Xiangnan Liu - RankMe

116 papers B 2C 5Misc 1Journal 99Unranked 9

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Cell-Free ISAC Systems: Learning-Based Channel Estimation and Coordinated Beamforming. IEEE Trans. Cogn. Commun. Netw. Xiangnan Liu, Chen Chen, Carlo Fischione
2026	J	`jnl`	Coordinated Beamforming for Multi-Cell ISAC Using Graph Neural Networks. IEEE Trans. Wirel. Commun. Xiangnan Liu, Carlo Fischione
2026	J	`jnl`	Decentralized ISAC Service Modeling and Intelligent Scheduling Paradigm for 6G Low-Altitude Aerial-V2X. IEEE Trans. Wirel. Commun. Qirui Liu, Bile Peng, Xiangnan Liu, Chenren Xu, Eduard Axel Jorswieck, Haijun Zhang
2026	J	`jnl`	Intelligent Beamforming Design for Integrated Sensing, Communication, and Computation. IEEE Trans. Commun. Xiangnan Liu, Haijun Zhang, Haojin Li, Chen Sun
2026	J	`jnl`	Resource Allocation in Multibeam LEO Satellite Systems Based on Beam Hopping and Frequency Reuse. IEEE Internet Things J. Yasenjiang Abudureheman, Jianxiang Chu, Ruoxi Song, Xiangnan Liu, Wei Huangfu, Haijun Zhang
2025	J	`jnl`	Enhancing Low-Latency and High-Reliability Data Forwarding for In-Vehicle Time-Sensitive Networks. IEEE Trans. Veh. Technol. Haitong Sun, Haijun Zhang, Wanqing Guan, Xiangnan Liu, Hui Ma, Victor C. M. Leung
2025	J	`jnl`	Integrated Sensing and Communication for 6G Holographic Digital Twins. CoRR Haijun Zhang, Ziyang Zhang, Xiangnan Liu, Wei Li, Haojin Li, Chen Sun
2025	J	`jnl`	Integrated Sensing and Communication for 6G Holographic Digital Twins. IEEE Wirel. Commun. Haijun Zhang, Ziyang Zhang, Xiangnan Liu, Wei Li, Haojin Li, Chen Sun
2025	J	`jnl`	Multiscale refined segment anything model based on multimodal remote sensing for surface feature recognition in open-pit mining areas. Int. J. Appl. Earth Obs. Geoinformation Xiaojing Xue, Caiyong Wei, Qian Zhang, Xuanke Sun, Huiqin Zhang, Hai Wu, Xiangnan Liu
2025	J	`jnl`	Resource Allocation Driven by Large Models in Future Semantic-Aware Networks. CoRR Haijun Zhang, Jiaxin Ni, Zijun Wu, Xiangnan Liu, Victor C. M. Leung
2025	J	`jnl`	Resource Allocation Driven by Large Models in Future Semantic-Aware Networks. IEEE Wirel. Commun. Haijun Zhang, Jiaxin Ni, Zijun Wu, Xiangnan Liu, Victor C. M. Leung
2024	J	`jnl`	AI-Driven Integration of Sensing and Communication in the 6G Era. IEEE Netw. Xiangnan Liu, Haijun Zhang, Kai Sun, Keping Long, George K. Karagiannidis
2024	J	`jnl`	EWMACD Algorithm in Early Detection of Defoliation Caused by Dendrolimus tabulaeformis Tsai et Liu. Remote. Sens. Yuxin Zhao, Zeyu Cui, Xiangnan Liu, Meiling Liu, Ben Yang, Lei Feng, Botian Zhou, Tingwei Zhang, Zheng Tan, Ling Wu
2024	J	`jnl`	Historical Dynamic Mapping of Eucalyptus Plantations in Guangxi during 1990-2019 Based on Sliding-Time-Window Change Detection Using Dense Landsat Time-Series Data. Remote. Sens. Yiman Li, Xiangnan Liu, Meiling Liu, Ling Wu, Lihong Zhu, Zhi Huang, Xiaojing Xue, Lingwen Tian
2024	J	`jnl`	IRS Empowered MEC System With Computation Offloading, Reflecting Design, and Beamforming Optimization. IEEE Trans. Commun. Zijun Wu, Haijun Zhang, Xiangnan Liu, Linpei Li, Haojin Li
