Deep Reinforcement Learning-Based Energy-Efficient Resource Allocation and Scheduling in 6G-Enabled UAV-Assisted IoT Wireless Networks. [PDF]
Nauman A, Kim SW.
europepmc +1 more source
ABSTRACT Operators of low Earth orbit (LEO) access networks increasingly diagnose quality‐of‐service (QoS) degradation with observational machine‐learning attribution, yet when the candidate causes are produced by the resource‐management policy itself, observational attribution is unsafe: it assigns the degradation to factors that an operator cannot ...
Edson José Pacheco +1 more
wiley +1 more source
Quantification of system resilience through stress testing using a predictive analysis of departure dynamics in a [Formula: see text] queue with multiple vacation policy. [PDF]
Marjasz R, Kempa WM, Kovtun V.
europepmc +1 more source
Optimizing Household Waste Recycling Centre Network Reorganization in Hampshire
ABSTRACT Local councils across the UK are facing sustained financial pressures, and Household Waste Recycling Centres (HWRCs) are being increasingly considered for closure to reduce expenditure. In 2024, Hampshire County Council, which operates the largest HWRC network in the UK, proposed closing either five or twelve existing sites.
Montree Jaidee +4 more
wiley +1 more source
Decentralized queue control with delay shifting in edge-IoT using reinforcement learning. [PDF]
Kovtun V.
europepmc +1 more source
ABSTRACT Workplace violence against nurses and midwives intensified during the COVID‐19 pandemic, exposing and amplifying longstanding structural marginalization in health systems across Latin America. This study analyzes how different forms of violence were experienced and described by nursing professionals during this period.
Liana Amorim Corrêa Trotte +13 more
wiley +1 more source
Resource Allocation in 5G Cellular IoT Systems with Early Transmissions at the Random Access Phase. [PDF]
Daraseliya A +4 more
europepmc +1 more source
Abstract Accurate monitoring of eider duck populations in Arctic Canada is essential for understanding ecosystem health and supporting conservation efforts in a rapidly changing climate. Traditional manual counting from aerial imagery is time‐consuming, labor‐intensive, and prone to observer bias.
Jayden Hsiao +8 more
wiley +1 more source
A chance-constrained program for the allocation of nurses in acute home healthcare. [PDF]
Lok-Visser J +3 more
europepmc +1 more source
Exact Discrete Stochastic Simulation With Deep‐Learning‐Scale Gradient Optimization
A 203,796‐parameter gene regulatory network classifies handwritten digits with 98.4% accuracy using exact stochastic dynamics. The framework decouples forward simulation from backward differentiation, making continuous‐time Markov chain models compatible with deep‐learning optimization.
Jose M. G. Vilar, Leonor Saiz
wiley +1 more source

