International Journal of Robust and Nonlinear Control, Volume 36, Issue 5, Page 3047-3067, 25 March 2026.ABSTRACT This paper presents a robust control synthesis and analysis framework for nonlinear systems with uncertain initial conditions. First, a deep learning‐based lifting approach is proposed to approximate nonlinear dynamical systems with linear parameter‐varying (LPV) state‐space models in higher‐dimensional spaces while simultaneously ...
Sourav Sinha, Mazen Farhood
wiley +1 more source
Correction: Nonnegative matrix factorization for analyzing state dependent neuronal network dynamics in calcium recordings. [PDF]
Sci RepCarbonero D +3 more
europepmc +1 more source
International Journal of Adaptive Control and Signal Processing, Volume 40, Issue 3, Page 544-564, March 2026.This paper proposes two projector‐based Hopfield neural network (HNN) estimators for online, constrained parameter estimation under time‐varying data, additive disturbances, and slowly drifting physical parameters. The first is a constraint‐aware HNN that enforces linear equalities and inequalities (via slack neurons) and continuously tracks the ...
Miguel Pedro Silva
wiley +1 more source
Nonnegative matrix factorization incorporating domain specific constraints for four dimensional scanning transmission electron microscopy. [PDF]
Sci RepKimoto K +7 more
europepmc +1 more source
Recombining Knowledge for Climate Innovation: Evidence From US Energy Incumbents
Business Strategy and the Environment, Volume 35, Issue 3, Page 4277-4293, March 2026.ABSTRACT As the climate crisis intensifies, energy incumbents must strategically transform their fossil‐fueled legacies to remain competitive and sustainable. Yet, little is known about how internal knowledge architectures and external industry positions jointly shape their capacity for climate innovation.
Kyung‐Baek Min +2 more
wiley +1 more source
An optimal pairwise merge algorithm improves the quality and consistency of nonnegative matrix factorization. [PDF]
IEEE Trans Signal ProcessGuo Y, Holy TE.
europepmc +1 more source
Incorporating Latent Variables Using Nonnegative Matrix Factorization Improves Risk Stratification in Brugada Syndrome. [PDF]
J Am Heart Assoc, 2020 Tse G +13 more
europepmc +1 more source
Mathematical Modeling of Giardiasis Transmission Dynamics Using Caputo Fractional Derivative
Engineering Reports, Volume 8, Issue 3, March 2026.The research offers an insight into the dynamics of giardiasis transmission as well as direction to practitioners and public health authorities in developing specific intervention strategies to mitigate the negative effects of these parasitic infections on the well‐being of the population. ABSTRACT Giardia duodenalis is a protozoan parasite that causes
Joshua Kiddy K. Asamoah +3 more
wiley +1 more source
Robust self supervised symmetric nonnegative matrix factorization to the graph clustering. [PDF]
Sci RepRu Y, Gruninger M, Dou Y.
europepmc +1 more source
Gaussian Process Inference Reveals Non‐Separability of Position and Velocity Tuning in Grid Cells
Hippocampus, Volume 36, Issue 2, March 2026.ABSTRACT Grid cells in medial entorhinal cortex (MEC) support spatial navigation by responding to multiple variables, including position, speed, and head direction. While tuning curves for each of these variables have been examined individually at the level of single cells, less is known about the conjunctive coding of grid cells for these properties ...
Linnie J. Warton +2 more
wiley +1 more source