Machine learning is the ability of a machine to improve its performance based on previous results. Machine learning methods enable computers to learn without being explicitly programmed and have ...

Abstract: The problem of reinforcement learning (RL)-based fuzzy control for nonlinear systems with unknown dynamics via parallel composite policy iteration (PCPI) scheme is studied in this article.

Abstract: This article introduces an innovative approach to simultaneously estimate time-domain and spatiotemporal faults in nonlinear distributed parameter systems (NDPSs)nonlinear distributed ...

The idea: tell Codex what you want to improve, then walk away. It modifies your code, verifies the result, keeps or discards, and repeats. You come back to a log of experiments and a better codebase.

Lid Cavity Evolution is an open-source benchmark suite that chronicles the development of the classic lid-driven cavity CFD problem—from foundational MATLAB scripts to industrial-grade solvers. The ...