Markov-switching model - Open Access .click

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Multi‐Agent Reinforcement Learning for Cyber Defence Transferability and Scalability

Applied AI Letters, Volume 7, Issue 1, February 2026.
A method for using mutli‐agent reinforcement learning that allows for zero shot transfer across network setups. Diagrams show the local observation construction, training and agent mapping process. The results for novel 15 and 30 node networks show effective transfer and improved scaling performance. ABSTRACT Reinforcement learning (RL) has shown to be
Andrew Thomas, Matthew Yates, Oliver Osborne +2 more
wiley +1 more source

Tracking Consensus for Nonlinear Multi-Agent Systems Under Asynchronous Switching and Undirected Topology. [PDF]

Sensors (Basel)
Hu S, Wang M.
europepmc +1 more source

On the Modeling of Irreversibility by Relaxator Liouville Dynamics

Annalen der Physik, Volume 538, Issue 2, February 2026.
A general approach to modeling irreversibility starting from microscopic reversibility is presented. A relaxator that breaks reversibility condenses in the Liouville operator of the relevant degrees of freedom. The irreversible relaxator Liouville equation contains memory effects and initial correlations of all degrees of freedom. Stationary states are
János Hajdu, Martin Janßen
wiley +1 more source

Following the robot's lead: Predicting human and robot movement from EEG in a motor learning HRI task. [PDF]

iScience
Chatterjee T +6 more
europepmc +1 more source

CYP2C19 genotype testing for clopidogrel: A guideline developed by the UK Centre of Excellence in Regulatory Science and Innovation in Pharmacogenomics (CERSI‐PGx)

British Journal of Clinical Pharmacology, Volume 92, Issue 2, Page 329-347, February 2026.
Clopidogrel, an antiplatelet agent, is currently licensed in the United Kingdom for the prevention and treatment of atherothrombotic events in cerebrovascular disease, coronary artery disease and peripheral arterial disease. Clopidogrel requires metabolic activation by the cytochrome P450 enzyme CYP2C19 to be effective.
Cinzia Dello Russo +22 more
wiley +1 more source

Dynamic time slot allocation method for deterministic communication in UAV formation. [PDF]

Sci Rep
Xiao J, Huang J, Chen Q, Xu C, Zhao G.
europepmc +1 more source

Automatic parameter update algorithm for regression models to estimate remaining useful life: Application in an offshore natural gas dehydration unit

The Canadian Journal of Chemical Engineering, Volume 104, Issue 2, Page 935-952, February 2026.
Abstract Remaining useful life (RUL) analysis of equipment prevents failures and assists in maintenance to address impending failures. To achieve this, the advancement of degradation can be measured through a determinant variable. This work presents a new methodology for estimating the number of remaining cycles (NRC), or RUL, of equipment in cyclic ...
Leonardo M. de Marco +2 more
wiley +1 more source

Approximate Solutions of a General Stochastic Velocity-Jump Model Subject to Discrete-Time Noisy Observations. [PDF]

Bull Math Biol
Ceccarelli A, Browning AP, Baker RE.
europepmc +1 more source

Graph‐theoretic reliability index for assessing the impact of capital and operating cost constraints in designing reliable energy hubs

The Canadian Journal of Chemical Engineering, Volume 104, Issue 2, Page 569-593, February 2026.
Abstract Component failures in integrated heating and cooling networks impact reliable energy supply. This work studies reliability of heating and cooling systems constrained either by the annualized capital cost (ACC) or by the annualized total cost (ATC).
Arman Khani, Vladimir Mahalec
wiley +1 more source

Reliability assessment and small signal analysis of the enhanced switched impedance inverter with low input current ripple. [PDF]

Sci Rep
Hasan Babayi Nozadian M, Babaei E, Hosseini SH. +2 more
europepmc +1 more source

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