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Viewing Publication 1 - 100 from 234

2024

Fully Automatic Karyotyping via Deep Convolutional Neural NetworksChengyu Wang 0005, Limin Yu, Jionglong Su, Juming Shen, Valerio Selis, Chunxiao Yang, Fei Ma. access, 12:46081-46092, 2024. [doi]

SPGC: Shape-Prior-Based Generated Content Data Augmentation for Remote Sensing Object DetectionYalun Dai, Fei Ma, Wei Hu, Fan Zhang 0007. tgrs, 62:1-11, 2024. [doi]

SAR Ship Detection Based on Explainable Evidence Learning Under Intraclass ImbalanceYingbing Liu, Gang Yan, Fei Ma, Yongsheng Zhou, Fan Zhang 0007. tgrs, 62:1-15, 2024. [doi]

Your blush gives you away: detecting hidden mental states with remote photoplethysmography and thermal imagingIvan Liu, Fangyuan Liu, Qi Zhong, Fei Ma, Shiguang Ni. peerj-cs, 10, 2024. [doi]

Selective transfer subspace learning for small-footprint end-to-end cross-domain keyword spottingFei Ma, Chengliang Wang, Xusheng Li, Zhuo Zeng. speech, 156:103019, January 2024. [doi]

Slope Tomography Dynamically Weighted According to the Locations of the Reflection PointsHuachen Yang, Wanli He, Fei Ma, Jianzhong Zhang. tgrs, 62:1-11, 2024. [doi]

RA-MP-Net: Residual attention and multi-scale perception network for microvasculature extraction in optical-resolution photoacoustic microscopyJialing Yu, Jing Meng, Fei Ma, Yuanke Zhang, Chengbo Liu. icigp 2024: 462-468 [doi]

Multiple-model and time-sensitive dynamic active learning for recurrent graph convolutional network model extraction attacksZhuo Zeng, Chengliang Wang, Fei Ma, Peng Wang, Hongqian Wang. mlc, 15(2):383-404, February 2024. [doi]

Co-learning-assisted progressive dense fusion network for cardiovascular disease detection using ECG and PCG signalsHaobo Zhang, Peng Zhang, Fan Lin, Lianying Chao, Zhiwei Wang, Fei Ma, Qiang Li. eswa, 238(Part F):122144, March 2024. [doi]

2023

Down Syndrome detection with Swin Transformer architectureChengyu Wang 0005, Limin Yu, Jionglong Su, Trevor Mahy, Valerio Selis, Chunxiao Yang, Fei Ma. bspc, 86(Part B):105199, September 2023. [doi]

Spherical Sector Harmonics Based Soundfield Radial Extrapolation And Robustness AnalysisHanwen Bi, Thushara D. Abhayapala, Fei Ma, Prasanga N. Samarasinghe. icassp 2023: 1-5 [doi]

Sound Field Estimation around a Rigid Sphere with Physics-informed Neural NetworkXingyu Chen, Fei Ma, Amy Bastine, Prasanga N. Samarasinghe, Huiyuan Sun. apsipa 2023: 1984-1989 [doi]

Fourier Neural Operator for Fluid Flow in Small-Shape 2D Simulated Porous Media DatasetAbouzar Choubineh, Jie Chen 0029, David A. Wood 0003, Frans Coenen, Fei Ma. algorithms, 16(1):24, January 2023. [doi]

A Quantitative Insight Into the Role of Skip Connections in Deep Neural Networks of Low Complexity: A Case Study Directed at Fluid Flow ModelingAbouzar Choubineh, Jie Chen, Frans Coenen, Fei Ma. jcise, 23(1), 2023. [doi]

Deep ensemble learning for high-dimensional subsurface fluid flow modelingAbouzar Choubineh, Jie Chen 0029, David A. Wood 0003, Frans Coenen, Fei Ma. eaai, 126:106968, November 2023. [doi]

Relaxed Actor-Critic With Convergence Guarantees for Continuous-Time Optimal Control of Nonlinear SystemsJingliang Duan, Jie Li 0042, Qiang Ge, Shengbo Eben Li, Monimoy Bujarbaruah, Fei Ma, Dezhao Zhang. tiv, 8(5):3299-3311, May 2023. [doi]

