IEEE

Research on an LSTM-PID Temperature Control Method With Adaptive Parameter Tuning Incorporating Load Forecasting

Abstract: Temperature control systems subjected to random disturbances present significant challenges in maintaining stability and precision. Conventional fixed-parameter ...
Electronic Design

How to Design Very Wide Loop BW High-Performance PLL Frequency Synthesizers (Part 3)

The measurements are at approximately +25ºC case temperature ... single-loop indirect (PLL) synthesizer used as a frequency source, and particularly as an LO, in a modern high frequency, wideband, ...
Electronic Design

Improve Liquid Handling with These Motion Techniques

Liquid-handling systems often use peristaltic pumps to perform critical operations. Examples of applications and the functions performed by peristaltic pumps include: An important advantage of ...
IEEE

Reinforcement Learning for PID Fine-Tuning in Nonlinear Temperature Control Systems

Abstract: This paper compares the traditional tuning techniques, i.e., Ziegler-Nichols and Cohen-Coon, with artificial intelligence-based techniques, i.e., Reinforcement Learning (RL) and Genetic ...
CNET

Your Thermostat Temp Could Be Costing You Hundreds This Winter. How To Avoid That

This is the ideal temperature to set your thermostat at during the cooler months to save money and stay cozy. Mike De Socio is a CNET contributor who writes about energy, personal finance, electric ...