IEEE

Design and Analysis of Active Suspension Systems for Automotive Vehicles Using PID and Root Locus Controller

Abstract: The active suspension system serves as the link between the vehicle's chassis and the rest of its structure, playing a key role in both ride comfort and handling. This study presents a ...
IEEE

Adaptive PID Gain Scheduling Control for Hydropower Turbine Using Neural CDE and Stochastic Distribution Shaping

Abstract: This paper introduces a gain-scheduling PID controller design strategy for hydroturbine frequency control mode. This scheme first uses real data to learn the nonlinear dynamics of the ...
GitHub

System Identification and PID Controller Design using MATLAB and Simulink

This project focuses on system identification and PID controller design using measured response data. The objective was to model the system dynamics and improve performance through closed-loop control ...
Healthline

10 Natural Sleep Aids for Better Sleep

Getting a good amount of sleep is incredibly important for your health. Despite this, many people don’t get enough sleep each night, and around 20% of adults experience occasional symptoms of insomnia ...
GitHub

DeepPID — A deep-learning PID playground featuring Adaptive ML-based system controllers

A playground for experimenting with PID, model‑predictive, and machine‑learning–based controllers. DeepPID provides both traditional and neural adaptive controllers in a single, consistent framework, ...