An online intelligent method for roller path design in conventional spinningPengfei Gao, Xinggang Yan, Yao Wang, Hongwei Li, Mei Zhan, Fei Ma, Mingwang Fu. jim, 34(8):3429-3444, December 2023. [doi]

Carya cathayensis Sarg.)Qing-li Han, Bai-xue Long, Xue-jun Yan, Wu Wang, Feng-ru Liu, Xue Chen, Fei Ma. cea, 212:108137, September 2023. [doi]

Semantic-Layout-Guided Image Synthesis for High-Quality Synthetic-Aperature Radar Detection Sample GenerationYi Kuang, Fei Ma, Fangfang Li, Yingbing Liu, Fan Zhang 0007. remotesensing, 15(24):5654, December 2023. [doi]

Sub-GMN: The Neural Subgraph Matching Network ModelZixun Lan, Limin Yu, Linglong Yuan, Zili Wu, Qiang Niu, Fei Ma. bmei 2023: 1-7 [doi]

AEDNet: Adaptive Edge-Deleting Network For Subgraph MatchingZixun Lan, Ye Ma, Limin Yu, Linglong Yuan, Fei Ma. PR, 133:109033, 2023. [doi]

STAN: Spatial-Temporal Awareness Network for Temporal Action DetectionMinghao Liu, Haiyi Liu, Sirui Zhao, Fei Ma, Minglei Li, Zonghong Dai, Hao Wang, Tong Xu, Enhong Chen. mmsports 2023: 161-165 [doi]

Convolutional Neural Network and Long Short-Term Memory Integrated ROP Prediction Model Introduced Attention MechanismGang Liu, Fei Ma, Chaobo Fan, Cong Xie, Qi Li, Weijun Ni, Hong Xu. isia2 2023: [doi]

Long-Tailed SAR Target Recognition Based on Expert Network and Intraclass ResamplingYingbing Liu, Fan Zhang 0007, Lixiang Ma, Fei Ma. lgrs, 20:1-5, 2023. [doi]

Variable Bayesian Learning for Direct Position Determination with Non-Uniform Noise and Observer Location ErrorFei Ma, Jiawei Shi. icspcc 2023: 1-4 [doi]

What Catch Your Attention in SAR Images: Saliency Detection Based on Soft-Superpixel Lacunarity CueFei Ma, Xuejiao Sun, Fan Zhang 0007, Yongsheng Zhou, Heng-Chao Li. tgrs, 61:1-17, 2023. [doi]

Prediction of Mine Subsidence Based on InSAR Technology and the LSTM Algorithm: A Case Study of the Shigouyi Coalfield, Ningxia (China)Fei Ma, Lichun Sui, Wei Lian. remotesensing, 15(11):2755, 2023. [doi]

SVM-based subspace optimization domain transfer method for unsupervised cross-domain time series classificationFei Ma, Chengliang Wang, Zhuo Zeng. kais, 65(2):869-897, February 2023. [doi]

Piecewise Weighted Smoothing Regularization in Tight Framelet Domain for Hyperspectral Image RestorationFei Ma, Siyu Liu, Feixia Yang, Guang-xian Xu. access, 11:1955-1969, 2023. [doi]

Structure Diversity and Mean Hitting Time for Random Walks on Stochastic Uniform Growth Tree NetworksFei Ma, Ping Wang 0003, Xudong Luo, Renbo Zhu. tkde, 35(8):8572-8583, August 2023. [doi]

Multi-wave tabu search for the boolean quadratic programming problem with generalized upper bound constraintsZhen Shang, Jin-Kao Hao, Songzheng Zhao, Yang Wang, Fei Ma. cor, 150:106077, 2023. [doi]

A double-decomposition based parallel exact algorithm for the feedback length minimization problemZhen Shang, Jin-Kao Hao, Fei Ma. peerj-cs, 9, 2023. [doi]

Modeling Crossing Behaviors of E-Bikes at Intersection With Deep Maximum Entropy Inverse Reinforcement Learning Using Drone-Based Video DataYongJie Wang, Siwei Wan, Qiong Li, Yuchen Niu, Fei Ma. tits, 24(6):6350-6361, June 2023. [doi]

Second-order multi-agent consistency based on edge event triggeringGuangxian Xu, Yunhan Mao, Fei Ma. icceic 2023: 371-375 [doi]

