Physics‐Embedded Neural Network: A Novel Approach to Design Polymeric Materials
Traditional black‐box models for polymer mechanics rely solely on data and lack physical interpretability. This work presents a physics‐embedded neural network (PENN) that integrates constitutive equations into machine learning. The approach ensures reliable stress predictions, provides interpretable parameters, and enables performance‐driven, inverse ...
Siqi Zhan +8 more
wiley +1 more source
Crystal structure and Hirshfeld surface analysis of 3,3'-(sulfanedi-yl)bis-(2-iodo-1-methyl-1<i>H</i>-indole). [PDF]
Ayobami A, Shaikh A, Padgett CW.
europepmc +1 more source
Corneal nerve regeneration is critical to corneal wound healing processes. The current study reveals a novel role of MG53 in promoting corneal nerve regeneration after alkali induced injury. Mechanistically, MG53 enters macrophages via its receptor, MPEG1, promotes MVP K63 ubiquitination, and triggers STAT6 induced repair‐related genes expression ...
Peng Chen +14 more
wiley +1 more source
Crystal structure and Hirshfeld surface analysis of ethyl 2-amino-4-(4-chloro-phen-yl)-5,6,7,8,9,10-hexa-hydro-cyclo-octa-[<i>b</i>]pyridine-3-carboxyl-ate. [PDF]
Pazhamalai S +4 more
europepmc +1 more source
A nanoparticle‐cluster‐on‐mirror (NPcoM) serves as a functionally deterministic sub‐nanocavity that emulates picocavities, enabling extreme light–matter interactions and polaritonic phenomena. ABSTRACT Pushing nanoscale optical confinement to its ultimate limits defines the regime of nano‐cavity quantum electrodynamics (nano‐cQED), where light‐matter ...
Huatian Hu +10 more
wiley +1 more source
Crystal structure, spectroscopic characterization, and Hirshfeld surface analysis of (<i>E</i>)-6-(ferrocenylmethyl-idene)-6,7-di-hydro-5<i>H</i>-indeno-[5,6-<i>d</i>][1,3]dioxol-5-one. [PDF]
Méndez-Román JA +4 more
europepmc +1 more source
Tuned Oxidation Potential of Continuous Defective Photocatalyst for Selective Biomass Conversion
This work develops a wavelength‐controlled photocatalytic strategy that utilizes defect‐state excitation to modulate oxidative capability for biomass selective conversion. By tuning the photooxidation potential to match substrate reactivity, the system suppresses overoxidation and enables the selective formation of value‐added products, providing a ...
Longfei Hong +7 more
wiley +1 more source
[Experimental study of patient-specific three-dimensional-printed drill guide-assisted C <sub>2</sub> pedicle screw placement in models derived from patients with basilar invagination]. [PDF]
Li J +5 more
europepmc +1 more source
Bioinspired Adaptive Leg‐Claw Enables Robust Perching and Grasping for UAVs
Inspired by owl limb morphology and bat roosting behavior, this study presents a bioinspired adaptive leg‐claw mechanism that enables UAVs to perform robust and versatile perching and grasping. The design integrates a four‐link tibial structure, tension‐driven deformable feet, and active control, enabling stable perching on various branches and ...
Tianyu Cheng +6 more
wiley +1 more source
Predictive value of preoperative T1 slope minus cervical lordosis for clinical outcomes after standalone laminectomy in elderly degenerative cervical myelopathy. [PDF]
Ragab AM +3 more
europepmc +1 more source