2024	J	`jnl`	Joint Radar Sensing, Location, and Communication Resources Optimization in 6G Network. CoRR Haijun Zhang, Bowen Chen, Xiangnan Liu, Chao Ren
2024	J	`jnl`	Joint Radar Sensing, Location, and Communication Resources Optimization in 6G Network. IEEE J. Sel. Areas Commun. Haijun Zhang, Bowen Chen, Xiangnan Liu, Chao Ren
2024	J	`jnl`	Joint Resource Allocation and Trajectory Optimization in Multi-Cell UAV and Sidelink Heterogeneous Networks. IEEE Trans. Wirel. Commun. Haijun Zhang, Mingyang Han, Xiangnan Liu, Linpei Li, Chen Sun, Haojin Li, Victor C. M. Leung
2024	—	`conf`	Layer-wise Efficient Federated Learning with Distributed Clustering and D2D Communications. SPAWC Chen Sun, Xiangnan Liu, Xinyu Huang, Carlo Fischione
2024	J	`jnl`	Multi-Task Learning Resource Allocation in Federated Integrated Sensing and Communication Networks. IEEE Trans. Wirel. Commun. Xiangnan Liu, Haijun Zhang, Chao Ren, Haojin Li, Chen Sun, Victor C. M. Leung
2024	J	`jnl`	Remote Sensing Change Detection Method Based on Dynamic Adaptive Focal Loss. IEEE Trans. Geosci. Remote. Sens. Yuqi Xu, Ling Wu, Xiangnan Liu, Chen Chen, Yiman Li, Qian Zhang, Meiling Liu, Tingwei Zhang, Baowen Yang
2024	J	`jnl`	Resource Allocation and Mobility Management for Perceptive Mobile Networks in 6G. IEEE Wirel. Commun. Haijun Zhang, Yuxin Zhang, Xiangnan Liu, Kai Sun, Yaomin Zhang
2024	J	`jnl`	Time Allocation Approaches for a Perceptive Mobile Network Using Integration of Sensing and Communication. IEEE Trans. Wirel. Commun. Haijun Zhang, Yuxin Zhang, Xiangnan Liu, Chao Ren, Haojin Li, Chen Sun
2023	J	`jnl`	Assessing Forest Landscape Stability through Automatic Identification of Landscape Pattern Evolution in Shanxi Province of China. Remote. Sens. Bowen Hou, Caiyong Wei, Xiangnan Liu, Yuanyuan Meng, Xiaoyue Li
2023	J	`jnl`	Deep manifold regularized semi-nonnegative matrix factorization for Multi-view Clustering. Appl. Soft Comput. Xiangnan Liu, Shifei Ding, Xiao Xu, Lijuan Wang
2023	J	`jnl`	Distributed Unsupervised Learning for Interference Management in Integrated Sensing and Communication Systems. IEEE Trans. Wirel. Commun. Xiangnan Liu, Haijun Zhang, Keping Long, Arumugam Nallanathan, Victor C. M. Leung
2023	J	`jnl`	GNN-Based Power Allocation and User Association in Digital Twin Network for the Terahertz Band. IEEE J. Sel. Areas Commun. Haijun Zhang, Xu Ma, Xiangnan Liu, Linpei Li, Kai Sun
2023	J	`jnl`	Identification of Ecological Restoration Approaches and Effects Based on the OO-CCDC Algorithm in an Ecologically Fragile Region. Remote. Sens. Caiyong Wei, Xiaojing Xue, Lingwen Tian, Qin Yang, Bowen Hou, Wenlong Wang, Dawei Ma, Yuanyuan Meng, Xiangnan Liu
2023	J	`jnl`	Intelligent Channel Prediction and Power Adaptation in LEO Constellation for 6G. IEEE Netw. Haijun Zhang, Wei Song, Xiangnan Liu, Min Sheng, Wei Li, Keping Long, Octavia A. Dobre
2023	J	`jnl`	Joint Optimization of Caching Placement and Power Allocation in Virtualized Satellite-Terrestrial Network. IEEE Trans. Wirel. Commun. Haijun Zhang, Jiali Xu, Xiangnan Liu, Keping Long, Victor C. M. Leung
