ABSTRACT This work presents a novel neural‐network compression approach for polyconvex envelopes of isotropic functions. The approach relies on a classical sufficient criterion for polyconvexity and is particularly suited for the representation of determinant‐constrained energy densities arising in non‐linear elasticity.
Timo Neumeier, Julian Salmon
wiley +1 more source
Numerical Analysis of BIMs for Stochastic SIR and SIS Models with Variable Contact Diffusion Rates. [PDF]
Schurz H, Tosun K.
europepmc +1 more source
Topology, Orientation and Fiber Path Optimization for Layered Anisotropic Materials
ABSTRACT Topology optimization and additive manufacturing complement each other: the freedom offered by design optimization enables the creation of complex, highly efficient structures that are often feasible only with additive manufacturing. However, most structural optimization methods assume isotropic material properties, an assumption that ...
Dustin Roman Jantos, Philipp Junker
wiley +1 more source
Prediction of InSAR deformation time-series using improved LSTM deep learning model. [PDF]
Soni R, Alam MS, Vishwakarma GK.
europepmc +1 more source
Subspace Acceleration for Efficient Nonlinear Water Wave Simulation
We introduce an exponentially weighted subspace acceleration technique to reduce GMRES iterations for solving the Poisson equation with time‐dependent coefficients in nonlinear, dispersive free‐surface flows governed by the incompressible Navier‐Stokes equations. The method significantly reduces memory requirements and computational complexity compared
Rasmus Kleist Hørlyck Sørensen +3 more
wiley +1 more source
A logic-based knowledge-driven bidirectional multi-attention GRU framework for fear level classification in humans. [PDF]
Joshva AA +2 more
europepmc +1 more source
LSTM-Transformer-Based Mine Pressure Prediction Using Hydraulic-Support Monitoring Data. [PDF]
Tao R, Lei X, Wan L, Wang Y, Xu N.
europepmc +1 more source
Precipitation nowcasting with radar data for evaluating multiple horizons using U-Net-based algorithm in Eastern Amazon. [PDF]
Rocha R +13 more
europepmc +1 more source
A method for instrumental seismic intensity assessment in Western China based on RF and MLP. [PDF]
Yang S +6 more
europepmc +1 more source
Research on the stability of the ballast water tank on the offshore floating platform based on numerical simulation. [PDF]
Zheng H +8 more
europepmc +1 more source

