Topological data analysis and topological deep learning beyond persistent homology: a review. [PDF]
Su Z +7 more
europepmc +1 more source
An algebraic model of transitive differential geometry [PDF]
Guillemin, Victor W., Sternberg, Shlomo
openaire +2 more sources
Enhancing generalized spectral clustering with embedding Laplacian graph regularization
Abstract An enhanced generalised spectral clustering framework that addresses the limitations of existing methods by incorporating the Laplacian graph and group effect into a regularisation term is presented. By doing so, the framework significantly enhances discrimination power and proves highly effective in handling noisy data.
Hengmin Zhang +5 more
wiley +1 more source
Exact solutions of nonlinear thermodynamic wave patterns in graphene sheets for advanced material applications. [PDF]
Iqbal MAB +5 more
europepmc +1 more source
ABSTRACT Parameter‐efficient fine‐tuning (PEFT) has become a crucial paradigm for domain adaptation, achieving strong performance by updating only a small fraction of model parameters. Among various PEFT methods, low‐rank adaptation (LoRA) is widely adopted due to its structural simplicity and computational efficiency.
Xu Luo +4 more
wiley +1 more source
Routing Functions for Parameter Space Decomposition to Describe Stability Landscapes of Ecological Models. [PDF]
Cummings J +3 more
europepmc +1 more source
ABSTRACT Structural mechanics field simulation plays a critical role in the vibration characteristic analysis of electrical equipment. Existing structural field analysis of equipment based on numerical simulation faces challenges such as convergence difficulties and prolonged computational time, failing to meet the demand for real‐time prediction of ...
Wanqing Wang +6 more
wiley +1 more source
Optical solutions to the time fractional Akbota equation arising in nonlinear optics via two distinct methods. [PDF]
Mahmood SS +3 more
europepmc +1 more source
Development of ± 550 kV DC GIS Basin Insulator
ABSTRACT The basin insulator is a core component of the insulation system for ± 550 kV gas‐insulated switchgear (GIS). This paper, using a finite element method for multi‐physics simulations of electric–thermal coupling, determines a geometry suitable for the industrial production of ± 550 kV GIS basin insulators.
Shaohua Cao +9 more
wiley +1 more source
Comparison of neural and traditional techniques for soliton structures and dynamical behavior in a double-chain DNA model. [PDF]
Majid SZ, Sağlam FNK, Ullah MS.
europepmc +1 more source

