Kernel-Based Cellular Automata for Urban Simulation. - Xiaoping Liu 001; Xia Li 001; Bing Ai; Shaokun Wu; Tao Liu (ICNC (3), 2007)

Embedding sustainable development strategies in agent-based models for use as a planning tool. - Xia Li 001; Xiaoping Liu 001 (Int. J. Geogr. Inf. Sci., 2008)

A bottom-up approach to discover transition rules of cellular automata using ant intelligence. - Xiaoping Liu 001; Xia Li 001; Lin Liu 001; Jinqiang He; Bin Ai (Int. J. Geogr. Inf. Sci., 2008)

An Innovative Method to Classify Remote-Sensing Images Using Ant Colony Optimization. - Xiaoping Liu 001; Xia Li 001; Lin Liu 001; Jinqiang He; Bin Ai (IEEE Trans. Geosci. Remote. Sens., 2008)

Intelligent GIS for solving high-dimensional site selection problems using ant colony optimization techniques. - Xia Li 001; Jinqiang He; Xiaoping Liu 001 (Int. J. Geogr. Inf. Sci., 2009)

Ant intelligence for solving optimal path-covering problems with multi-objectives. - Xia Li 001; Jinqiang He; Xiaoping Liu 001 (Int. J. Geogr. Inf. Sci., 2009)

An agent-based model for optimal land allocation (AgentLA) with a contiguity constraint. - Yimin Chen 001; Xia Li 001; Xiaoping Liu 001; Yilun Liu 004 (Int. J. Geogr. Inf. Sci., 2010)

Parallel cellular automata for large-scale urban simulation using load-balancing techniques. - Xia Li 001; Xiaohu Zhang; Anthony Gar-On Yeh; Xiaoping Liu 001 (Int. J. Geogr. Inf. Sci., 2010)

Simulating land-use dynamics under planning policies by integrating artificial immune systems with cellular automata. - Xiaoping Liu 001; Xia Li 001; Xun Shi; Xiaohu Zhang; Yimin Chen 001 (Int. J. Geogr. Inf. Sci., 2010)

Determining Class Proportions Within a Pixel Using a New Mixed-Label Analysis Method. - Xiaoping Liu 001; Xia Li 001; Xiaohu Zhang (IEEE Trans. Geosci. Remote. Sens., 2010)

Concepts, methodologies, and tools of an integrated geographical simulation and optimization system. - Xia Li 001; Yimin Chen 001; Xiaoping Liu 001; Dan Li; Jinqiang He (Int. J. Geogr. Inf. Sci., 2011)

Coupling urban cellular automata with ant colony optimization for zoning protected natural areas under a changing landscape. - Xia Li 001; Chunhua Lao; Xiaoping Liu 001; Yimin Chen 001 (Int. J. Geogr. Inf. Sci., 2011)

Zoning farmland protection under spatial constraints by integrating remote sensing, GIS and artificial immune systems. - Xiaoping Liu 001; Xia Li 001; Zhangzhi Tan; Yimin Chen 001 (Int. J. Geogr. Inf. Sci., 2011)

Defining agents' behaviour based on urban economic theory to simulate complex urban residential dynamics. - Yimin Chen 001; Xia Li 001; Shujie Wang; Xiaoping Liu 001 (Int. J. Geogr. Inf. Sci., 2012)

Assimilating process context information of cellular automata into change detection for monitoring land use changes. - Xia Li 001; Yihan Zhang 006; Xiaoping Liu 001; Yimin Chen 001 (Int. J. Geogr. Inf. Sci., 2012)

A multi-type ant colony optimization (MACO) method for optimal land use allocation in large areas. - Xiaoping Liu 001; Xia Li 001; Xun Shi; Kangning Huang; Yilun Liu 004 (Int. J. Geogr. Inf. Sci., 2012)

An improved artificial immune system for seeking the Pareto front of land-use allocation problem in large areas. - Kangning Huang; Xiaoping Liu 001; Xia Li 001; Jiayong Liang; Shenjing He (Int. J. Geogr. Inf. Sci., 2013)

Calibrating cellular automata based on landscape metrics by using genetic algorithms. - Xia Li 001; Jinyao Lin; Yimin Chen 001; Xiaoping Liu 001; Bin Ai (Int. J. Geogr. Inf. Sci., 2013)

