鲁凤｜南通大学｜学者主页

2026

Adaptive Physics‐Informed Learning for Traffic Data Imputation With Spatiotemporal Heterogeneity Modeling

Jia-Zheng Chen, Xiao-Yue Luo, Shi-Fen Cheng, Pei-Xiao Wang, Feng Lu

Transactions on GIS

DOI

2026

Fuzzy geographical detector: enhancing spatial attribution analysis for continuous geographical variables

Jia-Zheng Chen, Shi-Fen Cheng, Wenhui Zhang, Jin-Feng Wang, Feng Lu

International Journal of Geographical Information Science

DOI

2026

Ensemble learning for spatiotemporal data: methods, applications, challenges and opportunities

Wenhui Zhang, Lizeng Wang, Shi-Fen Cheng, Feng Lu

International Journal of Geographical Information Science

DOI

2026

Heterogeneity-aware deep learning for spatiotemporal data: a methodological review

Shi-Fen Cheng, Lizeng Wang, Wenhui Zhang, Feng Lu

International Journal of Geographical Information Science

DOI

2026

Spatially stratified modeling of intercity road freight flows in China

Shi-Fen Cheng, Run-Yu Miao, Yi-Bo Zhao, Yi-Tao Yang, Junnan Liu, Feng Lu

Journal of Transport Geography

DOI

2026

Adaptive model selection and ensemble via spatiotemporal graph-guided expert routing

Lizeng Wang, Shi-Fen Cheng, Feng Lu

Information Processing & Management

DOI

2026

Heterogeneity-Guided Tensor Decomposition for Traffic Flow Imputation

Xiao-Yue Luo, Shi-Fen Cheng, Yi-Tao Yang, Pei-Xiao Wang, Sheng-Min Guo, Feng Lu

IEEE transactions on intelligent transportation systems (Print)

DOI

2026

Structure-aware multi-view urban representation learning with coordinated fusion and alignment

Jinghui Wei, Sheng Wu, Shi-Fen Cheng, Pei-Xiao Wang, Feng Lu

Information Processing & Management

DOI

2026

A Survey on Tensor-Based Spatiotemporal Data Imputation: Knowledge Engineering Perspectives and Modeling Strategies

Xiao-Yue Luo, Shi-Fen Cheng, Yuxuan Liang, Zheng-Yang Zhou, Pei-Xiao Wang, Feng Lu

IEEE Transactions on Knowledge and Data Engineering

DOI

2026

Task-Aligned Mixture-of-Experts Modeling for Heterogeneous Origin–Destination Flow Prediction

Run-Yu Miao, Shi-Fen Cheng, Yi-Bo Zhao, Yi-Tao Yang, Feng Lu

Journal of Geovisualization and Spatial Analysis

DOI

2026

A high-resolution civil aviation emission dataset in China based on real-world flight trajectories

Jin-Zi Wang, Heng-Cai Zhang, Pei-Xiao Wang, Zhou-Shun Han, Jia-Ning Yu, Zhong-Yi Wang, Feng Lu

Big Earth Data

DOI

2026

Predicting Citywide Human Mobility with a Graph-Prior-Enhanced Euclidean Convolutional Network

Sheng Wu, Linbaizhi Wang, Pei-Xiao Wang, Heng-Cai Zhang, Shi-Fen Cheng, Xin Fu, Junhao Guo, Feng Lu

Sustainable cities and society

DOI

2026

Enhancing the interpretability of port economic modeling via implicit spatial relationship discovery

Xiaoli Cai, Sheng Wu, Pei-Xiao Wang, Hengcai Zhang, Shi-Fen Cheng, Feng Lu

International Journal of Applied Earth Observation and Geoinformation

DOI

2025

[Review] GeoAI enabled urban computing: status and challenges

Feng Lu, Shifen Cheng, Peixiao Wang

Annals Of Gis，Vol. 310, No. 40

DOI

2025

Predicting human-activity intensity in urban areas with a prior-enhanced probabilistic-deterministic model

Cheng Zhong, Sheng Wu, Peixiao Wang, Hengcai Zhang, Shifen Cheng, Feng Lu

International Journal Of Geographical Information Science

DOI

2025

A spatial-temporal trend-event decoupling dual-channel framework for traffic flow prediction

Yuehai Xu, Lai Wei, Lu Feng

Expert Systems With Applications，Vol. 287

DOI

2025

Integrating Cross-Regional Ecological Networks in Blue-Green Spaces: A Spatial Planning Approach for the Yangtze River Delta Demonstration Area