2023	J	`jnl`	Joint UAV Placement Optimization, Resource Allocation, and Computation Offloading for THz Band: A DRL Approach. IEEE Trans. Wirel. Commun. Heng Wang, Haijun Zhang, Xiangnan Liu, Keping Long, Arumugam Nallanathan
2023	J	`jnl`	Multi-Dimensional Evaluation of Ecosystem Health in China's Loess Plateau Based on Function-Oriented Metrics and BFAST Algorithm. Remote. Sens. Xiaoyue Li, Xiangnan Liu, Bowen Hou, Lingwen Tian, Qin Yang, Lihong Zhu, Yuanyuan Meng
2023	J	`jnl`	PPO-Based PDACB Traffic Control Scheme for Massive IoV Communications. IEEE Trans. Intell. Transp. Syst. Haijun Zhang, Minghui Jiang, Xiangnan Liu, Xiangming Wen, Ning Wang, Keping Long
2023	J	`jnl`	Recognition method of maize crop rows at the seedling stage based on MS-ERFNet model. Comput. Electron. Agric. Xiangnan Liu, Jiangtao Qi, Weirong Zhang, Zhiyuan Bao, Kaichen Wang, Ning Li
2023	J	`jnl`	Spatiotemporal graph-based analysis of land cover evolution using remote sensing time series data. Int. J. Geogr. Inf. Sci. Xinyu Zou, Xiangnan Liu, Meiling Liu, Lingwen Tian, Lihong Zhu, Qian Zhang
2023	J	`jnl`	Sub-Annual Scale LandTrendr: Sub-Annual Scale Deforestation Detection Algorithm Using Multi-Source Time Series Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Baowen Yang, Ling Wu, Zhengshan Ju, Xiangnan Liu, Meiling Liu, Tingwei Zhang, Yuqi Xu
2023	J	`jnl`	USTB 6G: Key Technologies and Metaverse Applications. IEEE Wirel. Commun. Haijun Zhang, Dong Wang, Shuqing Wu, Wanqing Guan, Xiangnan Liu
2023	J	`jnl`	User Scheduling and Task Offloading in Multi-Tier Computing 6G Vehicular Network. IEEE J. Sel. Areas Commun. Haijun Zhang, Lizhe Feng, Xiangnan Liu, Keping Long, George K. Karagiannidis
2022	—	`conf`	AI-aided Traffic Control Scheme for M2M Communications in the Internet of Vehicles. ICC Haijun Zhang, Minghui Jiang, Xiangnan Liu, Keping Long, Victor C. M. Leung
2022	J	`jnl`	An Object- and Shapelet-Based Method for Mapping Planted Forest Dynamics from Landsat Time Series. Remote. Sens. Xiaojing Xue, Caiyong Wei, Qin Yang, Lingwen Tian, Lihong Zhu, Yuanyuan Meng, Xiangnan Liu
2022	J	`jnl`	An improved YOLOv5 model based on visual attention mechanism: Application to recognition of tomato virus disease. Comput. Electron. Agric. Jiangtao Qi, Xiangnan Liu, Kai Liu, Farong Xu, Hui Guo, Xinliang Tian, Mao Li, Zhiyuan Bao, Yang Li
2022	J	`jnl`	Decomposition of long time-series fraction of absorbed photosynthetically active radiation signal for distinguishing heavy metal stress in rice. Comput. Electron. Agric. Mengqi Li, Meiling Liu, Xiangnan Liu, Tao Peng, Shuyu Wang
2022	J	`jnl`	Deep Dyna-Reinforcement Learning Based on Random Access Control in LEO Satellite IoT Networks. IEEE Internet Things J. Xiangnan Liu, Haijun Zhang, Keping Long, Arumugam Nallanathan, Victor C. M. Leung
2022	J	`jnl`	Energy Efficient User Association, Resource Allocation and Caching Deployment in Fog Radio Access Networks. IEEE Trans. Veh. Technol. Xiangnan Liu, Haijun Zhang, Keping Long, Arumugam Nallanathan, Victor C. M. Leung
