Causal‐Guided Ultra‐Long‐Term Time Series Forecasting Via Anticipated Covariates
Often treated as unknown, information from the future remains underutilized.We demonstrate that in a coupled dynamical system, providing the future state of the effect enables accurate forecasting of the cause for a long timesteps. A time series forecasting paradigm that introduces anticipated covariates to represent such known future states is ...
Jintong Zhao +4 more
wiley +1 more source
Generative adversarial networks for enhanced performance prediction of square CFST members under axial tension. [PDF]
Zhang H, Liu Y, Yan J.
europepmc +1 more source
Polarization Dynamics in Ferroelectrics: Insights Enabled by Machine Learning Molecular Dynamics
Machine learning molecular dynamics is presented as a route to capture polarization switching, domain wall kinetics, topological polar textures, and polar mechanical coupling beyond the limits of conventional atomistic methods. This Perspective surveys recent progress and identifies key methodological directions, including long‐range electrostatics ...
Dongyu Bai +3 more
wiley +1 more source
Finite-Element Analysis of the Quasi-Static Response of Concrete Specimens Containing Polymeric Self-Healing Microcapsules. [PDF]
Zhelyazov T.
europepmc +1 more source
Wearable‐derived diurnal alignment between physical activity and device temperature, decomposed into 24 h coupling strength (M24), phase deviation (D24), and 12 h harmonic magnitude (M12), is examined in approximately 90,000 UK Biobank participants.
Han Chen +6 more
wiley +1 more source
A General Finite Beam on Tensionless Foundation Model for Rail Track Characterization and Evaluation. [PDF]
Alshallaqi HH, Story BA.
europepmc +1 more source
Co doping in Mn3Sn transforms the spin texture magnetic state from a coplanar noncollinear magnetic state into a noncoplanar one, resulting in a large topological Hall effect (THE) over a wide temperature range (2–300 K). The THE arises from a noncoplanar spin texture, driven by lattice distortion and enhanced out‐of‐plane Dzyaloshinskii ...
Mingqian Zhang +6 more
wiley +1 more source
A clinically applicable energy-based approach for evaluating bone strength. [PDF]
Bai Q +11 more
europepmc +1 more source
Evaluation of Stress Trajectories in Craniofacial Bones in Class I Skeletal Pattern: A Finite Element Analysis Using CT Scan. [PDF]
D P S, Kallury A, B M N, S S.
europepmc +1 more source
Design and simulation of a solar array deployment mechanism for a small satellite using implicit time-stepping. [PDF]
Saad GB, Desoki AR, Kassab M.
europepmc +1 more source