Lu Feng, Yan Gong, Zhiyuan Liang

Sustainability，Vol. 170, No. 90

DOI

2025

Spatiotemporal variations of private e-bike trips with explainable data-driven technologies

Peixiao Wang, Hengcai Zhang, Beibei Zhang, Shifen Cheng, Feng Lu, Tong Zhang

Cities，Vol. 1580

DOI

2025

Sequence analysis of local indicators of spatio-temporal association for evolutionary pattern discovery

Jia-Ning Yu, Hengcai Zhang, Pei-Xiao Wang, Jin-Zi Wang, Feng Lu

GIScience & Remote Sensing

DOI

2025

Predicting the Next Location of Urban Individuals via a Representation-Enhanced Multi-View Learning Network

Maoqi Lun, Pei-Xiao Wang, Sheng Wu, Heng-Cai Zhang, Shi-Fen Cheng, Feng Lu

ISPRS Int. J. Geo Inf.

DOI

2025

A gravity-inspired model integrating geospatial and socioeconomic distances for truck origin-destination flows prediction

Yi-Bo Zhao, Shi-Fen Cheng, Song Gao, Feng Lu

International Journal of Applied Earth Observation and Geoinformation

DOI

2025

Lightweighting the prediction process of urban states with parameter sharing and dilated operations

Pei-Xiao Wang, Haolong Yang, Hengcai Zhang, Shi-Fen Cheng, Feng Lu, Ze-Qiang Chen

International Journal of Digital Earth

DOI

2025

A geospatial skeleton framework for unveiling the 3D structure and dynamics of marine heatwaves from earth observation data

Jia-Ning Yu, Heng-Cai Zhang, Pei-Xiao Wang, Feng Lu, Jicai Ning

Geo-Spatial Information Science

DOI

2024

An LLM-Based Method for Quality Information Extraction From Web Text for Crowed-Sensing Spatiotemporal Data

Zongcai Huang, Peng Peng, Feng Lu, He Zhang

Transactions In Gis，Vol. 290, No. 1

DOI

2024

STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation

Zhongcai Cao, Kang Liu, Xin Jin, Li Ning, Ling Yin, Feng Lu

International Journal Of Geographical Information Science

DOI

2024

[Review] Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models

Kang Liu, Xin Jin, Shifen Cheng, Song Gao, Ling Yin, Feng Lu

International Journal Of Geographical Information Science，Vol. 380, No. 3

DOI

2024

Inferring freeway traffic volume with spatial interaction enhanced betweenness centrality

Beibei Zhang, Shi-Fen Cheng, Pei-Xiao Wang, Feng Lu

International Journal of Applied Earth Observation and Geoinformation

DOI

2024

Decomposing spatio-temporal heterogeneity: Matrix-informed ensemble learning for interpretable prediction

Lizeng Wang, Shi-Fen Cheng, Feng Lu

Knowledge-Based Systems

DOI

2024

Predicting origin-destination flows by considering heterogeneous mobility patterns

Yi-Bo Zhao, Shi-Fen Cheng, Song Gao, Pei-Xiao Wang, Feng Lu

Sustainable cities and society

DOI

2024

Modeling Civil Aviation Emissions with Actual Flight Trajectories and Enhanced Aircraft Performance Model

Jin-Zi Wang, Hengcai Zhang, Jia-Ning Yu, Feng Lu, Yafei Li

Atmosphere

DOI

2024

Understanding human mobility and trip demand through sparse trajectories of private e-bikes

Pei-Xiao Wang, Hengcai Zhang, Shi-Fen Cheng, Feng Lu, Tong Zhang, Ze-Qiang Chen

Journal of Cleaner Production

DOI

2024

Predicting Future Spatio-Temporal States Using a Robust Causal Graph Attention Model

Pei-Xiao Wang, Hengcai Zhang, Feng Lu

International Conference on Spatial Data and Intelligence

DOI

2024

Quickly forecasting the future state of urban sensors by the missing-data-tolerant deep learning approach

Pei-Xiao Wang, Hengcai Zhang, Shi-Fen Cheng, Tong Zhang, Feng Lu

Sustainable cities and society

DOI

2023

TrajGDM: A New Trajectory Foundation Model for Simulating Human Mobility

Chen Chu, Hengcai Zhang, Feng Lu

SIGSPATIAL/GIS

DOI

2023

Health impacts of spatiotemporal variation in PM2.5 concentrations from heavy-duty diesel trucks in Beijing

