The paper is structured as follows. First, in Section “Physical modeling”, the basic framework and derivation of the thermochemical non-equilibrium model are provided, along with the details of the one-dimensional numerical experiment conducted in this work. Next, in Sections “Neural operators” ...
In this paper, we propose a physics-informed neural network (PINN) for accurate and stable estimation of battery SOH. Specifically, we model the attributes that affect the battery degradation from the perspective of empirical degradation and state space equations, and utilize neural networks to ...
Publishing model: Hybrid Submit your manuscript Explore open access fundingSelect institution Overview Letters in Mathematical Physics covers important and innovative advancements within the realm of mathematical physics and contemporary theoretical physics. ...
“Our model captures the fact that the chirality is not fixed. Instead it emerges in the dynamics: the crowd spontaneously decides between clockwise or counter-clockwise circular motion,” explains Guiselin, who worked on the mathematical modelling. “The dynamics is complicated because if the ...
Model evaluation: The trained model is evaluated to obtain a PGNN–CNN model with a satisfactory performance. Figure 2. Flow chart of the proposed method. Figure 2. Flow chart of the proposed method. The details of the method proposed in this paper are discussed below. 3.1. Data Standardiza...
Original Paper31 May 2025 Head-on collision of ion-acoustic KP solitons in unmagnetized e-p-i plasma Partha Mandal Tapas Kumar Maji Malay Kumar Ghorui Original Paper27 May 2025 Noise effects on perceptual choice in the attention model of binocular rivalry ...
Publishing model Hybrid Submit your manuscript Explore open access fundingSelect institution Overview Physics in Perspective is a cross-disciplinary journal focusing on the historical and philosophical aspects of physics. Strives to bridge the gap between physicists and non-physicists. ...
aug_dim aug_dim (--resume resume_path) exp_name: name of experiments aug_dim: D (additional dimensions) arch: model architectures. options: ncsnpp|ddpmpp pfgmpp: use PFGM++ framework, otherwise diffusion models (D\to\infty case). options: 0|1 resume_path: path to the resuming ...
Sharp surface tension model with pressure discontinuity and refined curvature for multiphase particle methods Zidi Wang, ... Guangtao Duan 15 September 2025 Research articleAbstract only Incompressible-compressible moving particle and moving Voronoi mesh method for multiphase flow ...
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