This review maps the methods to monitor robots’ health by fusing vibration, sound, control signals, vision, force, and oil information with artificial intelligence. It identifies deep learning, transfer learning, digital twins, and physics‐informed models as key methodological pathways enabling earlier diagnosis, safer human–robot collaboration, and ...
Yuting Qiao +6 more
wiley +1 more source
Liu et al. define a systems‐level interactome of fibroadipogenic progenitor (FAP)‐mediated signaling in skeletal muscle by integrating single‐cell transcriptomics with FAP depletion‐based perturbation analysis. Functional interrogation using a conditioned media bioassay links predicted signaling to multicellular outcomes, establishing a framework to ...
Xingyu Liu +13 more
wiley +1 more source
Use of traditional, complementary and integrative medicine in Berlin: baseline results from a substudy of the German National Cohort (NAKO). [PDF]
Grabowska W +7 more
europepmc +1 more source
Dissecting the Ecological Structure of Health and Disease in the Global Gut Microbiome
We introduce Wiredancer, a framework that identifies three continuous ecological factors of the gut microbiota. These factors exhibit distinct patterns across health and disease, jointly capturing disrupted ecological stability and offering a new perspective for precision diagnostics and therapeutic strategies.
Baoyuan Zhu +19 more
wiley +1 more source
A hybrid machine learning framework for offline signature verification using gray wolf optimization. [PDF]
Rathore NC +4 more
europepmc +1 more source
Solid Harmonic Wavelet Bispectrum for Image Analysis
The Solid Harmonic Wavelet Bispectrum (SHWB), a rotation‐ and translation‐invariant descriptor that captures higher‐order (phase) correlations in signals, is introduced. Combining wavelet scattering, bispectral analysis, and group theory, SHWB achieves interpretable, data‐efficient representations and demonstrates competitive performance across texture,
Alex Brown +3 more
wiley +1 more source
iAMP-SeE: an antimicrobial peptide recognition model based on ESM2 feature extraction and hybrid attention mechanisms. [PDF]
Chen Q, Li S, Huang L, Yu X, Xu D, Qi Z.
europepmc +1 more source
A Risk-Oriented and Explainable Hierarchical AI Framework for Chronic Kidney Disease Classification. [PDF]
Alhaifi S, Naemi FMA, Alowidi N.
europepmc +1 more source
Probabilistic Short-Term Sky Image Forecasting Using VQ-VAE and Transformer Models on Sky Camera Data. [PDF]
Seyidbayli C, Nezakat S, Reinhardt A.
europepmc +1 more source
Functional trait syndromes structure macrophyte diversity and functional redundancy across flowing and impounded freshwater systems. [PDF]
Vukov D, Ćuk M, Ilić M.
europepmc +1 more source

