3 papers
math.OC2025
PG-Flow: Deterministic implicit policy gradients for geometric product-form queueing networks
Youssef Ait El Mahjoub
Product-form queueing networks (PFQNs) admit steady-state distributions that factorize into local terms, and in many classical PFQNs including Jackson, BCMP, G-networks, and Energy…
math.OC2025
Efficient Solving of Large Single Input Superstate Decomposable Markovian Decision Process
Youssef Ait El Mahjoub, Jean-Michel Fourneau, Salma Alouah
Solving Markov Decision Processes (MDPs) remains a central challenge in sequential decision-making, especially when dealing with large state spaces and long-term optimization crite…
math.OC2024
A slot-based energy storage decision-making approach for optimal Off-Grid telecommunication operator
Youssef Ait El Mahjoub, Jean-Michel Fourneau
This paper proposes a slot-based energy storage approach for decision-making in the context of an Off-Grid telecommunication operator. We consider network systems powered by solar…