A visual-textual fused approach to automated tagging of flood-related tweets during a flood event. - Xiao Huang 003; Cuizhen Wang; Zhenlong Li; Huan Ning (Int. J. Digit. Earth, 2019)

Choosing an appropriate training set size when using existing data to train neural networks for land cover segmentation. - Huan Ning; Zhenlong Li; Cuizhen Wang; Lina Yang (Ann. GIS, 2020)

Identifying disaster related social media for rapid response: a visual-textual fused CNN architecture. - Xiao Huang 003; Zhenlong Li; Cuizhen Wang; Huan Ning (Int. J. Digit. Earth, 2020)

Prototyping a Social Media Flooding Photo Screening System Based on Deep Learning. - Huan Ning; Zhenlong Li; Michael E. Hodgson; Cuizhen Wang (ISPRS Int. J. Geo Inf., 2020)

Measuring Place Connectivity Using Big Social Media Data. - Zhenlong Li; Xiao Huang 006; Xinyue Ye; Yuqin Jiang; Yago Martin; Huan Ning; Michael E. Hodgson; Xiaoming Li 008 (CoRR, 2021)

ODT FLOW: A Scalable Platform for Extracting, Analyzing, and Sharing Multi-source Multi-scale Human Mobility. - Zhenlong Li; Xiao Huang 006; Tao Hu 004; Huan Ning; Xinyue Ye; Xiaoming Li 008 (CoRR, 2021)

Exploring the vertical dimension of street view image based on deep learning: a case study on lowest floor elevation estimation. - Huan Ning; Zhenlong Li; Xinyue Ye; Shaohua Wang 002; Wenbo Wang; Xiao Huang 003 (Int. J. Geogr. Inf. Sci., 2022)

Converting street view images to land cover maps for metric mapping: A case study on sidewalk network extraction for the wheelchair users. - Huan Ning; Zhenlong Li; Cuizhen Wang; Michael E. Hodgson; Xiao Huang 003; Xiaoming Li 008 (Comput. Environ. Urban Syst., 2022)

Revealing geographic transmission pattern of COVID-19 using neighborhood-level simulation with human mobility data and SEIR model: A case study of South Carolina. - Huan Ning; Zhenlong Li; Shan Qiao; Chengbo Zeng; Jiajia Zhang; Bankole Olatosi; Xiaoming Li 008 (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Autonomous GIS: the next-generation AI-powered GIS. - Zhenlong Li; Huan Ning (Int. J. Digit. Earth, 2023)

Automated Floodwater Depth Estimation Using Large Multimodal Model for Rapid Flood Mapping. - Temitope Akinboyewa; Huan Ning; Mohammad Naser Lessani; Zhenlong Li (CoRR, 2024)

LLM-Find: An Autonomous GIS Agent Framework for Geospatial Data Retrieval. - Huan Ning; Zhenlong Li; Temitope Akinboyewa; Mohammad Naser Lessani (CoRR, 2024)

Comparative Analysis of Human Mobility Patterns: Utilizing Taxi and Mobile (SafeGraph) Data to Investigate Neighborhood-Scale Mobility in New York City. - Yuqin Jiang; Zhenlong Li; Joon-Seok Kim 006; Huan Ning; Su Yeon Han (CoRR, 2024)

GIS Copilot: Towards an Autonomous GIS Agent for Spatial Analysis. - Temitope Akinboyewa; Zhenlong Li; Huan Ning; Mohammad Naser Lessani (CoRR, 2024)

GPT, large language models (LLMs) and generative artificial intelligence (GAI) models in geospatial science: a systematic review. - Siqin Wang; Tao Hu 004; Xiao Huang 003; Yun Li 005; Ce Zhang 005; Huan Ning; Rui Zhu 008; Zhenlong Li; Xinyue Ye (Int. J. Digit. Earth, 2024)

GIScience in the Era of Artificial Intelligence: A Research Agenda Towards Autonomous GIS. - Zhenlong Li; Huan Ning; Song Gao 001; Krzysztof Janowicz; Wenwen Li 002; Samantha T. Arundel; Chaowei Yang; Budhendra Bhaduri; Shaowen Wang 001; A-Xing Zhu; Mark Gahegan; Shashi Shekhar 001; et al. (CoRR, 2025)

Estimating Hourly Neighborhood Population Using Mobile Phone Data in the United States. - Huan Ning; Zhenlong Li; Manzhu Yu; Shiyan Zhang; Shan Qiao (CoRR, 2025)

SIM: A mapping framework for built environment auditing based on street view imagery. - Huan Ning; Zhenlong Li; Manzhu Yu; Wenpeng Yin 001 (CoRR, 2025)

Comparative analysis of human mobility patterns: utilizing taxi and mobile (SafeGraph) data to investigate neighbourhood-scale mobility in New York City. - Yuqin Jiang; Su Yeon Han; Zhenlong Li; Huan Ning; Joon-Seok Kim 006 (Ann. GIS, 2025)