3 papers
math.OC2025
A Context-Free Smart Grid Model Using Complex System Approach
Soufian Ben Amor, Alain Bui, Guillaume Guerard
Energy and pollution are urging problems of the 21th century. By gradually changing the actual power grid system, smart grid may evolve into different systems by means of size, ele…
cs.LG2025
PretopoMD: Pretopology-based Mixed Data Hierarchical Clustering
Loup-Noe Levy, Guillaume Guerard, Sonia Djebali +1
This article presents a novel pretopology-based algorithm designed to address the challenges of clustering mixed data without the need for dimensionality reduction. Leveraging Disj…
cs.LG2025
Hierarchical clustering of complex energy systems using pretopology
Loup-Noe Levy, Jeremie Bosom, Guillaume Guerard +3
This article attempts answering the following problematic: How to model and classify energy consumption profiles over a large distributed territory to optimize the management of bu…