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Xiaodong Liu

Beijing Forestry University

SCHOLARLY PAPERS

3

DOWNLOADS

88

TOTAL CITATIONS

2

Scholarly Papers (3)

1.

Interpretable Artificial Intelligence Models for Predicting Lightning Prone to Inducing Forest Fires

Number of pages: 20 Posted: 15 Nov 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and Beijing Forestry University
Downloads 55 (1,020,567)
Citation 1

Abstract:

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Lightning fire, Machine learning, SHAP value, Explainable artificial intelligence

2.

Environments conducive to cloud-to-ground and ignited lightning in a boreal forest of Northeast China

Number of pages: 42 Posted: 07 Jan 2026
Beijing Normal University, Beijing Normal University, Beijing Normal University, Hong Kong Polytechnic University - Research Center for Fire Safety Engineering and Beijing Forestry University
Downloads 25 (1,448,301)
Citation 1

Abstract:

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Cloud-to-ground lightning, lightning-ignited wildfires, boreal forest, lightning ignition, Greater Khingan Mountains, environmental controls

3.

Physics-Guided Detection of Lightning-Caused Forest Fire in UAV Thermal Imagery

Number of pages: 36 Posted: 10 Jul 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Beijing Forestry University and North Dakota State University
Downloads 8

Abstract:

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smoldering fire detection, UAV thermal infrared remote sensing, physics-guided feature extraction, forest fire, false alarm reduction