A physics-informed machine learning framework for predicting and mitigating doxorubicin nanocarrier toxicity in normal cells. [PDF]
Rahdar A, Fathi-Karkan S.
europepmc +1 more source
This review presents multidimensional heat‐path engineering for thermal interface materials, showing how internal heat transport, interfacial contact and bondline formation, and processing‐defined pathway architectures together determine bonded‐joint thermal performance.
Jinsoo Na +7 more
wiley +1 more source
Physics‑informed machine learning modeling with dual SHAP analysis for predicting Salmonella Enteritidis growth on chicken meat treated with slightly acidic electrolyzed water. [PDF]
Zhu Y +15 more
europepmc +1 more source
Customizable Piezo‐Transmittance‐Based Multiaxial Force Sensor With Deep‐Learning‐Assisted Sensing
Development of a soft tri‐axis piezo‐transmittance sensor with integrated LEDs and photodiodes enables multidirectional force sensing through deformation‐induced optical modulation. A tailored 1D convolutional neural network provides real‐time force direction and intensity prediction, achieving 99.6% classification accuracy and a mean squared error of ...
Filippo Peruzzi +6 more
wiley +1 more source
Prediction of Hole Expansion Ratio in Advanced High-Strength Steels Using Physics-Informed Machine Learning. [PDF]
Tiwari S +4 more
europepmc +1 more source
Single‐filament material extrusion enables spatial stiffness programming through locally controlled thermal foaming of TPU. A data‐driven G‐code framework tunes porosity from 15.7% to 40.7% and hardness from 90 to 63 Shore A within and across layers. Monolithic hands and soft actuators consequently achieve distinct programmed motions without material ...
Rosanna Rifino +3 more
wiley +1 more source
Constrained Carbon Partitioning: A Self-Trained Physics-Informed Machine Learning Model Refines GPP Estimates From Eddy Covariance Measurements. [PDF]
Ranjbar S +5 more
europepmc +1 more source
Angled Nozzle Aerosol Jet Printing to Streamline Conformal Patterning of Electronics
A modular, angled aerosol jet printhead is demonstrated to streamline patterning on nonplanar surfaces, including 90° step edges and confined internal geometries. A detailed analysis of gravitational settling for a sheathed aerosol flow and deconvolution of oblique deposition and gravitational effects supports the versatility of this approach for ...
Louis O. Morgan +4 more
wiley +1 more source
Beyond sequence: A physics-informed machine learning framework for predicting DNA mutations. [PDF]
Suárez-Villagrán M +2 more
europepmc +1 more source
An All‐Fabric Wearable System for Human‐Machine Interaction
An all‐fabric sensing system enables wearable human–machine interaction through a breathable, stretchable, and scalable design. The all‐fabric capacitive sensor achieves a gauge factor of 2.03 over 72% strain and supports body‐motion tracking, 90.5% hand gesture recognition, and real‐time prosthetic hand control, demonstrating a promising pathway ...
Rayane Tchantchane +3 more
wiley +1 more source

