学术成果
2024
Tan K, Zhu L, Wang X. A Hyperspectral Feature Selection Method for Soil Organic Matter Estimation Based on an Improved Weighted Marine Predators Algorithm[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024.
Niu C, Tan K, Wang X, et al. A semi-analytical approach for estimating inland water inherent optical properties and chlorophyll a using airborne hyperspectral imagery[J]. International Journal of Applied Earth Observation and Geoinformation, 2024, 128: 103774.
Chen L, Tan K, Wang X, et al. A rapid soil Chromium pollution detection method based on hyperspectral remote sensing data[J]. International Journal of Applied Earth Observation and Geoinformation, 2024, 128: 103759.
Wang M, Li X, Tan K, et al. Position-aware graph-CNN fusion network: an integrated approach combining geospatial information and graph attention network for multi-class change detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024.
Tan K, Wang M, Wang X, et al. Change detection on multi-sensor imagery using mixed interleaved group convolutional network[J]. Engineering Applications of Artificial Intelligence, 2024, 133: 108446.
2023
Zhang Y, Shen F, Sun X, Tan K. Marine big data-driven ensemble learning for estimating global phytoplankton group composition over two decades (1997–2020)[J]. Remote Sensing of Environment, 2023, 294: 113596.
Tan K, Chen L, Wang H, et al. Estimation of the distribution patterns of heavy metal in soil from airborne hyperspectral imagery based on spectral absorption characteristics[J]. Journal of Environmental Management, 2023, 347: 119196.
Ou D, Tan K, Li J, et al. Prediction of soil organic matter by Kubelka-Munk based airborne hyperspectral moisture removal model[J]. International Journal of Applied Earth Observation and Geoinformation, 2023, 124: 103493.
Wang Z, Wang X, Tan K, et al. Hyperspectral anomaly detection based on variational background inference and generative adversarial network[J]. Pattern Recognition, 2023, 143: 109795.
Ji R, Tan K, Wang X, et al. PASSNet: A Spatial-Spectral Feature Extraction Network with Patch Attention Module for Hyperspectral Image Classification[J]. IEEE Geoscience and Remote Sensing Letters, 2023.
Wu F, Tan K, Wang X, et al. A novel semi-empirical soil multi-factor radiative transfer model for soil organic matter estimation based on hyperspectral imagery[J]. Geoderma, 2023, 437: 116605.
Wang X, Yan X, Tan K, et al. Double U-Net (W-Net): A change detection network with two heads for remote sensing imagery[J]. International Journal of Applied Earth Observation and Geoinformation, 2023, 122: 103456.
Liu X, Chen Y, Wang C, Tan K, et al. A lightweight building instance extraction method based on adaptive optimization of mask contour[J]. International Journal of Applied Earth Observation and Geoinformation, 2023, 122: 103420.
Wang X, Tan K, Du P, et al. A capsule-vectored neural network for hyperspectral image classification[J]. Knowledge-Based Systems, 2023, 268: 110482.
Wu F, Tan K, Wang X, et al. A semi-analytical radiative transfer model for explaining soil spectral features[J]. International Journal of Applied Earth Observation and Geoinformation, 2023, 118: 103250.
Chen Y, Li J, Li H, et al. Revealing Land Surface Deformation over the Yineng Backfilling Mining Area, China, by Integrating Distributed Scatterer SAR Interferometry (DS InSAR) and a Mining Subsidence Model[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023.
2022
Zhao L, Tan K, Wang X, et al. Hyperspectral Feature Selection for SOM Prediction Using Deep Reinforcement Learning and Multiple Subset Evaluation Strategies[J]. Remote Sensing, 2022, 15(1): 127.
Wang X, Du J, Tan K, et al. A high-resolution feature difference attention network for the application of building change detection[J]. International Journal of Applied Earth Observation and Geoinformation, 2022, 112: 102950.
Ou D, Tan K, Wang X, et al. Modified soil scattering coefficients for organic matter inversion based on Kubelka-Munk theory[J]. Geoderma, 2022, 418: 115845.
Wang X, Tan K, Pan C, et al. Active deep feature extraction for hyperspectral image classification based on adversarial learning[J]. IEEE Geoscience and Remote Sensing Letters, 2022, 19: 1-5.
Chen L, Lai J, Tan K, et al. Development of a soil heavy metal estimation method based on a spectral index: Combining fractional-order derivative pretreatment and the absorption mechanism[J]. Science of The Total Environment, 2022, 813: 151882.
Wang X, Tan K, Du P, et al. A unified multiscale learning framework for hyperspectral image classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 1-19.
2021
Wambugu N, Chen Y, Xiao Z, Tan K, et al. Hyperspectral image classification on insufficient-sample and feature learning using deep neural networks: A review[J]. International Journal of Applied Earth Observation and Geoinformation, 2021, 105: 102603.
Niu C, Tan K, Wang X, et al. Radiometric cross-calibration of the ZY1-02D hyperspectral imager using the GF-5 AHSI imager[J]. IEEE Transactions on Geoscience and Remote Sensing, 2021, 60: 1-12.
Ji R, Tan K, Wang X, et al. Spatiotemporal monitoring of a grassland ecosystem and its net primary production using Google Earth Engine: A case study of inner mongolia from 2000 to 2020[J]. Remote Sensing, 2021, 13(21): 4480.
Tan K, Jia X, Plaza A. Special Section Guest Editorial: Satellite Hyperspectral Remote Sensing: Algorithms and Applications[J]. Journal of Applied Remote Sensing, 2021, 15(4): 042601-042601.
Wu F, Wang X, Liu Z, Ding J, Tan K, et al. Assessment of heavy metal pollution in agricultural soil around a gold mining area in Yitong County, China, based on satellite hyperspectral imagery[J]. Journal of Applied Remote Sensing, 2021, 15(4): 042613-042613.
