IEEE

Performance-Oriented Data-Driven Control: Fusing Koopman Operator and MPC-Based Reinforcement Learning

Abstract: This letter develops the machinery of Koopman-based Model Predictive Control (KMPC) design, where the Koopman derived model is unable to capture the real nonlinear system perfectly. We then ...

How Predictive AI Works As An ROI Engine For R&D

True ROI for R&D won't come from the tool that generates 10,000 new ideas. It will come from the tool that confidently tells ...
Tech Xplore

Reinforcement learning accelerates model-free training of optical AI systems

Optical computing has emerged as a powerful approach for high-speed and energy-efficient information processing. Diffractive ...
Grainews

Geco, Gowan team up on predictive weed control using multi-year imagery

A new partnership brings predictive weed mapping to more Prairie farms, using multi-year imagery to forecast patch-prone zones and support targeted herbicide plans.
IEEE

Model Predictive Iterative Learning Control Design for Battery Optimal Electro-Thermal Management Under Daily-Variant State-of-Charge Patterns

Abstract: This research studies the control of electro-thermal dynamics of cylindrical Li-ion battery packs in electric vehicles (EVs). These dynamics are coupled by the charging-discharging current ...