Beibei Zhang, Shi-Fen Cheng, Yi-Bo Zhao, Feng Lu

Journal of Cleaner Production

DOI

2023

A lightweight spatiotemporal graph dilated convolutional network for urban sensor state prediction

Pei-Xiao Wang, Hengcai Zhang, Shi-Fen Cheng, Tong Zhang, Feng Lu, Sheng Wu

Sustainable cities and society

DOI

2019

Reconstruction of human movement trajectories from large-scale low-frequency mobile phone data

Mingxiao Li, Song Gao, Feng Lu, Hengcai Zhang

Computers Environment And Urban Systems，Vol. 77

DOI

2019

基于MGWR的南京市住宅租金影响因素研究

张世伟，王琳，鲁凤

《现代城市研究》

2019

Exploring Housing Rent by Mixed Geographically Weighted Regression: A Case Study in Nanjing

Shiwei Zhang, Lin Wang, Feng Lu

ISPRS International Journal of Geo-Information

DOI

2018

Short-term traffic forecasting: An adaptive ST-KNN model that considers spatial heterogeneity

Shifen Cheng, Feng Lu, Peng Peng, Sheng Wu

Computers Environment And Urban Systems，Vol. 71

DOI

2018

1995—2015年石羊河流域生物多样性维持服务时空格局研究

胡秀芳，吴家祺，鲁凤

《南通大学学报(自然科学版)》

2018

Predicting Future Locations with Deep Fuzzy-LSTM Network

Mingxiao Li, Hengcai Zhang, Peiyuan Qiu, Shi-Fen Cheng, Jie Chen, Feng Lu

DOI

2016

基于净初级生产力的省公顷生态足迹模型参数的计算——以江苏省为例

鲁凤，陶菲，钞振华，胡秀芳

《地理与地理信息科学》

2016

ギャップGISと計算機科学の橋渡し:ACM SIGSPATIAL 2015会議の概要【JST・京大機械翻訳】

Xi-Liang Liu, Shi-Fen Cheng, Li Yu, Kang Liu, Feng Lu

2016

架起GIS与计算机科学的桥梁：ACM SIGSPATIAL 2015 会议综述

Xiliang Liu, 程诗奋, Li Yu, Kang Liu, Feng Lu

DOI

2015

生态安全研究的主题漂移与趋势分析

胡秀芳，赵军，查书平，鲁凤，王晓峰

《生态学报》，Vol. 35, No. 21

下载原文

2014

地理信息科学专业测绘综合实习改革的探讨——以南通大学为例

钞振华，鲁凤

《南昌师范学院学报》

2013

地理计算背景下GIS本科专业计量地理学课程教学改革的思考

鲁凤，胡秀芳，吉云松

《测绘与空间地理信息》

2013

基于Fuzzy与熵权法的南通城市生态安全评价与预测研究

胡秀芳，查书平，鲁凤，王晓峰，杨楠

《江苏科技大学学报(自然科学版)》

2013

基于小波分析与Mann-Kendall法的上海市近12年空气质量变化

鲁凤，钱鹏，胡秀芳，张慧芳

《长江流域资源与环境》

2013

合肥市需水预测遗传小波神经网络模型研究

鲁凤，徐建华，王占永

《测绘科学》

2013

Extracting traffic information from massive micro-blog messages

Hengcai Zhang, Feng Lu, Jie Chen

Journal of Image and Graphics

DOI

2012

Dempster-shafer (D-S) evidence theory method capable of achieving micro-blog inclusion traffic information fusion

Feng Lu, Hengcai Zhang

2011

Exploratory data analysis of activity diary data: a space-time GIS approach

Jie Chen, Shih-Lung Shaw, Hongbo Yu, Feng Lu, Yanwei Chai, Qinglei Jia

Journal Of Transport Geography，Vol. 19, No. 30

DOI

2011

A fusion evaluation method of traffic information collected based on micro blogs

Heng-Cai Zhang, Feng Lu

2007

中国区域经济差异的空间统计分析

鲁凤，徐建华

《华东师范大学学报(自然科学版)》

2007

高等本科地理信息系统专业课程体系分类研究

鲁凤，吉云松，王英利

《测绘与空间地理信息》

2005

基于二阶段嵌套锡尔系数分解方法的中国区域经济差异研究

鲁凤，徐建华

《地理科学》

精选作品

期刊论文

Adaptive Physics‐Informed Learning for Traffic Data Imputation With Spatiotemporal Heterogeneity Modeling

Fuzzy geographical detector: enhancing spatial attribution analysis for continuous geographical variables

Ensemble learning for spatiotemporal data: methods, applications, challenges and opportunities

