most citedPerformance guaranteed MPC Policy Approximation via Cost Guided Learning

7 citations

6 papers

math.AP2026

Semi-discrete optimal transport techniques for the compressible semi-geostrophic equations

David P. Bourne, Charlie P. Egan, Théo Lavier +1

We prove existence of weak solutions of the 3D compressible semi-geostrophic (SG) equations with compactly supported measure-valued initial data. These equations model large-scale…

physics.space-ph2026

Beyond Mean Solar Wind Conditions: Turbulence-Aware Forecasting of the AE Index

Cara L. Waters, Christopher H. K. Chen, Mathew J. Owens

The auroral electrojet (AE) index is a key indicator of high latitude geomagnetic activity and is widely used in operational space weather monitoring, yet forecasting AE from upstr…

math.OC20262 cited

Generalized Global Self-Optimizing Control for Chemical Processes: Part II Objective-Guided Controlled Variable Learning Approach

Chenchen Zhou, Hongxin Su, Xinhui Tang +3

Self-optimizing control (SOC) aims to maintain near-optimal process operation by judiciously selecting controlled variables (CVs). In this series of work, the generalized global SO…

math.OC20267 cited

Performance guaranteed MPC Policy Approximation via Cost Guided Learning

Chenchen Zhou, Yi Cao, Shuang-hua Yang

Model predictive control (MPC) is widely used in industries but implementing it poses challenges due to hardware or time constraints. A promising solution is to approximate the MPC…

math.NA2026

An Introduction to Solving the Least-Squares Problem in Variational Data Assimilation

I. Daužickaitė, M. A. Freitag, S. Gürol +4

Variational data assimilation is a technique for combining measured data with dynamical models. It is a key component of Earth system state estimation and is commonly used in weath…

astro-ph.SR2026

Radiation doses during extreme solar energetic particle events

S. Dalla, K. Herbst, R. Muscheler +1

Ions and electrons accelerated to high energies during flares and coronal mass ejections at the Sun may escape the solar atmosphere and, guided by the interplanetary magnetic field…