Tag: Model Predictive Control (MPC)

||Illustration of modularity|Geometry conversion of original CAD|furnace

Model Predictive Control with NARX Metamodels: Smarter Torque Requests for Fuel Cell Vehicles

As electrification expands across commercial fleets, engineers are rethinking power management to deliver efficiency, drivability, and robustness under real‑world conditions. By anticipating what the vehicle will need moments ahead, Model Predictive Control (MPC) reduces energy waste, smooths transients, and keeps the power source operating in its most efficient window. MPC paired with a dynamic, data-driven […]

Read More
furnace

Modeling the Google Deschutes CDU in GT-SUITE: A Blueprint for Liquid Cooling Success

A Difficult Balance for Data Centers As data centers push toward higher rack power densities and rapidly scaling AI workloads, liquid cooling has become essential for managing extreme thermal loads efficiently. Designing these next generation cooling systems is challenging – engineers must balance reliability, energy use, water consumption, and safety, all while navigating tight deployment […]

Read More
Server room with cloud on ceiling modern technology data center concept|Futuristic wireless Smart BMS powered by AI

Transforming Data Center Cooling: From Physics-Based Simulation to AI-Powered Control

Data centers face an unprecedented thermal challenge that demands revolutionary approaches to cooling system design and control. As computational demands surge with AI workloads and high-performance computing applications, heat generation has increased dramatically with some next-generation systems producing heat fluxes many times higher than traditional data centers. This exponential growth in thermal loads is pushing […]

Read More