Applications of machine learning in metal powder-bed fusion in-process monitoring and control: status and challenges

Y Zhang, W Yan - Journal of Intelligent Manufacturing, 2023 - Springer
The continuous development of metal additive manufacturing (AM) promises the flexible and
customized production, spurring AM research towards end-use part fabrication rather than …

State estimation of the Stefan PDE: A tutorial on design and applications to polar ice and batteries

S Koga, M Krstic - Annual Reviews in Control, 2022 - Elsevier
The Stefan PDE system is a representative model for thermal phase change phenomena,
such as melting and solidification, arising in numerous science and engineering processes …

[KSIĄŻKA][B] Traffic congestion control by PDE backstep**

H Yu, M Krstic - 2022 - Springer
This book explores the development of PDE (partial differential equation) backstep**
controllers for the suppression of stop-and-go instabilities and oscillations in congested …

Prescribed-time extremum seeking for delays and pdes using chirpy probing

CT Yilmaz, M Krstic - IEEE Transactions on Automatic Control, 2024 - ieeexplore.ieee.org
Extremum seeking, an online model-free optimization algorithm with traditionally
exponential convergence, was recently advanced by Poveda and coauthors to fixed-time …

[HTML][HTML] Multi-agent deployment in 3-D via reaction–diffusion system with radially-varying reaction

J Zhang, R Vazquez, J Qi, M Krstic - Automatica, 2024 - Elsevier
This paper considers the problem of the deployment of a set of agents distributed on a disk-
shaped grid onto three-dimensional (3-D) profiles, by using a continuum approximation …

Control of the Stefan system and applications: A tutorial

S Koga, M Krstic - Annual Review of Control, Robotics, and …, 2022 - annualreviews.org
The so-called Stefan system describes the dynamical model of the liquid–solid phase
change in materials ranging from water and ice in the polar caps to metal casting and …

Safe PDE backstep** QP control with high relative degree CBFs: Stefan model with actuator dynamics

S Koga, M Krstic - IEEE Transactions on Automatic Control, 2023 - ieeexplore.ieee.org
High-relative-degree control barrier functions play a prominent role in automotive safety and
in robotics. In this article, we launch a generalization of this concept for PDE control, treating …

Towards implementation of PDE control for Stefan system: Input-to-state stability and sampled-data design

S Koga, I Karafyllis, M Krstic - Automatica, 2021 - Elsevier
The Stefan system is a representative model for a liquid–solid phase change which
describes the dynamics of a material's temperature profile and the liquid–solid interface …

A nonlinear disturbance observer-based adaptive back-step** sliding-mode temperature control method for laser soldering processes

H Tan, Z Chen, T Zhang - Optics & Laser Technology, 2025 - Elsevier
Accurate temperature control is critical for the laser soldering process as it directly affects the
quality of the solder joint. However, it is challenging to control the soldering temperature …