2022	J	`jnl`	Hybrid Spatiotemporal Graph Convolutional Network for Detecting Landscape Pattern Evolution From Long-Term Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Meiling Liu, Xiangnan Liu, Ling Wu, Tao Peng, Qian Zhang, Xinyu Zou, Lingwen Tian, Xuan Wang
2022	J	`jnl`	Online Forest Disturbance Detection at the Sub-Annual Scale Using Spatial Context From Sparse Landsat Time Series. IEEE Trans. Geosci. Remote. Sens. Ling Wu, Xiangnan Liu, Meiling Liu, Jinghui Yang, Lihong Zhu, Botian Zhou
2022	J	`jnl`	Primal-Dual Learning for Cross-Layer Resource Management in Cell-Free Massive MIMO IIoT. IEEE Internet Things J. Xiangnan Liu, Haijun Zhang, Xiangming Wen, Keping Long, Jianquan Wang, Lei Sun
2022	J	`jnl`	Proximal Policy Optimization-Based Transmit Beamforming and Phase-Shift Design in an IRS-Aided ISAC System for the THz Band. IEEE J. Sel. Areas Commun. Xiangnan Liu, Haijun Zhang, Keping Long, Mingyu Zhou, Yonghui Li, H. Vincent Poor
2022	J	`jnl`	Proximal Policy Optimization-based Transmit Beamforming and Phase-shift Design in an IRS-aided ISAC System for the THz Band. CoRR Xiangnan Liu, Haijun Zhang, Keping Long, Mingyu Zhou, Yonghui Li, H. Vincent Poor
2022	J	`jnl`	Reconstruction of Optical Image Time Series With Unequal Lengths SAR Based on Improved Sequence-Sequence Model. IEEE Trans. Geosci. Remote. Sens. Tao Peng, Meiling Liu, Xiangnan Liu, Qian Zhang, Ling Wu, Xinyu Zou
2022	J	`jnl`	Remote Sensing Extraction Method of Illicium verum Based on Functional Characteristics of Vegetation Canopy. Remote. Sens. Zhuoyao Zhang, Xiangnan Liu, Lihong Zhu, Junji Li, Yue Zhang
2022	J	`jnl`	State-and-Evolution Detection Models: A Framework for Continuously Monitoring Landscape Pattern Change. IEEE Trans. Geosci. Remote. Sens. Lingwen Tian, Xiangnan Liu, Meiling Liu, Ling Wu
2021	J	`jnl`	An autoencoder-based model for forest disturbance detection using Landsat time series data. Int. J. Digit. Earth Gaoxiang Zhou, Ming Liu, Xiangnan Liu
2021	J	`jnl`	Characterising three decades of evolution of forest spatial pattern in a major coal-energy province in northern China using annual Landsat time series. Int. J. Appl. Earth Obs. Geoinformation Yu Li, Meiling Liu, Xiangnan Liu, Wenfu Yang, Wenwen Wang
2021	J	`jnl`	Comparative Analysis of Edge Information and Polarization on SAR-to-Optical Translation Based on Conditional Generative Adversarial Networks. Remote. Sens. Qian Zhang, Xiangnan Liu, Meiling Liu, Xinyu Zou, Lihong Zhu, Xiaohao Ruan
2021	J	`jnl`	Developing a new disturbance index for tracking gradual change of forest ecosystems in the hilly red soil region of southern China using dense Landsat time series. Ecol. Informatics Lu Ye, Meiling Liu, Xiangnan Liu, Lihong Zhu
2021	J	`jnl`	Extracting Frequent Sequential Patterns of Forest Landscape Dynamics in Fenhe River Basin, Northern China, from Landsat Time Series to Evaluate Landscape Stability. Remote. Sens. Yue Zhang, Xiangnan Liu, Qin Yang, Zhaolun Liu, Yu Li
2021	J	`jnl`	Long-term Landsat monitoring of mining subsidence based on spatiotemporal variations in soil moisture: A case study of Shanxi Province, China. Int. J. Appl. Earth Obs. Geoinformation Zhiyu Yi, Meiling Liu, Xiangnan Liu, Yuebin Wang, Ling Wu, Zheng Wang, Lihong Zhu