Knowledge transfer and adaptation for land-use simulation with a logistic cellular automaton. - Xia Li 001; Yilun Liu 004; Xiaoping Liu 001; Yimin Chen 001; Bin Ai (Int. J. Geogr. Inf. Sci., 2013)

Simulation of spatial population dynamics based on labor economics and multi-agent systems: a case study on a rapidly developing manufacturing metropolis. - Shaoying Li; Xia Li 001; Xiaoping Liu 001; Zhifeng Wu; Bin Ai; Fang Wang (Int. J. Geogr. Inf. Sci., 2013)

Modeling urban land-use dynamics in a fast developing city using the modified logistic cellular automaton with a patch-based simulation strategy. - Yimin Chen 001; Xia Li 001; Xiaoping Liu 001; Bin Ai (Int. J. Geogr. Inf. Sci., 2014)

A systematic sensitivity analysis of constrained cellular automata model for urban growth simulation based on different transition rules. - Xuecao Li; Xiaoping Liu 001; Le Yu 001 (Int. J. Geogr. Inf. Sci., 2014)

Simulating urban growth by integrating landscape expansion index (LEI) and cellular automata. - Xiaoping Liu 001; Lei Ma; Xia Li 001; Bin Ai; Shaoying Li; Zhijian He (Int. J. Geogr. Inf. Sci., 2014)

Improved Sub-Pixel Mapping Method Coupling Spatial Dependence With Directivity and Connectivity. - Bin Ai; Xiaoping Liu 001; Guohua Hu; Xia Li 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Automatic Registration of Multisensor Images Using an Integrated Spatial and Mutual Information (SMI) Metric. - Jiayong Liang; Xiaoping Liu 001; Kangning Huang; Xia Li 001; Dagang Wang; Xianwei Wang (IEEE Trans. Geosci. Remote. Sens., 2014)

Integrating ensemble-urban cellular automata model with an uncertainty map to improve the performance of a single model. - Xuecao Li; Xiaoping Liu 001; Peng Gong 002 (Int. J. Geogr. Inf. Sci., 2015)

Self-modifying CA model using dual ensemble Kalman filter for simulating urban land-use changes. - Yihan Zhang 006; Xia Li 001; Xiaoping Liu 001; Jigang Qiao (Int. J. Geogr. Inf. Sci., 2015)

A Normalized Urban Areas Composite Index (NUACI) Based on Combination of DMSP-OLS and MODIS for Mapping Impervious Surface Area. - Xiaoping Liu 001; Guohua Hu; Bin Ai; Xia Li 001; Qian Shi 001 (Remote. Sens., 2015)

Mapping Global Fossil Fuel Combustion CO2 Emissions at High Resolution by Integrating Nightlight, Population Density, and Traffic Network Data. - Jinpei Ou; Xiaoping Liu 001; Xia Li 001; Xun Shi (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Simulation of Urban Expansion and Farmland Loss in China by Integrating Cellular Automata and Random Forest. - Yao Yao 004; Xiaoping Liu 001; Dachuan Zhang; Zhaotang Liang; Yatao Zhang (CoRR, 2017)

Calibrating a Land Parcel Cellular Automaton (LP-CA) for urban growth simulation based on ensemble learning. - Yimin Chen 001; Xiaoping Liu 001; Xia Li 001 (Int. J. Geogr. Inf. Sci., 2017)

A CA-based land system change model: LANDSCAPE. - Xinli Ke; Weiwei Zheng; Ting Zhou; Xiaoping Liu 001 (Int. J. Geogr. Inf. Sci., 2017)

Experiences and issues of using cellular automata for assisting urban and regional planning in China. - Xia Li 001; Yimin Chen 001; Xiaoping Liu 001; Xiaocong Xu; Guangliang Chen (Int. J. Geogr. Inf. Sci., 2017)

Exploring the performance of spatio-temporal assimilation in an urban cellular automata model. - Xuecao Li; Hui Lu 003; Yuyu Zhou; Tengyun Hu; Lu Liang; Xiaoping Liu 001; Guohua Hu; Le Yu 001 (Int. J. Geogr. Inf. Sci., 2017)

