IEEE

Adaptive SIREN-PINN with Principled Initialization: A Frequency-Aware and Singularity-Robust Framework for Solver-Free Acoustic Seismic Wave Modeling

Abstract: Physics-Informed Neural Networks (PINNs) have emerged as a promising approach for solving acoustic seismic wave equations in geophysical modeling. However, they often encounter challenges ...
IEEE

A Hybrid Machine Learning Framework for Water Quality Index Prediction Using Feature-Based Neural Network Initialization

Abstract: Accurate prediction of the Water Quality Index (WQI) is essential for protecting public health and managing freshwater resources. Existing models often rely on arbitrary weight ...
Wall Street Journal

Trump Releases Healthcare Framework Aimed at Lowering Costs

Video released by the White House shows President Trump unveiling a new healthcare framework that aims to lower costs and increase price transparency. The proposal is likely to face obstacles in ...
ZDNet

Your smart home has too many apps - this new framework wants to fix that

Copilot.cx is an IoT customer experience SaaS company that just introduced Copilot Star. Star is a framework that unifies different smart home platforms for users. The system is designed for smart ...