Speeding up taxonomy in the digital age: A deep learning approach for identifying cryptic freshwater snails. [PDF]
Vetter D +5 more
europepmc +1 more source
A Practical Noise2Noise Denoising Pipeline for High‐Throughput Raman Spectroscopy
A lightweight and reproducible denoising pipeline for high‐throughput Raman spectroscopy is introduced, based on a 1D convolutional autoencoder trained with a Noise2Noise strategy. Using only repeated short‐exposure acquisitions, the method suppresses stochastic noise without reference spectra, enabling reliable spectral reconstruction while preserving
David Martin‐Calle +5 more
wiley +1 more source
EEG functional connectivity for Parkinson's disease diagnosis and non-motor symptom prediction: a machine learning approach. [PDF]
Meng F +7 more
europepmc +1 more source
New AI‐Assisted Approach for Expanding the Solution Space: Application to Lattice Structure Design
This work introduces an innovative framework for designing structured materials by ex panding the design space through reparameterization of qualitative variables into continuous structural descriptors. Combined with machine‐learning‐based prediction and multi‐objective optimization, the approach enables the discovery of novel lattice architectures ...
G. H. Gahimbare +5 more
wiley +1 more source
A Multitask Learning Approach for Intrusion Detection in Controller Area Networks. [PDF]
Brişan B, Jichici C, Robu R, Groza B.
europepmc +1 more source
Digitalizing electroplating requires both domain knowledge and interoperability. This work introduces PlatOn, a domain ontology for trivalent chromium plating and coating characterization, and a hybrid pipeline that aligns it to a mid‐level reference ontology by combining eight similarity metrics with language model reasoning. Expert‐validated mappings
Janik Harter +10 more
wiley +1 more source
A Federated Machine Learning Approach for the Detection and Visualisation of Eye Diseases Using Activation Maps. [PDF]
Niro F +8 more
europepmc +1 more source
The OntOMat ontology establishes a structured framework for polymer matrix fiber reinforced composite materials, integrating manufacturing processes, characterization methods, and multiscale design through the VDI/VDE 3682 formalized process description standard.
Nicolas Christ +19 more
wiley +1 more source
A unified solvatochromic-computational-machine-learning approach for solvent property prediction based on iodine color response. [PDF]
Gordeev EG +5 more
europepmc +1 more source