Classifying urban land use by integrating remote sensing and social media data. - Xiaoping Liu 001; Jialv He; Yao Yao 004; Jinbao Zhang 001; Haolin Liang; Huan Wang 007; Ye Hong (Int. J. Geogr. Inf. Sci., 2017)

Integrating multi-source big data to infer building functions. - Ning Niu; Xiaoping Liu 001; He Jin; Xinyue Ye; Yu Liu 003; Xia Li 001; Yimin Chen 001; Shaoying Li (Int. J. Geogr. Inf. Sci., 2017)

Simulating urban land-use changes at a large scale by integrating dynamic land parcel subdivision and vector-based cellular automata. - Yao Yao 004; Xiaoping Liu 001; Xia Li 001; Penghua Liu; Ye Hong; Yatao Zhang; Ke Mai (Int. J. Geogr. Inf. Sci., 2017)

Sensing spatial distribution of urban land use by integrating points-of-interest and Google Word2Vec model. - Yao Yao 004; Xia Li 001; Xiaoping Liu 001; Penghua Liu; Zhaotang Liang; Jinbao Zhang 001; Ke Mai (Int. J. Geogr. Inf. Sci., 2017)

Mapping fine-scale population distributions at the building level by integrating multisource geospatial big data. - Yao Yao 004; Xiaoping Liu 001; Xia Li 001; Jinbao Zhang 001; Zhaotang Liang; Ke Mai; Yatao Zhang (Int. J. Geogr. Inf. Sci., 2017)

Analyzing Parcel-Level Relationships between Urban Land Expansion and Activity Changes by Integrating Landsat and Nighttime Light Data. - Yimin Chen 001; Xiaoping Liu 001; Xia Li 001 (Remote. Sens., 2017)

The Impact of Energy Consumption on the Surface Urban Heat Island in China's 32 Major Cities. - Weilin Liao; Xiaoping Liu 001; Dagang Wang; Yanling Sheng (Remote. Sens., 2017)

Road Detection From Remote Sensing Images by Generative Adversarial Networks. - Qian Shi 001; Xiaoping Liu 001; Xia Li 001 (IEEE Access, 2018)

Assimilating multi-source remotely sensed data into a light use efficiency model for net primary productivity estimation. - Yuchao Yan; Xiaoping Liu 001; Jinpei Ou; Xia Li 001; Youyue Wen (Int. J. Appl. Earth Obs. Geoinformation, 2018)

Urban growth simulation by incorporating planning policies into a CA-based future land-use simulation model. - Xun Liang 002; Xiaoping Liu 001; Dan Li; Hui Zhao; Guangzhao Chen (Int. J. Geogr. Inf. Sci., 2018)

Simulating urban dynamics in China using a gradient cellular automata model based on S-shaped curve evolution characteristics. - Xiaoping Liu 001; Guohua Hu; Bin Ai; Xia Li 001; Guangjin Tian; Yimin Chen 001; Shaoying Li (Int. J. Geogr. Inf. Sci., 2018)

Characterizing mixed-use buildings based on multi-source big data. - Xiaoping Liu 001; Ning Niu; Xingjian Liu; He Jin; Jinpei Ou; Limin Jiao; Yaolin Liu (Int. J. Geogr. Inf. Sci., 2018)

Comparing the Effects of Temporal Features Derived From Synthetic Time-Series NDVI on Fine Land Cover Classification. - Yinghuai Huang; Xiaoping Liu 001; Xia Li 001; Yuchao Yan; Jinpei Ou (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

An Ensemble of Classifiers Based on Positive and Unlabeled Data in One-Class Remote Sensing Classification. - Ran Liu 009; Wenkai Li; Xiaoping Liu 001; Xingcheng Lu; Tianhong Li; Qinghua Guo 002 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

Mapping the spatial disparities in urban health care services using taxi trajectories data. - Yimin Chen 001; Beibei Wang; Xiaoping Liu 001; Xia Li 001 (Trans. GIS, 2018)

An Active Relearning Framework for Remote Sensing Image Classification. - Qian Shi 001; Xiaoping Liu 001; Xin Huang 002 (IEEE Trans. Geosci. Remote. Sens., 2018)

Proximity Expansion Index: An improved approach to characterize evolution process of urban expansion. - Limin Jiao; Jiafeng Liu; Gang Xu; Ting Dong; Yanyan Gu; Boen Zhang; Yaolin Liu; Xiaoping Liu 001 (Comput. Environ. Urban Syst., 2018)

