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Manzhu Yu

Pennsylvania State University

SCHOLARLY PAPERS

8

DOWNLOADS

578

TOTAL CITATIONS

6

Scholarly Papers (8)

1.

Predicting Hourly Pm2.5 Concentrations in Wildfire-Prone Areas Using a Spatiotemporal Transformer Model

Number of pages: 30 Posted: 22 Aug 2022
Pennsylvania State University, affiliation not provided to SSRN and Pennsylvania State University
Downloads 151 (494,203)
Citation 2

Abstract:

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wildfire, air pollution, PM2.5, spatiotemporal prediction, sparse self-attention, Transformer Neural Network

2.

Assessing the 2023 Canadian Wildfire Smoke Impact in Northeastern Us: Air Quality, Exposure and Environmental Justice

Number of pages: 26 Posted: 06 Feb 2024
Pennsylvania State University, affiliation not provided to SSRN, affiliation not provided to SSRN, Pennsylvania State University and State University of New York (SUNY) - Department of Environmental Health Sciences
Downloads 125 (580,653)
Citation 3

Abstract:

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Canadian wildfire 2023, wildfire smoke, mobility-based exposure, Environmental justice

3.

Deciphering Wildfire Spread Dynamics: Attention-Based Spatiotemporal Models Using Convlstm Networks

Number of pages: 23 Posted: 16 Jan 2024
Arif Masrur, Manzhu Yu and Alan Taylor
affiliation not provided to SSRN, Pennsylvania State University and affiliation not provided to SSRN
Downloads 85 (783,685)
Citation 1

Abstract:

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spatiotemporal dependence, self-attention, ConvLSTM, spatiotemporal modeling, Wildfire spread

4.

A Comprehensive Review of Spatially Varying Coefficient Models: Methods, Challenges, and Guidance for Model Selection

Number of pages: 47 Posted: 09 Mar 2026 Last Revised: 25 Apr 2026
Pennsylvania State University, Pennsylvania State University, Pennsylvania State University, Pennsylvania State University and Pennsylvania State University - Penn State College of Medicine
Downloads 68 (916,100)

Abstract:

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spatial heterogeneity, spatial analysis, local regression, spatial statistics, MGWR, Bayesian SVC

5.

Mcgln: A Multimodal Convlstm-Gan Framework for Lightning Nowcasting Utilizing Multi-Source Spatiotemporal Data

Number of pages: 23 Posted: 14 Jul 2023
Nanjing University of Information Science & Technology (NUIST), Nanjing University of Information Science and Technology, Pennsylvania State University, affiliation not provided to SSRN, Nanjing University of Information Science and Technology, Nanjing University of Information Science and Technology and Nanjing University of Information Science and Technology
Downloads 64 (933,592)

Abstract:

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Lightning prediction, MCGLN, Lightning nowcasting model, Ningbo

6.

A Vision Transformer for Lightning Intensity Estimation Using 3d Weather Radar

Number of pages: 20 Posted: 09 May 2022
Nanjing University of Information Science & Technology (NUIST), Nanjing University of Information Science & Technology (NUIST), affiliation not provided to SSRN, Pennsylvania State University, affiliation not provided to SSRN, Nanjing University of Information Science & Technology (NUIST) and Nanjing University of Information Science & Technology (NUIST)
Downloads 49 (1,074,648)

Abstract:

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lightning intensity estimation, 3D weather radar, Vision Transformer, SMOTE, multicategory classification

7.

Detection, Classification, and Characterization of Compound Coastal Flooding along the Gulf and Southeastern U.S. Coasts

Number of pages: 20 Posted: 09 Jun 2026
Samrin Sauda and Manzhu Yu
The Pennsylvania State University and Pennsylvania State University
Downloads 36

Abstract:

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8.

Quantifying Wildfire Smoke's Persistent Effects on PM2.5 Speciation Across U.S. Regions: Evidence from 2007-2023 Smoke Events

Posted: 20 Apr 2026
Shiyan Zhang, Jiakai Zhang and Manzhu Yu
Department of Geography and Environmental Studies, New Mexico Institute of Mining and Technology and Pennsylvania State University

Abstract:

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