彭德华｜武汉大学｜学者主页

2026

MeanCut: Greedy Graph Clustering by Fast Maximum Spanning Tree and Degree Descent Criterion

Dehua Peng, Zhipeng Gui, Ying Liu, Yuhan Huang, Jie Gui, H B Wu

IEEE Transactions on Fuzzy Systems

2026

Quantitative Assessment of Attractiveness and Catchment Area for Urban Commercial Districts Via Mobile Positioning Flow Data

Cho-Ho Lo, Sunkangning Fang, Zhipeng Gui, Mei Li, Dehua Peng, H Chen, Ying Liu, K eqin Li, Kun Guan, Huayi Wu, Chuang Tao

Journal of Geovisualization and Spatial Analysis

DOI

2026

NEPIC: a robust spatial clustering algorithm by network edge pruning and internal connection

Zhipeng Gui, Dehua Peng, Yang Liu, Yuhang Liu, H Chen, Yue Wang, Qiaoyi Mu, Runqian Wang, Haotong Jing, Shuyang Hou, Huayi Wu

International Journal of Digital Earth

DOI

2025

ScaleFC: A scale-aware geographical flow clustering algorithm for heterogeneous origin-destination data

Huan Chen, Zhipeng Gui, Dehua Peng, Yuhang Liu, Yuncheng Ma, Huayi Wu

Computers Environment And Urban Systems，Vol. 122

DOI

2025

Extraction of geoprocessing modeling knowledge from crowdsourced Google Earth Engine scripts by coordinating large and small language models

Anqi Zhao, Zhipeng Gui, Jianyuan Liang, Yuhang Liu, Dehua Peng, Wenzhang Wei, Shuyang Hou, Huayi Wu

International Journal Of Geographical Information Science

DOI

2025

基于锚点匹配和距离修正的轨迹相似性度量方法

桂志鹏，窦晨，彭德华，刘宇航，吴华意

《地理与地理信息科学》

2025

Sampling-enabled scalable manifold learning unveils the discriminative cluster structure of high-dimensional data

Dehua Peng, Zhipeng Gui, Wenzhang Wei, Fa Li, Jie Gui, Huayi Wu, Jianya Gong

Nature Machine Intelligence

DOI

2025

A performance enhanced distributed computing framework for clustering by local direction centrality upon Apache Spark

Zhipeng Gui, Zichen Huang, Huan Chen, Dehua Peng, Yuhang Liu, G. Fang, Qianxi Lan, Anqi Zhao, Huayi Wu

Big Earth Data

DOI

2025

A Robust and Efficient Boundary Point Detection Method by Measuring Local Direction Dispersion

Dehua Peng, Zhipeng Gui, Jie Gui, Huayi Wu

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2025

Individual mobility prediction by considering current traveling features and historical activity chain

Xiaotong Zhang, Zhipeng Gui, Yuhang Liu, Dehua Peng, Qianxi Lan, Zhangxiao Shen, Huan Chen, Yuhui Zuo, Yao Yao, Huayi Wu, Kai Li, Kun Qin

Geo-spatial Information Science

DOI

2022

顾及格网属性分级与空间关联的人口空间化方法

吴京航，桂志鹏，申力，吴华意，刘洪波，李锐，梅宇翱，彭德华

《武汉大学学报(信息科学版)》

2022

Clustering by measuring local direction centrality for data with heterogeneous density and weak connectivity

Dehua Peng, Zhipeng Gui, Dehe Wang, Yuncheng Ma, Zichen Huang, Yu Zhou, Huayi Wu

Nature Communications

DOI

2022

Population spatialization with pixel-level attribute grading by considering scale mismatch issue in regression modeling

Yuao Mei, Zhipeng Gui, Jing‐Hang Wu, Dehua Peng, Rui Li, Huayi Wu, Zhengyang Wei

Geo-spatial Information Science

DOI

2021

LSI-LSTM: An attention-aware LSTM for real-time driving destination prediction by considering location semantics and location importance of trajectory points