Evaluation of Luojia 1-01 nighttime light imagery for impervious surface detection: A comparison with NPP-VIIRS nighttime light data. - Jinpei Ou; Xiaoping Liu 001; Penghua Liu; Xiaojuan Liu (Int. J. Appl. Earth Obs. Geoinformation, 2019)

Simulating urban growth boundaries using a patch-based cellular automaton with economic and ecological constraints. - Yimin Chen 001; Xia Li 001; Xiaoping Liu 001; Hu Huang; Shifa Ma (Int. J. Geogr. Inf. Sci., 2019)

The scale effects of the spatial autocorrelation measurement: aggregation level and spatial resolution. - Boen Zhang; Gang Xu; Limin Jiao; Jiafeng Liu; Ting Dong; Zehui Li; Xiaoping Liu 001; Yaolin Liu (Int. J. Geogr. Inf. Sci., 2019)

Regularised transfer learning for hyperspectral image classification. - Qian Shi 001; Yipeng Zhang; Xiaoping Liu 001; Kefei Zhao (IET Comput. Vis., 2019)

Building Footprint Extraction from High-Resolution Images via Spatial Residual Inception Convolutional Neural Network. - Penghua Liu; Xiaoping Liu 001; Mengxi Liu; Qian Shi 001; Jinxing Yang; Xiaocong Xu; Yuanying Zhang (Remote. Sens., 2019)

Geospatial Big Data: New Paradigm of Remote Sensing Applications. - Xingdong Deng; Penghua Liu; Xiaoping Liu 001; Ruoyu Wang 011; Yuanying Zhang; Jialv He; Yao Yao 004 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Coupling fuzzy clustering and cellular automata based on local maxima of development potential to model urban emergence and expansion in economic development zones. - Xun Liang 002; Xiaoping Liu 001; Guangliang Chen; Jiye Leng; Youyue Wen; Guangzhao Chen (Int. J. Geogr. Inf. Sci., 2020)

Domain Adaption for Fine-Grained Urban Village Extraction From Satellite Images. - Qian Shi 001; Mengxi Liu; Xiaoping Liu 001; Penghua Liu; Pengyuan Zhang; Jinxing Yang; Xia Li 001 (IEEE Geosci. Remote. Sens. Lett., 2020)

Rethinking the High Frequency Components in Deep Sub-Pixel Mapping Network. - Da He; Yanfei Zhong; Qian Shi 001; Xiaoping Liu 001 (IGARSS, 2021)

Improving Global Forest Mapping by Semi-automatic Sample Labeling with Deep Learning on Google Earth Images. - Qian Shi 001; Xiaolei Qin; Lingyu Sun; Zitao Shen; Xiaoping Liu 001; Xiaocong Xu; Jiaxin Tian; Rong Liu; Andrea Marinoni (CoRR, 2021)

Mapping Multi-Temporal Population Distribution in China from 1985 to 2010 Using Landsat Images via Deep Learning. - Haoming Zhuang; Xiaoping Liu 001; Yuchao Yan; Jinpei Ou; Jialyu He; Changjiang Wu (Remote. Sens., 2021)

Deep Subpixel Mapping Based on Semantic Information Modulated Network for Urban Land Use Mapping. - Da He; Qian Shi 001; Xiaoping Liu 001; Yanfei Zhong; Xinchang Zhang 002 (IEEE Trans. Geosci. Remote. Sens., 2021)

Generating 2m fine-scale urban tree cover product over 34 metropolises in China based on deep context-aware sub-pixel mapping network. - Da He; Qian Shi 001; Xiaoping Liu 001; Yanfei Zhong; Liangpei Zhang 001 (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Simulating multiple urban land use changes by integrating transportation accessibility and a vector-based cellular automata: a case study on city of Toronto. - Xiaocong Xu; Dachuan Zhang; Xiaoping Liu 001; Jinpei Ou; Xinxin Wu (Geo spatial Inf. Sci., 2022)

Spectral-Spatial Fusion Sub-Pixel Mapping Based on Deep Neural Network. - Da He; Qian Shi 001; Xiaoping Liu 001; Yanfei Zhong; Xiaoding Liu (IEEE Geosci. Remote. Sens. Lett., 2022)