2021	J	`jnl`	Multi-Scale Spatiotemporal Change Characteristics Analysis of High-Frequency Disturbance Forest Ecosystem Based on Improved Spatiotemporal Cube Model. Remote. Sens. Yangcen Zhang, Xiangnan Liu, Meiling Liu, Xinyu Zou, Qian Zhang, Tao Peng
2021	B	`conf`	Primal Dual PPO Learning Resource Allocation in Indoor IRS-Aided Networks. GLOBECOM Haijun Zhang, Xiangnan Liu, Keping Long, H. Vincent Poor
2021	J	`jnl`	Quantifying the spatiotemporal characteristics of multi-dimensional karst ecosystem stability with Landsat time series in southwest China. Int. J. Appl. Earth Obs. Geoinformation Zhi Huang, Xiangnan Liu, Qin Yang, Yuanyuan Meng, Lihong Zhu, Xinyu Zou
2021	J	`jnl`	Spectral analysis of seasonal rock and vegetation changes for detecting karst rocky desertification in southwest China. Int. J. Appl. Earth Obs. Geoinformation Jie Zhang, Meiling Liu, Xiangnan Liu, Weiqun Luo, Ling Wu, Lihong Zhu
2020	J	`jnl`	An Improved Spatiotemporal Data Fusion Method Using Surface Heterogeneity Information Based on ESTARFM. Remote. Sens. Mengxue Liu, Xiangnan Liu, Xiaobin Dong, Bingyu Zhao, Xinyu Zou, Ling Wu, Hejie Wei
2020	J	`jnl`	Analysis of ecological resilience to evaluate the inherent maintenance capacity of a forest ecosystem using a dense Landsat time series. Ecol. Informatics Yuanyuan Meng, Xiangnan Liu, Chao Ding, Boliang Xu, Gaoxiang Zhou, Lihong Zhu
2020	J	`jnl`	Multi-Type Forest Change Detection Using BFAST and Monthly Landsat Time Series for Monitoring Spatiotemporal Dynamics of Forests in Subtropical Wetland. Remote. Sens. Ling Wu, Zhaoliang Li, Xiangnan Liu, Lihong Zhu, Yibo Tang, Biyao Zhang, Boliang Xu, Meiling Liu, Yuanyuan Meng, Boyuan Liu
2020	J	`jnl`	Parallel Computing for Obtaining Regional Scale Rice Growth Conditions Based on WOFOST and Satellite Images. IEEE Access Bingyu Zhao, Meiling Liu, Jianjun Wu, Xiangnan Liu, Mengxue Liu, Ling Wu
2019	J	`jnl`	An approach for heavy metal pollution detected from spatio-temporal stability of stress in rice using satellite images. Int. J. Appl. Earth Obs. Geoinformation Meiling Liu, Andrew K. Skidmore, Tiejun Wang, Xiangnan Liu, Ling Wu, Lingwen Tian
2019	J	`jnl`	Assimilating Remote Sensing Phenological Information into the WOFOST Model for Rice Growth Simulation. Remote. Sens. Gaoxiang Zhou, Xiangnan Liu, Ming Liu
2019	J	`jnl`	Collaborative inversion heavy metal stress in rice by using two-dimensional spectral feature space based on HJ-1 A HSI and radarsat-2 SAR remote sensing data. Int. J. Appl. Earth Obs. Geoinformation Xuqing Li, Long Li, Xiangnan Liu
2019	J	`jnl`	Detection of Rice Phenological Variations under Heavy Metal Stress by Means of Blended Landsat and MODIS Image Time Series. Remote. Sens. Biyao Zhang, Xiangnan Liu, Meiling Liu, Yuanyuan Meng
2019	J	`jnl`	Long-Term Monitoring of Cropland Change near Dongting Lake, China, Using the LandTrendr Algorithm with Landsat Imagery. Remote. Sens. Lihong Zhu, Xiangnan Liu, Ling Wu, Yibo Tang, Yuanyuan Meng