A Framework for High-Resolution Mapping of Soil Organic Matter (SOM) by the Integration of Fourier Mid-Infrared Attenuation Total Reflectance Spectroscopy (FTIR-ATR), Sentinel-2 Images, and DEM DerivativesXuebin Xu, Changwen Du, Fei Ma, Zhengchao Qiu, Jianmin Zhou. remotesensing, 15(4):1072, February 2023. [doi]

DTATrans: Leveraging Dynamic Token-Based Quantization With Accuracy Compensation Mechanism for Efficient Transformer ArchitectureTao Yang, Fei Ma, Xiaoling Li, Fangxin Liu, Yilong Zhao, Zhezhi He, Li Jiang 0002. tcad, 42(2):509-520, February 2023. [doi]

PASGCN: An ReRAM-Based PIM Design for GCN With Adaptively Sparsified GraphsTao Yang, Dongyue Li, Fei Ma, Zhuoran Song, Yilong Zhao, Jiaxi Zhang, Fangxin Liu, Li Jiang 0002. tcad, 42(1):150-163, 2023. [doi]

A Time-Domain Multi-Channel Directional Active Noise Control SystemHuawei Zhang, Jihui Zhang 0006, Fei Ma, Prasanga N. Samarasinghe, Huiyuan Sun. eusipco 2023: 376-380 [doi]

A SAR Change Detection Method via Superpixel-Wise Likelihood-Ratio TestsSijin Zheng, Fei Ma. igarss 2023: 7190-7193 [doi]

An Improved SAR Image Simulation Method for the Lunar Surface using Refined Terrain Modeling Derived from LROC Stereo DataYa-Ting Zhou, Yongsheng Zhou, Bo Zhu, Fei Ma, Qiang Yin 0001, Fan Zhang 0007. crc 2023: 315-319 [doi]

A Sidelobe-Aware Small Ship Detection Network for Synthetic Aperture Radar ImageryYongsheng Zhou, Hanchao Liu, Fei Ma, Zongxu Pan, Fan Zhang 0007. tgrs, 61:1-16, 2023. [doi]

Inshore Dense Ship Detection in SAR Images Based on Edge Semantic Decoupling and TransformerYongsheng Zhou, Feixiang Zhang, Qiang Yin 0001, Fei Ma, Fan Zhang 0007. staeors, 16:4882-4890, 2023. [doi]

Single-step Retrosynthesis via Reaction Center and Leaving Groups PredictionJiajun Zhu, Binjie Hong, Zixun Lan, Fei Ma. bmei 2023: 1-5 [doi]

Evolution, Challenges, and Opportunities of Transportation Methods in the Last-Mile Delivery ProcessXiaonan Zhu, Lanhui Cai, PoLin Lai, Xueqin Wang, Fei Ma. systems, 11(10):509, October 2023. [doi]

2022

Adversarial Deception Against SAR Target Recognition NetworkFan Zhang 0007, Tianying Meng, Deliang Xiang, Fei Ma, Xiaokun Sun, Yongsheng Zhou. staeors, 15:4507-4520, 2022. [doi]

Pseudo Quad-Pol Simulation From Compact Polarimetric SAR Data via a Complex-Valued Dual-Branch Convolutional Neural NetworkFan Zhang 0007, Zhuoyue Cao, Deliang Xiang, Canbin Hu, Fei Ma, Qiang Yin, Yongsheng Zhou. staeors, 15:901-918, 2022. [doi]

*Xuman An, Xiaofei Yang, Yunjie Wu, BoHao Li, Fei Ma. icca 2022: 654-659 [doi]

Spherical Sector Harmonics Based Directional Drone Noise ReductionHanwen Bi, Fei Ma, Thushara D. Abhayapala, Prasanga N. Samarasinghe. iwaenc 2022: 1-5 [doi]

Beyond backpropagate through time: Efficient model-based training through time-splittingJiaxin Gao, Yang Guan, Wenyu Li, Shengbo Eben Li, Fei Ma, Jianfeng Zheng, Junqing Wei, Bo Zhang, Keqiang Li. ijis, 37(10):8046-8067, 2022. [doi]

A Review of Wavelet Analysis and Its Applications: Challenges and OpportunitiesTiantian Guo, Tongpo Zhang, Enggee Lim, Miguel López-Benítez, Fei Ma, Limin Yu. access, 10:58869-58903, 2022. [doi]