Integrating a deep forest algorithm with vector-based cellular automata for urban land change simulation. - Haoming Zhuang; Xiaoping Liu 001; Yuchao Yan; Dachuan Zhang; Jialyu He; Jinqiang He; Xinchang Zhang 002; Honghui Zhang; Manchun Li (Trans. GIS, 2022)

Tensor-CA: A high-performance cellular automata model for land use simulation based on vectorization and GPU. - Haoming Zhuang; Xiaoping Liu 001; Xun Liang 002; Yuchao Yan; Jinqiang He; Yiling Cai; Changjiang Wu; Xinchang Zhang 002; Honghui Zhang (Trans. GIS, 2022)

Super-Resolution-Based Change Detection Network With Stacked Attention Module for Images With Different Resolutions. - Mengxi Liu; Qian Shi 001; Andrea Marinoni; Da He; Xiaoping Liu 001; Liangpei Zhang 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

A Deeply Supervised Attention Metric-Based Network and an Open Aerial Image Dataset for Remote Sensing Change Detection. - Qian Shi 001; Mengxi Liu; Shengchen Li; Xiaoping Liu 001; Fei Wang; Liangpei Zhang 001 (IEEE Trans. Geosci. Remote. Sens., 2022)

Global Snow Depth Retrieval From Passive Microwave Brightness Temperature With Machine Learning Approach. - Xiaocong Xu; Xiaoping Liu 001; Xia Li 001; Qian Shi 001; Yimin Chen 001; Bin Ai (IEEE Trans. Geosci. Remote. Sens., 2022)

An Adaptive Stacking Regressor With a Self-Iterative Optimization Module for Improving Fractional Woody Cover Mapping. - Yaotong Cai; Yutian Zhang; Liyu Ma; Kaijian Luo; Xiaoping Liu 001; Bingjie Li; Haoming Zhuang (IEEE Geosci. Remote. Sens. Lett., 2023)

A novel approach towards continuous monitoring of forest change dynamics in fragmented landscapes using time series Landsat imagery. - Yaotong Cai; Qian Shi 001; Xiaocong Xu; Xiaoping Liu 001 (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Mapping China's Annual Tree Cover: A Holistic and Efficient Framework Integrating Satellite Imagery and Advanced Modeling. - Yaotong Cai; Xiaoping Liu 001 (IGARSS, 2024)

Forest fragmentation trends and modes in China: Implications for conservation and restoration. - Yaotong Cai; Peng Zhu; Xiaoping Liu 001; Yan Zhou (Int. J. Appl. Earth Obs. Geoinformation, 2024)

A Simple and Reliable Method for Estimating Building-Scale Height Based on Multisource Datasets. - Yangzi Che; Xuecao Li; Qian Shi 001; Xiaoping Liu 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Multiscale Fusion CNN-Transformer Network for High-Resolution Remote Sensing Image Change Detection. - Ming Jiang; Yimin Chen 001; Zhe Dong; Xiaoping Liu 001; Xinchang Zhang 002; Honghui Zhang (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Urban Trees Expansion and Exposure Improvement in China: Insights From Satellite Observations (1985-2023). - Tao Liu; Xiaoping Liu 001; Yaotong Cai (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

CEDAnet: Individual Tree Segmentation in Dense Orchard via Context Enhancement and Density Prior. - Fangjie Zhu; Zhenhao Chen; Haoyang Li; Qian Shi 001; Xiaoping Liu 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

A maps-to-maps approach for simulating urban land expansion based on convolutional long short-term memory neural networks. - Zihao Zhou; Yimin Chen 001; Xiaoping Liu 001; Xinchang Zhang 002; Honghui Zhang (Int. J. Geogr. Inf. Sci., 2024)

Geographic Prior Guided Subpixel Mapping for Fine-Grained Urban Tree Cover Reconstruction. - Jingqian Xue; Ziheng Zhang; Yan Zhou; Lina Yuan; Da He; Xiaoping Liu 001 (IEEE Geosci. Remote. Sens. Lett., 2025)

Combining Filling and Fusion Strategies for Generating Synthetic Daily Landsat Time Series Image on Google Earth Engine. - Jiali Li; Xiaoping Liu 001; Yunfei Li 006; Mengwei Liu (IEEE Trans. Geosci. Remote. Sens., 2025)