Lastly, file systems can use non-linear data structures like trees to store files and directories, as it organizes data in a hierarchical and logical manner while facilitating navigation and ...

Non-linear data is data that cannot be separated by a straight line. For example, if you have two classes of data points that form a circle and a square, you cannot draw a line that divides them ...

Data-driven control represents a paradigm shift in the design and implementation of controllers for both linear and nonlinear systems. Eschewing traditional reliance on first‐principles models ...

Databases are a foundational part of the modern world—everything we do today is powered by data, from online shopping to banking to streaming our favorite shows. Data is also critical for ...

Abstract: This paper investigates the stochastic distribution tracking problem while the probability density function (PDF) of the stochastic non-linear system output can be controlled to desired ...

There are many critical data-driven problems ... We demonstrate the algorithm on a wide range of problems, from simple canonical systems, including linear and nonlinear oscillators and the chaotic ...

Abstract: In this article, we present a novel data-driven model predictive control (MPC) approach to control unknown nonlinear systems using ... exploiting local linear approximations of the ...

If there are non-linear elements in the system or network ... First, calculate the direction similarity of the model trained by the data processing center and the model trained by each client. Then, ...