A new technical paper titled “Massively parallel and universal approximation of nonlinear functions using diffractive ...

Abstract: This article proposes a deep Koopman-based identification method for nonlinear dynamical systems with modeling residuals learned recursively by incremental Gaussian process regression (IGPR) ...

Researchers at the University of California, Los Angeles (UCLA) have developed an optical computing framework that performs ...

Abstract: The Takagi–Sugeno (TS) fuzzy control design method has been widely utilized for nonlinear system control due to its ability to approximate complex system behaviors. Traditionally, TS fuzzy ...

Can light perform millions of calculations at once without extra materials? A new optical system shows how this can be done.

UCLA researchers demonstrate diffractive optical processors as universal nonlinear function approximators using linear ...

Learn to apply control systems in automotive, energy, aerospace, robotics, and manufacturing sectors. Apply feedback control laws to stabilize systems and achieve performance goals. Control systems ...