The problem of the efficient design material microstructures exhibiting desired properties spans a variety engineering and science applications. ability to rapidly generate that exhibit user-specified property distributions can transform iterative process traditional microstructure-sensitive design. We reformulate microstructure using constrained generative adversarial network (GAN) model. This...

Deep learning in the context of nano-photonics is mostly discussed terms its potential for inverse design photonic devices or nanostructures. Many recent works on machine-learning are highly specific, and drawbacks respective approaches often not immediately clear. In this review we want therefore to provide a critical capabilities deep progress which has been made so far. We classify different...

Abstract The development of information technology urgently requires ultrafast, ultra-low energy consumption and ultra-high-capacity data computing abilities. Traditional method electronic chips is limited by the bottleneck Moore’s Law. All-optical photonic provides a promising way to realize such high-performance Until now, it still huge challenge all-optical four arithmetic operations at same...

Lighting design is a demanding but very important task in computer cinematography, games and architectural design. Computer-assisted lighting design aims at providing the designers with tools to describe the desired outcome and derive a suitable lighting configuration to match their goal. In this paper, we present an automatic approach to the inverse light source emittance and positioning probl...

This paper proposes an inverse optimality design method for nonlinear deterministic system and nonlinear stochastic system with multiplicative and additive noises. The new method is developed based on the general Hamilton-Jacobi-Bellman(HJB) equation, and it constructs an estimated cost function using a linear function approximator—Gaussian Radial Basis function, which can recover the original ...

An inverse airfoil design process is presented that makes use of the CST parameterization method. The CST method is very powerful in that it can easily represent any airfoil shape within the entire design space of smooth airfoils. This makes it an ideal modeling technique for an inverse design process because accurate airfoil geometry treatment is required. The downfall of some inverse design p...