Inverse problem

Inverse design in nanophotonics

Training Deep Neural Networks for the Inverse Design of Nanophotonic Structures

Generative Model for the Inverse Design of Metasurfaces

Plasmonic nanostructure design and characterization via Deep Learning

Physics-informed neural networks for inverse problems in nano-optics and metamaterials

Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy

Deep learning-driven innovation in metallic materials: A comprehensive review on microstructure analysis, property prediction, and inverse design

Data-Driven Design of HPDC Aluminum Alloys Using Machine Learning and Inverse Design

A data-driven integral equation approach for nonlinear inverse heat conduction problems with unknown thermophysical properties

Inverse analysis of a loaded heat conduction equation

Numerical-Analytic Method for Solving Nonstationary Nonlinear Problems of Heat Conduction for Multilayer Plates

Inverse design of high-performance glasses through an encoder-decoder machine learning approach toward materials discovery: Application to oxynitride glasses