2018	J	`jnl`	A Modified Spatiotemporal Fusion Algorithm Using Phenological Information for Predicting Reflectance of Paddy Rice in Southern China. Remote. Sens. Mengxue Liu, Xiangnan Liu, Ling Wu, Xinyu Zou, Tian Jiang, Bingyu Zhao
2018	J	`jnl`	A New Vegetation Index Based on Multitemporal Sentinel-2 Images for Discriminating Heavy Metal Stress Levels in Rice. Sensors Zhijiang Zhang, Meiling Liu, Xiangnan Liu, Gaoxiang Zhou
2018	J	`jnl`	Classification of Rice Heavy Metal Stress Levels Based on Phenological Characteristics Using Remote Sensing Time-Series Images and Data Mining Algorithms. Sensors Tianjiao Liu, Xiangnan Liu, Meiling Liu, Ling Wu
2018	C	`conf`	Combination of Crop Growth Model and Radiation Transfer Model with Remote Sensing Data Assimilation for Fapar Estimation. IGARSS Gaoxiang Zhou, Ming Liu, Xiangnan Liu, Jonathan Li
2018	B	`conf`	Energy Efficient Resource Allocation and Caching in Fog Radio Access Networks. GLOBECOM Haijun Zhang, Xiangnan Liu, Keping Long, Arumugam Nallanathan, Victor C. M. Leung
2018	J	`jnl`	Evaluating Heavy Metal Stress Levels in Rice Based on Remote Sensing Phenology. Sensors Tianjiao Liu, Xiangnan Liu, Meiling Liu, Ling Wu
2018	J	`jnl`	Finding the Key Periods for Assimilating HJ-1A/B CCD Data and the WOFOST Model to Evaluate Heavy Metal Stress in Rice. Sensors Shuang Zhao, Xu Qian, Xiangnan Liu, Zhao Xu
2018	C	`conf`	Identifying multiple stressors in regional agro-ecosystems based on sentinel-2 spectral indices time series. IGARSS Meiling Liu, Xiangnan Liu, Yuanyuan Meng, Andrew K. Skidmore, Tiejun Wang
2018	J	`jnl`	Method for Mapping Rice Fields in Complex Landscape Areas Based on Pre-Trained Convolutional Neural Network from HJ-1 A/B Data. ISPRS Int. J. Geo Inf. Tian Jiang, Xiangnan Liu, Ling Wu
2018	J	`jnl`	Overview of deep space laser communication. Sci. China Inf. Sci. Weiren Wu, Ming Chen, Zhe Zhang, Xiangnan Liu, Yuhui Dong
2018	J	`jnl`	Phenology-Based Residual Trend Analysis of MODIS-NDVI Time Series for Assessing Human-Induced Land Degradation. Sensors Hao Chen, Xiangnan Liu, Chao Ding, Fang Huang
2018	J	`jnl`	Scaling Correction of Remotely Sensed Leaf Area Index for Farmland Landscape Pattern With Multitype Spatial Heterogeneities Using Fractal Dimension and Contextural Parameters. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Ling Wu, Xiangnan Liu, Qiming Qin, Bingyu Zhao, Yujia Ma, Mengxue Liu, Tian Jiang
2018	J	`jnl`	Study on the method of colour image noise reduction based on optimal channel-processing. IET Image Process. Yutan Wang, Yingpeng Dai, Xiangnan Liu, Bohan Liu, Xiaoyun Guo
2017	C	`conf`	Assessment of heavy metal stress using hyperspectral data. IGARSS Ping Wang, Fang Huang, Xiangnan Liu
2017	J	`jnl`	Distinguishing Heavy-Metal Stress Levels in Rice Using Synthetic Spectral Index Responses to Physiological Function Variations. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Ming Jin, Xiangnan Liu, Ling Wu, Meiling Liu
2017	J	`jnl`	Estimating FAPAR of Rice Growth Period Using Radiation Transfer Model Coupled with the WOFOST Model for Analyzing Heavy Metal Stress. Remote. Sens. Gaoxiang Zhou, Xiangnan Liu, Shuang Zhao, Ming Liu, Ling Wu