Heterogeneity-aware deep learning for spatiotemporal data: a methodological review

Spatially stratified modeling of intercity road freight flows in China

Adaptive model selection and ensemble via spatiotemporal graph-guided expert routing

Heterogeneity-Guided Tensor Decomposition for Traffic Flow Imputation

Structure-aware multi-view urban representation learning with coordinated fusion and alignment

A Survey on Tensor-Based Spatiotemporal Data Imputation: Knowledge Engineering Perspectives and Modeling Strategies

Task-Aligned Mixture-of-Experts Modeling for Heterogeneous Origin–Destination Flow Prediction

A high-resolution civil aviation emission dataset in China based on real-world flight trajectories

Predicting Citywide Human Mobility with a Graph-Prior-Enhanced Euclidean Convolutional Network

Enhancing the interpretability of port economic modeling via implicit spatial relationship discovery

[Review] GeoAI enabled urban computing: status and challenges

Predicting human-activity intensity in urban areas with a prior-enhanced probabilistic-deterministic model

A spatial-temporal trend-event decoupling dual-channel framework for traffic flow prediction

Integrating Cross-Regional Ecological Networks in Blue-Green Spaces: A Spatial Planning Approach for the Yangtze River Delta Demonstration Area

Spatiotemporal variations of private e-bike trips with explainable data-driven technologies

Sequence analysis of local indicators of spatio-temporal association for evolutionary pattern discovery

Predicting the Next Location of Urban Individuals via a Representation-Enhanced Multi-View Learning Network

A gravity-inspired model integrating geospatial and socioeconomic distances for truck origin-destination flows prediction

Lightweighting the prediction process of urban states with parameter sharing and dilated operations

A geospatial skeleton framework for unveiling the 3D structure and dynamics of marine heatwaves from earth observation data

An LLM-Based Method for Quality Information Extraction From Web Text for Crowed-Sensing Spatiotemporal Data

STAGE: a spatiotemporal-knowledge enhanced multi-task generative adversarial network (GAN) for trajectory generation

[Review] Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models

Inferring freeway traffic volume with spatial interaction enhanced betweenness centrality

Decomposing spatio-temporal heterogeneity: Matrix-informed ensemble learning for interpretable prediction

Predicting origin-destination flows by considering heterogeneous mobility patterns

Modeling Civil Aviation Emissions with Actual Flight Trajectories and Enhanced Aircraft Performance Model

Understanding human mobility and trip demand through sparse trajectories of private e-bikes

Predicting Future Spatio-Temporal States Using a Robust Causal Graph Attention Model

Quickly forecasting the future state of urban sensors by the missing-data-tolerant deep learning approach

TrajGDM: A New Trajectory Foundation Model for Simulating Human Mobility

Health impacts of spatiotemporal variation in PM2.5 concentrations from heavy-duty diesel trucks in Beijing

A lightweight spatiotemporal graph dilated convolutional network for urban sensor state prediction

Reconstruction of human movement trajectories from large-scale low-frequency mobile phone data

基于MGWR的南京市住宅租金影响因素研究

Exploring Housing Rent by Mixed Geographically Weighted Regression: A Case Study in Nanjing

Short-term traffic forecasting: An adaptive ST-KNN model that considers spatial heterogeneity

1995—2015年石羊河流域生物多样性维持服务时空格局研究

Predicting Future Locations with Deep Fuzzy-LSTM Network

基于净初级生产力的省公顷生态足迹模型参数的计算——以江苏省为例

ギャップGISと計算機科学の橋渡し:ACM SIGSPATIAL 2015会議の概要【JST・京大機械翻訳】

架起GIS与计算机科学的桥梁：ACM SIGSPATIAL 2015 会议综述

生态安全研究的主题漂移与趋势分析

地理信息科学专业测绘综合实习改革的探讨——以南通大学为例

地理计算背景下GIS本科专业计量地理学课程教学改革的思考

基于Fuzzy与熵权法的南通城市生态安全评价与预测研究

基于小波分析与Mann-Kendall法的上海市近12年空气质量变化

合肥市需水预测遗传小波神经网络模型研究

Extracting traffic information from massive micro-blog messages

Dempster-shafer (D-S) evidence theory method capable of achieving micro-blog inclusion traffic information fusion

Exploratory data analysis of activity diary data: a space-time GIS approach

A fusion evaluation method of traffic information collected based on micro blogs

中国区域经济差异的空间统计分析

高等本科地理信息系统专业课程体系分类研究

基于二阶段嵌套锡尔系数分解方法的中国区域经济差异研究

研究方向