Niu C, Tan K, Jia X, et al. Deep learning based regression for optically inactive inland water quality parameter estimation using airborne hyperspectral imagery[J]. Environmental Pollution, 2021, 286: 117534.
Zhang J, Jia X, Hu J, Tan K,et al. Moving vehicle detection for remote sensing video surveillance with nonstationary satellite platform[J]. IEEE Transactions on pattern analysis and machine intelligence, 2021, 44(9): 5185-5198.
Ou D, Tan K, Lai J, et al. Semi-supervised DNN regression on airborne hyperspectral imagery for improved spatial soil properties prediction[J]. Geoderma, 2021, 385: 114875.
Tan K, Ma W, Chen L, et al. Estimating the distribution trend of soil heavy metals in mining area from HyMap airborne hyperspectral imagery based on ensemble learning[J]. Journal of Hazardous Materials, 2021, 401: 123288.
2020
Chen Y, Tong Y, Tan K. Coal mining deformation monitoring using SBAS-InSAR and offset tracking: A case study of Yu County, China[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020, 13: 6077-6087.
Wu F, Wang X, Tan K, et al. Assessment of Heavy Metal Pollution in Agricultural Soil Around a Gold Mine Area in Yitong County[C]//IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2020: 5034-5037.
Tan K, Wang X, Niu C, et al. Vicarious calibration for the AHSI instrument of Gaofen-5 with reference to the CRCS Dunhuang test site[J]. IEEE Transactions on Geoscience and Remote Sensing, 2020, 59(4): 3409-3419.
Zhang Y, Tan K, Wang X, et al. Retrieval of soil moisture content based on a modified Hapke Photometric model: A novel method applied to laboratory hyperspectral and Sentinel-2 MSI data[J]. Remote Sensing, 2020, 12(14): 2239.
Tan K, Niu C, Jia X, et al. Complete and accurate data correction for seamless mosaicking of airborne hyperspectral images: A case study at a mining site in Inner Mongolia, China[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2020, 165: 1-15.
Du P, Bai X, Tan K, et al. Advances of four machine learning methods for spatial data handling: A review[J]. Journal of Geovisualization and Spatial Analysis, 2020, 4: 1-25.
Wang X, Tan K, Du Q, et al. CVA 2 E: a conditional variational autoencoder with an adversarial training process for hyperspectral imagery classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2020, 58(8): 5676-5692.
Tan K, Wang H, Chen L, et al. Estimation of the spatial distribution of heavy metal in agricultural soils using airborne hyperspectral imaging and random forest[J]. Journal of hazardous materials, 2020, 382: 120987.
Wang M, Tan K, Jia X, et al. A deep siamese network with hybrid convolutional feature extraction module for change detection based on multi-sensor remote sensing images[J]. Remote Sensing, 2020, 12(2): 205.
Hui-min W, Kun T, Fu-yu W, et al. Study of the retrieval and adsorption mechanism of soil heavy metals based on spectral absorption characteristics[J]. Guangpuxue yu Guangpu Fenxi/Spectroscopy and Spectral Analysis, 2020, 40: 316-323.
2019
Wang Y, Wang X, Tan K, et al. Estimation of Maize Yield in Yitong County based on Multi-source Remote Sensing Data from 2007 to 2017[C]//2019 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp). IEEE, 2019: 1-4.
Li J, Tan K, Ou D, et al. Evaluation of Ecological Environmental Quality based on Multi-Temporal Remote Sensing Data[C]//2019 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp). IEEE, 2019: 1-4.
Tan K, Hou Z, Ma D, et al. Anomaly detection in hyperspectral imagery based on low-rank representation incorporating a spatial constraint[J]. Remote Sensing, 2019, 11(13): 1578.
Tan K, Ma W, Wu F, et al. Random forest–based estimation of heavy metal concentration in agricultural soils with hyperspectral sensor data[J]. Environmental monitoring and assessment, 2019, 191: 1-14.
Chen Y, Tan K, Yan S, et al. Monitoring land surface displacement over Xuzhou (China) in 2015–2018 through PCA-based correction applied to SAR interferometry[J]. Remote Sensing, 2019, 11(12): 1494.
Tan K, Hou Z, Wu F, et al. Anomaly detection for hyperspectral imagery based on the regularized subspace method and collaborative representation[J]. Remote sensing, 2019, 11(11): 1318.
Wang X, Tan K, Du Q, et al. Caps-TripleGAN: GAN-assisted CapsNet for hyperspectral image classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(9): 7232-7245.
Ou D, Tan K, Du Q, et al. A novel tri-training technique for the semi-supervised classification of hyperspectral images based on regularized local discriminant embedding feature extraction[J]. Remote Sensing, 2019, 11(6): 654.
Tan K, Zhang Y, Wang X, et al. Object-based change detection using multiple classifiers and multi-scale uncertainty analysis[J]. Remote Sensing, 2019, 11(3): 359.
Tan K, Wu F, Du Q, et al. A parallel Gaussian–Bernoulli restricted Boltzmann machine for mining area classification with hyperspectral imagery[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019, 12(2): 627-636.
Wang X, Tan K, Xu K, et al. Quantitative evaluation of the eco-environment in a coalfield based on multi-temporal remote sensing imagery: a case study of yuxian, China[J]. International Journal of Environmental Research and Public Health, 2019, 16(3): 511.
Chen Y, Zhang K, Froger J L, et al. Long-term subsidence in lava fields at Piton de la Fournaise volcano measured by InSAR: new insights for interpretation of the eastern flank motion[J]. Remote Sensing, 2018, 10(4): 597.