Investment strategies under stochastic electricity prices and implications for charging infrastructure network coverage: A case of photovoltaic pavementsHaonan He, Shiqiang Li, Shanyong Wang, Boyang Li, Jie Zhao, Fei Ma. candie, 172(Part):108523, 2022. [doi]

Sensing of Soil Organic Matter Using Laser-Induced Breakdown Spectroscopy Coupled with Optimized Self-Adaptive Calibration StrategyMengjin Hu, Fei Ma, Zhenwang Li, Xuebin Xu, Changwen Du. sensors, 22(4):1488, 2022. [doi]

XGBoost Prediction of Infection of Leukemia Patients with Fever of Unknown OriginYan Li, Yanhui Song, Fei Ma. icbip 2022: 85-89 [doi]

Time-Series Polsar Crop Classification Based on Joint Feature ExtractionZhiyuan Lin, Qiang Yin, Yongsheng Zhou, Jun Ni, Fei Ma. igarss 2022: 831-834 [doi]

A Discrimination Method of Water and Shadow Areas Based on Polarization Entropy of Sentinel-1 DataYing Luo, Qiang Yin, Fei Ma. igarss 2022: 3171-3174 [doi]

Poster Abstract: Representation Learning from Multimodal Sensor Data with Maximally Correlated AutoencodersFei Ma, Weixi Gu, Shiguang Ni, Lin Zhang. ipsn 2022: 513-514 [doi]

Feature reduction based transfer structural subspace learning for small-footprint cross-domain keyword spotting via linear discriminant analysisFei Ma, Chengliang Wang, Yujie Hao, Xing Wu. dsp, 127:103594, 2022. [doi]

Random Walks on Stochastic Generalized Vicsek Fractal Networks: Analytic Solution and SimulationsFei Ma, Ping Wang 0003, Xudong Luo. tnse, 9(3):1335-1345, 2022. [doi]

Weakly Supervised Deep Soft Clustering for Flood Identification in SAR ImagesFei Ma, Deliang Xiang, Kun Yang, Qiang Yin, Fan Zhang 0007. lgrs, 19:1-5, 2022. [doi]

Assessing the Development Level of Logistics for Sustainable Cities in Urban Agglomeration Based on a Multi-Layer Complex NetworkFei Ma, Zhijie Yang, Shumei Zhao, Kum Fai Yuen, Haonan He, Qipeng Sun, PoLin Lai, Zhen Shang. systems, 10(5):171, 2022. [doi]

A Method for Geodesic Distance on Subdivision of Trees With Arbitrary Orders and Their ApplicationsFei Ma, Ping Wang 0003, Xudong Luo. tkde, 34(5):2063-2075, 2022. [doi]

Fast SAR Image Segmentation With Deep Task-Specific Superpixel Sampling and Soft Graph ConvolutionFei Ma, Fan Zhang 0007, Qiang Yin, Deliang Xiang, Yongsheng Zhou. tgrs, 60:1-16, 2022. [doi]

Fast Task-Specific Region Merging for SAR Image SegmentationFei Ma, Fan Zhang 0007, Deliang Xiang, Qiang Yin 0001, Yongsheng Zhou. tgrs, 60:1-16, 2022. [doi]

Three-dimensional adaptive fixed-time guidance law against maneuvering targets with impact angle constraints and control input saturationFei Ma, Yunjie Wu, Siqi Wang, Xiaofei Yang, Yueyang Hua. tinstmc, 44(8):1579-1598, 2022. [doi]

Development of Prediction Models for Estimating Key Rice Growth Variables Using Visible and NIR Images from Unmanned Aerial SystemsZhengchao Qiu, Fei Ma, Zhenwang Li, Xuebin Xu, Changwen Du. remotesensing, 14(6):1384, 2022. [doi]

A New Convolutional Neural Network Architecture for Automatic Segmentation of Overlapping Human ChromosomesSifan Song, Tianming Bai, Yanxin Zhao, Wenbo Zhang, Chunxiao Yang, Jia Meng, Fei Ma, Jionglong Su. npl, 54(1):285-301, 2022. [doi]

Incremental SAR Automatic Target Recognition With Error Correction and High PlasticityJiaxin Tang, Deliang Xiang, Fan Zhang 0007, Fei Ma, Yongsheng Zhou, Heng-Chao Li. staeors, 15:1327-1339, 2022. [doi]

