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From the 2 of 6 linked papers with an AI index.

activity
20242026
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6 papers

physics.soc-ph2026

High-fidelity inference of power grid frequency distributions

Alessandro Lonardi, Benjamin Schäfer, Christian Beck

The paper presents a statistical inference method that models power grid frequency fluctuations with a stochastic process, using maximum likelihood and superstatistics to accuratel…

physics.ao-ph2026

Superstatistical Analysis of PDFs and autocorrelation functions for air pollution concentrations in the UK

Nisal Amarakoon, Hankun He, Christian Beck

The paper applies superstatistical methods from non‑equilibrium physics to model the probability distributions and autocorrelation of hourly air‑pollution measurements across the U…

physics.soc-ph2026

Stochastic Modeling of Power-Grid Frequency Fluctuations in Low-Inertia Systems via a Gaussian-Core Potential and Superstatistics

Wanru Hao, Alessandro Lonardi, Christian Beck

Power grid frequency stability is fundamental to the secure operation of modern energy systems, yet the growing penetration of renewables and the associated reduction of system ine…

physics.soc-ph2026

Understanding the complexity of frequency and phase angle fluctuations in power grids

Alessandro Lonardi, Jacques M. Maritz, Leonardo Rydin Gorjão +1

Power grids must modernize to meet climate goals while maintaining reliable and stable operating conditions. Yet progress is hindered by a limited understanding of the stochastic p…

cs.LG2025

Analyzing Spatio-Temporal Dynamics of Dissolved Oxygen for the River Thames using Superstatistical Methods and Machine Learning

Hankun He, Takuya Boehringer, Benjamin Schäfer +2

By employing superstatistical methods and machine learning, we analyze time series data of water quality indicators for the River Thames, with a specific focus on the dynamics of d…

physics.ao-ph2024

Spatial analysis of tails of air pollution PDFs in Europe

Hankun He, Benjamin Schäfer, Christian Beck

Outdoor air pollution is estimated to cause a huge number of premature deaths worldwide, it catalyses many diseases on a variety of time scales, and it has a detrimental effect on…