Zhipeng Gui, Yunzeng Sun, Le Yang, Dehua Peng, Fa Li, Huayi Wu, Chi Guo, Wenfei Guo, Jianya Gong

Neurocomputing

DOI

2020

基于低通保边滤波和尺度约束大津法的网格空间多尺度聚类方法

隆玺，桂志鹏，彭德华，吴华意，宋爱红

《地理与地理信息科学》

2020

DEVELOPING APACHE SPARK BASED RIPLEY’S K FUNCTIONS FOR ACCELERATING SPATIOTEMPORAL POINT PATTERN ANALYSIS

Zhipeng Gui, Yameng Wang, Zhiqing Cui, Dehua Peng, J. Wu, Z. Ma, Shuang Luo, Huayi Wu

The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences

DOI

2020

MSGC: Multi-scale grid clustering by fusing analytical granularity and visual cognition for detecting hierarchical spatial patterns

Zhipeng Gui, Dehua Peng, Huayi Wu, Xindi Long

Future Generation Computer Systems

DOI

2020

A hierarchical temporal attention-based LSTM encoder-decoder model for individual mobility prediction

Fa Li, Zhipeng Gui, Zhaoyu Zhang, Dehua Peng, Siyu Isaac Parker Tian, Kunxiaojia Yuan, Yunzeng Sun, Huayi Wu, Jianya Gong, Yichen Lei

Neurocomputing

DOI

2019

Optimizing and accelerating space–time Ripley ’s K function based on Apache Spark for distributed spatiotemporal point pattern analysis

Yuan Wang, Zhipeng Gui, Huayi Wu, Dehua Peng, Jing‐Hang Wu, Zousen Cui

Future Generation Computer Systems

DOI

彭德华

精选作品

期刊论文

MeanCut: Greedy Graph Clustering by Fast Maximum Spanning Tree and Degree Descent Criterion

Quantitative Assessment of Attractiveness and Catchment Area for Urban Commercial Districts Via Mobile Positioning Flow Data

NEPIC: a robust spatial clustering algorithm by network edge pruning and internal connection

ScaleFC: A scale-aware geographical flow clustering algorithm for heterogeneous origin-destination data

Extraction of geoprocessing modeling knowledge from crowdsourced Google Earth Engine scripts by coordinating large and small language models

基于锚点匹配和距离修正的轨迹相似性度量方法

Sampling-enabled scalable manifold learning unveils the discriminative cluster structure of high-dimensional data

A performance enhanced distributed computing framework for clustering by local direction centrality upon Apache Spark

A Robust and Efficient Boundary Point Detection Method by Measuring Local Direction Dispersion

Individual mobility prediction by considering current traveling features and historical activity chain

顾及格网属性分级与空间关联的人口空间化方法

Clustering by measuring local direction centrality for data with heterogeneous density and weak connectivity

Population spatialization with pixel-level attribute grading by considering scale mismatch issue in regression modeling

LSI-LSTM: An attention-aware LSTM for real-time driving destination prediction by considering location semantics and location importance of trajectory points

基于低通保边滤波和尺度约束大津法的网格空间多尺度聚类方法

DEVELOPING APACHE SPARK BASED RIPLEY’S K FUNCTIONS FOR ACCELERATING SPATIOTEMPORAL POINT PATTERN ANALYSIS

MSGC: Multi-scale grid clustering by fusing analytical granularity and visual cognition for detecting hierarchical spatial patterns

A hierarchical temporal attention-based LSTM encoder-decoder model for individual mobility prediction

Optimizing and accelerating space–time Ripley ’s K function based on Apache Spark for distributed spatiotemporal point pattern analysis

预印本

Interpreting the Curse of Dimensionality from Distance Concentration and Manifold Effect

书籍章节

High Performance Spatiotemporal Visual Analytics Technologies and Its Applications in Big Socioeconomic Data Analysis

研究方向