基本信息: |

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姓 名: |
张震 |
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职称职务: |
讲师 |
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学 位: |
博士 |
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导师类型: |
硕士生导师 |
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电子邮箱: |
zhangzhen@kust.edu.cn |
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研究方向: |
高光谱遥感影像处理与应用 |
个人概况:
张震,男,1989年8月出生,山东潍坊人,摄影测量与遥感专业,工学博士。主要从事高光谱遥感图像处理与应用分析、人工智能与定量反演等研究。主持或参与了国家自然科学基金、云南省应用基础研究计划等项目10余项。以第一作者或通讯作者发表SCI/EI论文18篇,其中TOP期刊7篇。主要研究方向包括:(1) 无人机高光谱遥感;(2) 人工智能与定量遥感。
学习工作经历:
2022.03 - 至今 昆明理工大学 测绘系,讲师
2017.09 - 2021.06 山东科技大学 摄影测量与遥感, 工学博士
2013.09 - 2016.06 山东科技大学 摄影测量与遥感, 工学硕士
2008.09 - 2012.06 山东科技大学 遥感科学与技术, 工学学士
科研项目:
[1]云南省自然科学基金-面上基金:基于无人机高光谱遥感的高原湖泊蓝藻水华监测方法研究. 2024.03-2027.02,主持.
[2]云南省自然科学基金-青年基金:无人机高光谱遥感农作物精细分类方法研究. 2023.06-2026.05,主持.
[3]昆明理工大学人培项目:高原湖泊水体叶绿素a高光谱遥感反演. 2024.11-2025.10,主持.
[4]自然资源部南海遥感测绘协同应用技术创新中心开放基金:基于深度学习的海上目标遥感识别算法研究. 2025.1-2025.12,主持.
[5]国家科技支撑计划资助项目:远海岛礁地理信息监测关键技术研究与示范. 2012.01-2015.12,参与.
[6]海洋公益性行业科研专项:滨海湿地固碳能力提升技术及应用示范. 2012.01-2015.12,参与.
[7]国家自然科学基金:北极快速变化对北冰洋有色溶解有机物的影响机理及规律. 2021.01-2023.12,参与.
[8]国家自然科学基金:矿物颗粒物形状特征对水体光学特性的影响研究. 2018.1-2020.12,参与.
[9]国家自然科学基金:顾及倾斜影像透视变形的Mesh模型构建与优化方法研究. 2019.01-2021.12,参与.
部分论文成果:
[1] Zhen Zhang, Lehao Huang, Bo-hui Tang*, et al. Non-Euclidean Spectral-Spatial Feature Mining Network with Gated GCN-CNN for Hyperspectral Image Classification[J]. Expert Systems with Applications. 2025, 126811.(SCI 中科院一区, TOP期刊, IF=7.5)
[2] Zhen Zhang, Linhuan Jiang, Bo-hui Tang*, et al. Attention Residual Hybrid Network for Unmanned Aerial Vehicles Hyperspectral Image Classification[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2025, 18: 1-22.(SCI 中科院二区, TOP期刊, IF=4.7)
[3] Zhen Zhang, Lehao Huang, Qingwang Wang*, et al. UAV Hyperspectral Remote Sensing Image Classification: A Systematic Review[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2025, 18: 3099-3124.(SCI 中科院二区, TOP期刊, IF=4.7)
[4] Lingyan Bao, Hua Pan, Zhen Zhang*, Mengna Li, Shengqing Guo. Fine-grained Spatial Scale Evaluation of Regional Development Based on LJ-1 01 Nighttime Light Remote Sensing Image[J]. Social Indicators Research. 2025: 1-27.(SSCI Q1, TOP期刊, IF=2.8)
[5] Qingwang Wang, Jiangbo Huang, Shunyuan Wang, Zhen Zhang, Tao Shen, Yanfeng Gu. Community Structure Guided Network for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing. 2025, 63:1-13.(SCI 中科院一区, IF=7.5)
[6] Lehao Huang, Jianchen Liu, Linhuan Jiang, Bingru Zhang, Zhen Zhang*. LDA-Felzenszwalb Guided Superpixel Graph Convolutional Networks for UAV Hyperspectral Image Classification[C]. ISCTech, 2025, 1-5.(EI会议)
[7] Xinliang Pan, Tao Jiang, Weifu Sun, Jiawei Xie, Pinzhen Wu, Zhen Zhang*, Tingwei Cui*. Effective attention model for global sea surface temperature prediction[J]. Expert Systems with Applications. 2024, 124411.(SCI 中科院一区, TOP期刊, IF=7.5)
[8] Linhuan Jiang, Zhen Zhang*, Bo-hui Tang, et al. PCCN-MSS: Parallel Convolutional Classification Network Combined Multi-Spatial Scale and Spectral Features for UAV-Borne Hyperspectral with High Spatial Resolution Imagery[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2024, 17:6529-6543.(SCI 中科院二区, TOP期刊, IF=5.5)
