⌘+K

Pulse Explore Communities Researchers Journals

Home Communities Explore

January 17, 2026World Wide Web

Spatial analysis of COVID-19 and the Russia–Ukraine war impacts on natural gas flows using statistical and machine learning models

Natalia Selini Hadjidimitriou Thorsten Koch Marco Lippi Milena Petković Marco Mamei

View at Publisher

Ask AI

Bookmark

Share

Key Points

Natural gas flows have been significantly affected by both the COVID-19 pandemic and the Russia-Ukraine war.
Statistical and machine learning models reveal trends in gas supply disruptions and variations.
The analysis focuses on spatial data related to gas flows, with implications for energy policy and crisis response.
Findings highlight the need for adaptive strategies in energy management due to geopolitical conflicts.

No abstract yet

We only have this paper's title and publication details.

Read it at the source→

Ask about this paper

Answers are grounded in this paper and cite their sources.

Ask your own question…

Implication

Spatial analysis uncovers the effects of COVID-19 and the Russia-Ukraine war on natural gas flows, suggesting critical insights for energy security.

Discussion

No takes yet. Share an insight, caveat, or question.

Cite This Study

Hadjidimitriou et al. (2026) studied this question.

synapsesocial.com/papers/69a759ffc6e9836116a1f737 https://doi.org/10.1007/s11280-025-01402-7

View at Publisher

Ask AI

Bookmark

Share

Keep reading

Synapse has enriched 10 related papers. Consider them for comparative context:

1COVID-19 outbreak: Impact on global economyOriginal Research · 2023 · 386 citations
2COVID-19, Societalization, and the Future of Business in SocietyOriginal Research · 2020 · 265 citations
3Effects of the COVID‐19 pandemic on the Brazilian electricity consumption patternsOriginal Research · 2020 · 113 citations
4Effects of Coronavirus Disease (COVID-19) Related Contact Restrictions in Germany, March to May 2020, on the Mobility and Relation to Infection PatternsOriginal Research · 2020 · 39 citations
5How does the Russian-Ukrainian war change connectedness and hedging opportunities? Comparison between dirty and clean energy markets versus global stock indicesOriginal Research · 2023 · 125 citations
6The impact of the Russian-Ukrainian war on global financial marketsOriginal Research · 2023 · 287 citations
7The spillover effects of rising energy prices following 2022 Russian invasion of UkraineOriginal Research · 2022 · 85 citations
8Natural gas in Europe: The potential impact of disruptions to supplyOriginal Research · 2024 · 51 citations
9Trading off privacy, utility, and stability in privacy-preserving K-means clustering using an adaptive multi-objective memetic algorithmWorld Wide Web · 2026
10Adaptive trimmed mean-based aggregation for semi-centralized federated learningWorld Wide Web · 2026

More from World Wide Web

More from University of Florence

More from Technische Universität Berlin

More from University of Modena and Reggio Emilia

More from Zuse Institute Berlin

More from Leibniz Institute for Crystal Growth