervised learning variational autoencoder for high-throughput and low-latency image transmission
por: Chen, Yitong, et al.
Publicado: (2023)

Sequential Variational Autoencoder with Adversarial Classifier for Video Disentanglement
por: Haga, Takeshi, et al.
Publicado: (2023)

Unsupervised tagging of semivisible jets with normalized autoencoders in CMS
por: Eble, Florian
Publicado: (2023)

IRC-Safe Graph Autoencoder for Unsupervised Anomaly Detection
por: Atkinson, Oliver, et al.
Publicado: (2022)

L0-norm Constrained Autoencoders for Unsupervised Outlier Detection
por: Ishii, Yoshinao, et al.
Publicado: (2020)

AutoDTI++: deep unsupervised learning for DTI prediction by autoencoders
por: Sajadi, Seyedeh Zahra, et al.
Publicado: (2021)

Photoelectron spectroscopy as a non-invasive method to monitor SASE-FEL spectra
por: Wellhöfer, M, et al.
Publicado: (2008)

Anomaly detection in genomic catalogues using unsupervised multi-view autoencoders
por: Ferré, Quentin, et al.
Publicado: (2021)

Unsupervised feature learning for electrocardiogram data using the convolutional variational autoencoder
por: Jang, Jong-Hwan, et al.
Publicado: (2021)

Investigating Beta-Variational Convolutional Autoencoders for the Unsupervised Classification of Chest Pneumonia
por: Akila, Serag Mohamed, et al.
Publicado: (2023)

Large-Scale Integrative Analysis of Soybean Transcriptome Using an Unsupervised Autoencoder Model
por: Su, Lingtao, et al.
Publicado: (2022)

Unsupervised clustering of SARS-CoV-2 using deep convolutional autoencoder
por: Sherif, Fayroz F., et al.
Publicado: (2022)

An Unsupervised Classification Algorithm for Heterogeneous Cryo-EM Projection Images Based on Autoencoders
por: Wang, Xiangwen, et al.
Publicado: (2023)

UVIRT—Unsupervised Virtual Try-on Using Disentangled Clothing and Person Features
por: Tsunashima, Hideki, et al.
Publicado: (2020)

Unsupervised Learning of Disentangled Representation via Auto-Encoding: A Survey
por: Eddahmani, Ikram, et al.
Publicado: (2023)

Nonlinear independent component analysis for principled disentanglement in unsupervised deep learning
por: Hyvärinen, Aapo, et al.
Publicado: (2023)

Unsupervised Deep Learning based Variational Autoencoder Model for COVID-19 Diagnosis and Classification
por: Mansour, Romany F., et al.
Publicado: (2021)

Unsupervised segmentation of biomedical hyperspectral image data: tackling high dimensionality with convolutional autoencoders
por: Bench, Ciaran, et al.
Publicado: (2022)

Unsupervised MR harmonization by learning disentangled representations using information bottleneck theory
por: Zuo, Lianrui, et al.
Publicado: (2021)

Unsupervised Damage Detection for Offshore Jacket Wind Turbine Foundations Based on an Autoencoder Neural Network
por: Feijóo, Maria del Cisne, et al.
Publicado: (2021)

Autoencoder-Ensemble-Based Unsupervised Selection of Production-Relevant Variables for Context-Aware Fault Diagnosis
por: Kaupp, Lukas, et al.
Publicado: (2022)

A non-invasive online photoionization spectrometer for FLASH2
por: Braune, Markus, et al.
Publicado: (2016)

Unsupervised deep learning identifies semantic disentanglement in single inferotemporal face patch neurons
por: Higgins, Irina, et al.
Publicado: (2021)

Application of deep autoencoder as an one-class classifier for unsupervised network intrusion detection: a comparative evaluation
por: Vaiyapuri, Thavavel, et al.
Publicado: (2020)

Development of a β-Variational Autoencoder for Disentangled Latent Space Representation of Anterior Segment Optical Coherence Tomography Images
por: Shon, Kilhwan, et al.
Publicado: (2022)

SegAE: Unsupervised white matter lesion segmentation from brain MRIs using a CNN autoencoder
por: Atlason, Hans E., et al.
Publicado: (2019)

Unsupervised Pre-training of a Deep LSTM-based Stacked Autoencoder for Multivariate Time Series Forecasting Problems
por: Sagheer, Alaa, et al.
Publicado: (2019)

An Unsupervised Deep Feature Learning Model Based on Parallel Convolutional Autoencoder for Intelligent Fault Diagnosis of Main Reducer
por: Ye, Qing, et al.
Publicado: (2021)

A novel unsupervised approach based on the hidden features of Deep Denoising Autoencoders for COVID-19 disease detection
por: Scarpiniti, Michele, et al.
Publicado: (2022)

Prediction of Potential miRNA–Disease Associations Through a Novel Unsupervised Deep Learning Framework with Variational Autoencoder
por: Zhang, Li, et al.
Publicado: (2019)

Convolutional Autoencoding and Gaussian Mixture Clustering for Unsupervised Beat-to-Beat Heart Rate Estimation of Electrocardiograms from Wearable Sensors
por: Zhong, Jun, et al.
Publicado: (2021)

Analyzing Age-Related Macular Degeneration Progression in Patients with Geographic Atrophy Using Joint Autoencoders for Unsupervised Change Detection
por: Dupont, Guillaume, et al.
Publicado: (2020)

Autoencoders on field-programmable gate arrays for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider
por: Govorkova, Ekaterina, et al.
Publicado: (2021)

Autoencoders reloaded
por: Bourlard, Hervé, et al.
Publicado: (2022)

Synthetic electronic health records generated with variational graph autoencoders
por: Nikolentzos, Giannis, et al.
Publicado: (2023)

Quasi-real-time photon pulse duration measurement by analysis of FEL radiation spectra
por: Engel, Robin, et al.
Publicado: (2016)

AutoCovNet: Unsupervised feature learning using autoencoder and feature merging for detection of COVID-19 from chest X-ray images
por: Rashid, Nayeeb, et al.
Publicado: (2021)

Scan-Free GEXRF in the Soft X-ray Range for the Investigation of Structured Nanosamples
por: Staeck, Steffen, et al.
Publicado: (2022)

Electronic quantum coherence in glycine molecules probed with ultrashort x-ray pulses in real time
por: Schwickert, David, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_elm4qo9k4pt46km1n8jdc5gnue