A Benchmark Sentinel-1 SAR Dataset for Airport DetectionDaochang Wang, Fan Zhang 0007, Fei Ma, Wei Hu, Yu Tang, Yongsheng Zhou. staeors, 15:6671-6686, 2022. [doi]

Fast Line Segment Detection and Large Scene Airport Detection for PolSARDaochang Wang, Qi Liu, Qiang Yin, Fei Ma. remotesensing, 14(22):5842, 2022. [doi]

A Task-Specific Remote Sensing Image Manipulation Based on Deep Detection Network and Mask Seam CarvingRuijie Xu, Fei Ma, Mengxuan Xin, Liang Huang, Jin Hu, Yinzhe Cui. icfsp 2022: 92-96 [doi]

Adaptive Deep Learning Approximation for Allen-Cahn EquationHuiying Xu, Jie Chen 0029, Fei Ma. iccs 2022: 271-283 [doi]

Applying convolutional neural networks (CNN) for end-to-end soil analysis based on laser-induced breakdown spectroscopy (LIBS) with less spectral preprocessingXuebin Xu, Fei Ma, Jianmin Zhou, Changwen Du. cea, 199:107171, 2022. [doi]

Adaptive super-twisting sliding mode back-stepping control for hypersonic flight vehicle with impact angle constraint and autopilot dynamicsXiaofei Yang, Xuman An, Yunjie Wu, Fei Ma, BoHao Li. icca 2022: 38-43 [doi]

Big data encrypting transmission framework for a multi-AGV systemTongpo Zhang, Yuxin Wan, Miguel López-Benítez, Enggee Lim, Fei Ma, Limin Yu. cyberc 2022: 50-56 [doi]

Sparse-sampling photoacoustic computed tomography: Deep learning vs. compressed sensingXueting Zhang, Fei Ma, Yuanke Zhang, Jiajun Wang, Chengbo Liu, Jing Meng. bspc, 71(Part):103233, 2022. [doi]

Improved Camshift Algorithm in AGV Vision-based Tracking with Edge ComputingTongpo Zhang, Xiaokai Nie, Xu Zhu 0001, Enggee Lim, Fei Ma, Limin Yu. tjs, 78(2):2709-2723, 2022. [doi]

Small Vessel Detection Based on Adaptive Dual-Polarimetric Feature Fusion and Sea-Land Segmentation in SAR ImagesYongsheng Zhou, Feixiang Zhang, Fei Ma, Deliang Xiang, Fan Zhang 0007. staeors, 15:2519-2534, 2022. [doi]

2021

GPU-Based Parallel Implementation of VLBI Correlator for Deep Space Exploration SystemFan Zhang 0007, Chenxi Zhao, Songtao Han, Fei Ma, Deliang Xiang. remotesensing, 13(6):1226, 2021. [doi]

Spherical Array Based Drone Noise Measurements and Modelling for Drone Noise Reduction via Propeller Phase ControlHanwen Bi, Fei Ma, Thushara D. Abhayapala, Prasanga N. Samarasinghe. waspaa 2021: 286-290 [doi]

Improved Accuracy of Phenological Detection in Rice Breeding by Using Ensemble Models of Machine Learning Based on UAV-RGB ImageryHaixiao Ge, Fei Ma, Zhenwang Li, Zhengzheng Tan, Changwen Du. remotesensing, 13(14):2678, 2021. [doi]

Characterizing the Development Pattern of a Colluvial Landslide Based on Long-Term Monitoring in the Three Gorges ReservoirXin Liang, Lei Gui, Wei Wang, Juan Du, Fei Ma, Kunlong Yin. remotesensing, 13(2):224, 2021. [doi]

An Efficient Approach for Audio-Visual Emotion Recognition With Missing Labels And Missing ModalitiesFei Ma, Shao-Lun Huang, Lin Zhang. icmcs 2021: 1-6 [doi]

Goal-conditioned Behavioral Cloning with Prioritized SamplingFei Ma, GuanJun Liu, Kaiwen Zhang 0010. icnsc 2021: 1-6 [doi]

Direction Finding of Coherent Signals in the Presence of Direction-Dependent Mutual CouplingFei Ma, Yuexian Wang, Ling Wang 0007, Yanyun Gong, Chuang Han. iwcmc 2021: 1354-1357 [doi]