2017	J	`jnl`	Evaluating Heavy-Metal Stress Levels in Rice Using a Theoretical Model of Canopy-Air Temperature and Leaf Area Index Based on Remote Sensing. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Ming Jin, Xiangnan Liu, Biyao Zhang
2017	J	`jnl`	Extraction of Rice Phenological Differences under Heavy Metal Stress Using EVI Time-Series from HJ-1A/B Data. Sensors Shuyuan Liu, Xiangnan Liu, Meiling Liu, Ling Wu, Chao Ding, Zhi Huang
2017	J	`jnl`	Temporal Interpolation of Satellite-Derived Leaf Area Index Time Series by Introducing Spatial-Temporal Constraints for Heterogeneous Grasslands. Remote. Sens. Chao Ding, Xiangnan Liu, Fang Huang
2016	J	`jnl`	Deriving the Characteristic Scale for Effectively Monitoring Heavy Metal Stress in Rice by Assimilation of GF-1 Data with the WOFOST Model. Sensors Zhi Huang, Xiangnan Liu, Ming Jin, Chao Ding, Jiale Jiang, Ling Wu
2016	J	`jnl`	Optimizing the Temporal Scale in the Assimilation of Remote Sensing and WOFOST Model for Dynamically Monitoring Heavy Metal Stress in Rice. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Feng Liu, Xiangnan Liu, Ling Wu, Zhao Xu, Lu Gong
2016	J	`jnl`	Regional heavy metal pollution in crops by integrating physiological function variability with spatio-temporal stability using multi-temporal thermal remote sensing. Int. J. Appl. Earth Obs. Geoinformation Meiling Liu, Xiangnan Liu, Biyao Zhang, Chao Ding
2016	J	`jnl`	Spatial Up-Scaling Correction for Leaf Area Index Based on the Fractal Theory. Remote. Sens. Ling Wu, Qiming Qin, Xiangnan Liu, Huazhong Ren, Jianhua Wang, Xiao Po Zheng, Xin Ye, Yuejun Sun
2015	J	`jnl`	A hyperspectral index sensitive to subtle changes in the canopy chlorophyll content under arsenic stress. Int. J. Appl. Earth Obs. Geoinformation Xuqing Li, Xiangnan Liu, Meiling Liu, Cuicui Wang, Xiaopeng Xia
2015	—	`conf`	An improved BP neural network model for estimating Cd stress in rice using remote sensing data. FSKD Jiale Jiang, Xiangnan Liu, Zhao Xu, Ming Jin, Feng Liu
2015	J	`jnl`	An improved assimilation method with stress factors incorporated in the WOFOST model for the efficient assessment of heavy metal stress levels in rice. Int. J. Appl. Earth Obs. Geoinformation Ming Jin, Xiangnan Liu, Ling Wu, Meiling Liu
2015	J	`jnl`	Analyzing the Spatial Scaling Bias of Rice Leaf Area Index From Hyperspectral Data Using Wavelet-Fractal Technique. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Jiale Jiang, Xiangnan Liu, Chuanhao Liu, Ling Wu, Xiaopeng Xia, Meiling Liu, Zhihong Du
2015	—	`conf`	Impact of Optical Preamplifier Beat Noise on Inter-Satellite Coherent Optical Communication System. OPTICS Xiangnan Liu, Chengyong Xiang, Liang Zhang, Yingfei Li
2015	J	`jnl`	Multivariable integration method for estimating sea surface salinity in coastal waters from in situ data and remotely sensed data using random forest algorithm. Comput. Geosci. Meiling Liu, Xiangnan Liu, Da Liu, Chao Ding, Jiale Jiang