[9] Zhen Liu, Xue Sun, Jianchen Liu, Hao Liu, Yuhang Zhou, Fuzhi Cheng, Yilong Zi, Zhen Zhang*. MSSM-SCDNet: A Multiclass Semantic Change Detection Network Suitable for Coastal Areas Based on Multiband Spatial-spectral Attention Mechanism[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2024, 17: 15816-15833.(SCI 中科院二区, TOP期刊, IF=5.5)
[10] Lingyan Bao, Hua Pan, Dong Fan, Mengna Li, Linhuan Jiang and Zhen Zhang*. Evaluation of Socio-Economic Development in Yunnan Province in 2018 Based on LJ-1 01 Nighttime Light Remote Sensing Image[C]. IGARSS, 2024, 1315-1318.(EI会议, Oral report)
[11] Linhuan Jiang, Zhen Zhang* and Yabin Hu. Unmanned Aerial Vehicle Hyperspectral Remote Sensing Image Classification Based on Parallel Convolutional Neural Network[C]. ISCTech, 2024, 526-530.(EI会议)
[12] Zhen Zhang, Tao Jiang, Chenxi Liu, et al. An effective classification method for hyperspectral image with very high resolution based on encoder-decoder architecture[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2021, 14: 1509-1519.(SCI 中科院二区, IF=3.784)
[13] Baikai Sui, Tao Jiang, Zhen Zhang*, Xinliang Pan. ECGAN: An improved conditional generative adversarial network with edge detection to augment limited training data for the classification of remote sensing images with high spatial resolution[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2021, 14: 1311-1325.(SCI 中科院二区, IF=3.784)
[14] Zhen Zhang, Jue Huang, Tao Jiang*, et al. Semantic segmentation of very high-resolution remote sensing image based on multiple band combinations and patch-wise scene analysis[J]. Journal of Applied Remote Sensing. 2020, 14(1): 016502.(SCI 中科院四区, IF=1.53)
[15] Zhen Zhang, Xinliang Pan, Tao Jiang, et al. Monthly and Quarterly Sea Surface Temperature Prediction Based on Gated Recurrent Unit Neural Network[J]. Journal of Marine Science and Engineering. 2020, 8, 249.
[16] Baikai Sui, Tao Jiang, Zhen Zhang*, Xinliang Pan. A Modeling Method for Automatic Extraction of Offshore Aquaculture Zones Based on Semantic Segmentation[J]. ISPRS International Journal of Geo-Information. 2020, 9, 145.(SCI 中科院三区, IF=2.899)
[17] Chenxi Liu, Tao Jiang, Zhen Zhang*, et al. Extraction Method of Offshore Mariculture Area under Weak Signal based on Multisource Feature Fusion[J]. Journal of Marine Science and Engineering. 2020, 8, 99.
[18] Zhen Zhang, Jingyu Zhang, Yi Ma, et al. Retrieval of Nearshore Bathymetry around Ganquan Island from LiDAR Waveform and QuickBird Image[J]. Applied Sciences. 2019, 9, 4375.
[19] Yi Ma, Jie Zhang, Zhen Zhang*, et al. Bathymetry Retrieval Method of LiDAR Waveform Based on Multi-Gaussian Functions[J]. Journal of Coastal Research 90(sp1), 2019, 324-331.
[20]马毅, 张杰, 张靖宇, 张震, 王锦锦. 浅海水深光学遥感研究进展[J].海洋科学进展, 2018, 36(03): 331-351.
[21]张震, 马毅, 张靖宇, 梁建, 张杰. 基于水体回波信号仿真的激光雷达水深探测模型研究[J].海洋技术学报, 2015,34(06):13-18.
[22]张震, 马毅, 张靖宇, 梁建. 激光雷达水体回波信号仿真模型研究[C]. “一带一路”战略与海洋科技创新——中国海洋学会2015年学术论文集, 2015:6.
指导学生获奖:
[1] 国家级大学生创新训练计划项目. 基于低空无人机遥感的农作物病虫害监测系统.(赵丰年,2024)
[2] 校级优秀本科毕业论文. 基于CNN的高光谱遥感影像滨海湿地分类方法研究.(王昭君,2023
代表性专利:
[1] 唐伯惠, 蔡方亮, 司马欧阳, 付志涛, 张震, 樊东. 一种基于高分辨率遥感影像高原湿地智能精细提取方法. ZL 2023 1 0682476.7[P], 2024年.
[1] 张靖宇, 马毅, 张震, 等. 浅海水深多源遥感融合反演方法. ZL 2015 1 0975396.6[P], 2018年.
[1] 马毅, 崔廷伟, 张震, 等. 激光雷达水体回波信号仿真系统. ZL 2015 2 1081950.8[P], 2016年.