Determining Exact Solutions for Structural Parameters on Hierarchical Networks With Density FeatureFei Ma, Ping Wang. cj, 64(9):1412-1424, 2021. [doi]

Graph-Based Logarithmic Low-Rank Tensor Decomposition for the Fusion of Remotely Sensed ImagesFei Ma, Shuai Huo, Feixia Yang. staeors, 14:11271-11286, 2021. [doi]

A Multi-sensor Information Fusion Method for Autonomous Vehicle Perception SystemPeng Mei, Hamid Reza Karimi, Fei Ma, Shichun Yang, Cong Huang. smartcity360 2022: 633-646 [doi]

Random Region Matting for the High-Resolution PolSAR Image Semantic SegmentationJun Ni, Fan Zhang 0007, Fei Ma, Qiang Yin, Deliang Xiang. staeors, 14:3040-3051, 2021. [doi]

Analyzing master regulators and scRNA-seq of COVID-19 patients reveals an underlying anti-SARS-CoV-2 mechanism of ZNF proteinsShijie Qin, Weijun Xu, Canbiao Wang, Sizhu Jiang, Wei Dai, Yang Yang, Jiawei Shen, Ping Jin, Fei Ma, Xinyi Xia. bib, 22(5), 2021. [doi]

Estimation of nitrogen nutrition index in rice from UAV RGB images coupled with machine learning algorithmsZhengchao Qiu, Fei Ma, Zhenwang Li, Xuebin Xu, Haixiao Ge, Changwen Du. cea, 189:106421, 2021. [doi]

Semi-Supervised Multimodal Image Translation for Missing Modality ImputationWangbin Sun, Fei Ma, Yang Li, Shao-Lun Huang, Shiguang Ni, Lin Zhang 0001. icassp 2021: 4320-4324 [doi]

How SAR Image Denoise Affects the Performance of DCNN-Based Target Recognition MethodJiaxin Tang, Fan Zhang, Fei Ma, Fei Gao, Qiang Yin, Yongsheng Zhou. igarss 2021: 3609-3612 [doi]

Fixed-Time Disturbance Observer-Based Adaptive Finite-Time Guidance Law Design considering Impact Angle Constraint and Autopilot DynamicsYunjie Wu, Fei Ma, Xiaofei Yang, Siqi Wang, Xiaodong Liu. complexity, 2021, 2021. [doi]

A method combining FTIR-ATR and Raman spectroscopy to determine soil organic matter: Improvement of prediction accuracy using competitive adaptive reweighted sampling (CARS)Zhe Xing, Changwen Du, Yazhen Shen, Fei Ma, Jianmin Zhou. cea, 191:106549, 2021. [doi]

A Semi-supervised Learning Approach for Visual Question Answering based on Maximal CorrelationSikai Yin, Fei Ma, Shao-Lun Huang. SMC 2021: 3152-3157 [doi]

Dual-Channel Convolutional Neural Network for Bare Surface Soil Moisture Inversion Based on Polarimetric Scattering ModelsQiang Yin, Junlang Li, Fei Ma, Deliang Xiang, Fan Zhang 0007. remotesensing, 13(22):4503, 2021. [doi]

A Multi-Robot Planning Algorithm with Quad Tree Map Division for Obstacles of Irregular ShapeTongpo Zhang, Chenyuan Li, Xu (Judy) Zhu, Enggee Lim, Fei Ma, Limin Yu. dsie 2022: 24-32 [doi]

Design of Multi-AGV System with Tracking, Collision Avoidance and CoordinationTongpo Zhang, Wuyan Zhao, Xu Zhu, Enggee Lim, Fei Ma, Limin Yu. acai2 2021: [doi]

Small Vessel Detection Based on Adaptive Dual-Polarimetric Sar Feature Fusion and Attention-Enhanced Feature Pyramid NetworkFeixiang Zhang, Yongsheng Zhou, Fan Zhang, Qiang Yin, Fei Ma. igarss 2021: 2218-2221 [doi]

Classification of Airborne Laser Scanning Point Cloud Using Point-Based Convolutional Neural NetworkJianfeng Zhu, Lichun Sui, Yufu Zang, He Zheng, Wei Jiang, Mianqing Zhong, Fei Ma. ijgi, 10(7):444, 2021. [doi]

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