2015	J	`jnl`	The Dynamic Assessment Model for Monitoring Cadmium Stress Levels in Rice Based on the Assimilation of Remote Sensing and the WOFOST Model. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Feng Liu, Xiangnan Liu, Liting Zhao, Chao Ding, Jiale Jiang, Ling Wu
2014	—	`conf`	Assessment of Terrestrial Ecosystem Health in the Yellow River Basin. GRMSE Cuicui Wang, Xiangnan Liu, Weiguo Jiang, Wenjie Wang, Qiuling Li, Lihua Yuan, Ran Cao, Yunfei Zhang
2014	J	`jnl`	Evaluating total inorganic nitrogen in coastal waters through fusion of multi-temporal RADARSAT-2 and optical imagery using random forest algorithm. Int. J. Appl. Earth Obs. Geoinformation Meiling Liu, Xiangnan Liu, Jin Li, Chao Ding, Jiale Jiang
2013	—	`conf`	A random forest model for estimating Canopy Chlorophyll Content in rice using hyperspectral measurements. FSKD Xuqing Li, Xiangnan Liu, Zhihong Du, Cuicui Wang
2013	J	`jnl`	Integration of dynamic rainfall data with environmental factors to forecast debris flow using an improved GMDH model. Comput. Geosci. Hui Zhang, Xiangnan Liu, Erli Cai, Gang Huang, Chao Ding
2013	J	`jnl`	The assimilation of spectral sensing and the WOFOST model for the dynamic simulation of cadmium accumulation in rice tissues. Int. J. Appl. Earth Obs. Geoinformation Ling Wu, Xiangnan Liu, Ping Wang, Botian Zhou, Meiling Liu, Xuqing Li
2012	J	`jnl`	Estimating regional heavy metal concentrations in rice by scaling up a field-scale heavy metal assessment model. Int. J. Appl. Earth Obs. Geoinformation Meiling Liu, Xiangnan Liu, Jonathan Li, Ting Li
2012	—	`conf`	Local search for learning algorithm in adaptive fuzzy inference system. FSKD Hui Zhang, Xiangnan Liu
2011	—	`conf`	A novel puncturing scheme for rate-compatible low-density parity-check codes. CHINACOM Xiyuan Chen, Honglin Zhao, Yongkui Ma, Xiangnan Liu
2011	J	`jnl`	Integrating spectral indices with environmental parameters for estimating heavy metal concentrations in rice using a dynamic fuzzy neural-network model. Comput. Geosci. Meiling Liu, Xiangnan Liu, Menxin Wu, Lufeng Li, Lina Xiu
2011	J	`jnl`	Monitoring stress levels on rice with heavy metal pollution from hyperspectral reflectance data using wavelet-fractal analysis. Int. J. Appl. Earth Obs. Geoinformation Meiling Liu, Xiangnan Liu, Weicui Ding, Ling Wu
2011	J	`jnl`	Wavelet-based detection of crop zinc stress assessment using hyperspectral reflectance. Comput. Geosci. Meiling Liu, Xiangnan Liu, Ling Wu, Liqing Duan, Binqing Zhong
2010	Misc	`conf`	Estimating chlorophyll content of rice under soil contamination stress using BPNN. ICNC Ping Wang, Fang Huang, Xiangnan Liu, Ling Zhao
2010	—	`conf`	Estimating leaf chlorophyll content of rice under heavy metal stress using neural network model. FSKD Meiling Liu, Xiangnan Liu, Binqing Zhong, Shi Cao
2006	C	`conf`	Remote Sensing and GIS for Identifying and Monitoring the Environmental Factors Associated with Vector-borne Disease: An Overview. IGARSS Wenhua Zeng, Xia Cui, Xiangnan Liu, Haishan Cui, Ping Wang
2006	C	`conf`	Study on Urban House Information Extraction Automatically from Quick Bird Images based on Space Semantic Model. IGARSS Li Guan, Ping Wang, Fang Huang, Xiangnan Liu