l 基本信息
姓名:庄会富
学位:工学博士
职称:讲师
研究方向:变化检测;灾害遥感;目标检测;深度学习。
Email: huifuzhuang@163.com
l 教育与学历
2014.09-2018.06 |
大地测量学与测量工程博士 |
中国矿业大学 |
导师:邓喀中 |
2010.09-2014.06 |
测绘工程学士 |
中国矿业大学 |
导师:邓喀中 |
l 工作经历
➢ 2021.10-至今 中国矿业大学环境与测绘学院 讲师
➢ 2018.07-至2021.10 中国矿业大学环境与测绘学院 博士后, 导师: 张克非 王雪松
l 主讲课程
1. 遥感原理与应用 专业主干课程
2. Python程序设计与大数据挖掘 专业拓展课程
l 代表性论文
[1] Huifu Zhuang, Hongdong Fan, Kazhong Deng, Kefei Zhang, Xuesong Wang and Mengmeng Wang. Change Detection in SAR Images Based on Progressive Nonlocal Theory [J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5229213.
[2] Huifu Zhuang, Ming Hao, Kazhong Deng, Kefei Zhang, Xuesong Wang, Guobiao Yao. Change Detection in SAR Images via Ratio-Based Gaussian Kernel and Nonlocal Theory [J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5210215.
[3] Bowen Chi, Huifu Zhuang, Hongdong Fan, Yang Yu, Lei Peng. An adaptive patch-based goldstein filter for interferometric phase denoising [J]. International Journal of Remote Sensing, 2021, 42(17): 6750-6765.
[4] Huifu Zhuang, Zhixiang Tan, Kazhong Deng, Guobiao Yao. Adaptive generalized likelihood ratio test for change detection in SAR images[J]. IEEE Geoscience and Remote Sensing Letters, 2020,17(3): 416-420.
[5] Huifu Zhuang, Zhixiang Tan, Kazhong Deng, Hongdong Fan. It is a misunderstanding that log ratio outperforms ratio in change detection of SAR images[J]. European Journal of Remote Sensing, 2019,52(1): 484-492.
[6] Huifu Zhuang, Kazhong Deng, Hongdong Fan, Su Ma. A novel approach based on structural information for change detection in SAR images[J]. International Journal of Remote Sensing, 2018,39(8): 2341-2365.
[7] Huifu Zhuang, Hongdong Fan, Kazhong Deng, Guobiao Yao. A spatial-temporal adaptive neighborhood-based ratio approach for change detection in SAR images[J]. Remote Sensing, 2018,10(8): 1295.
[8] Huifu Zhuang, Hongdong Fan, Kazhong Deng, Yang Yu. An improved neighborhood-based ratio approach for change detection in SAR images[J]. European Journal of Remote Sensing, 2018,51(1): 723-738.
[9] Huifu Zhuang, Zhixiang Tan, Kazhong Deng, Guobiao Yao. Change detection in multispectral images based on multiband structural information[J]. Remote Sensing Letters, 2018,9(12): 1167-1176.
[10] Huifu Zhuang, Kazhong Deng, Yang Yu, Hongdong Fan. An approach based on discrete wavelet transform to unsupervised change detection in multispectral images[J]. International Journal of Remote Sensing, 2017,38(17): 4914-4930.
[11] Huifu Zhuang, Kazhong Deng, Hongdong Fan. Filtering approach based on voter model and spatial-contextual information to the binary change map in SAR images[J]. Journal of the Indian Society of Remote Sensing, 2017,45(5): 733-741.
[12] Huifu Zhuang, Kazhong Deng, Hongdong Fan, Mei Yu. Strategies combining spectral angle mapper and change vector analysis to unsupervised change detection in multispectral images[J]. IEEE Geoscience & Remote Sensing Letters, 2016,13(5): 681-685.
[13] Mengmeng Wang, Jixian Zhang, Kazhong Deng, Huifu Zhuang, Fenfen Hua. An Adaptive and Adjustable Maximum-Likelihood Estimator for SAR Change Detection [J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5227513.
[14] Qian He, Xin He, Huifu Zhuang, Rui Wang, Jiawei Chen. An Improved Method for Phase Triangulation Algorithm Based on the Coherence Matrix Eigen-decomposition in Time-series SAR Interferometry[J]. IEEE Access, 2021.
[15] Bowen Chi, Hongdong Fan, Yantao Gao, Lifeng Zhao, Huifu Zhuang. A distributed scatterers InSAR method based on adaptive window with statistically homogeneous pixel selection for mining subsidence monitoring[J]. Geocarto International, 2021.
[16] Youfeng Liu, Hongdong Fan, Liang Wang, Huifu Zhuang. Monitoring of surface deformation in a low coherence area using distributed scatterers InSAR: case study in the Xiaolangdi Basin of the Yellow River, China[J]. Bulletin of Engineering Geology and the Environment, 2021, 80(1), 25-39.
[17] Guobiao Yao, Xiaocheng Man, Li Zhang, Kazhong Deng, Huifu Zhuang, Guoqiang Zheng. Registrating oblique SAR images based on complementary integrated filtering and multilevel matching[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019, 12(9), 3445-3457.
[18] Yang Yu, Kazhong Deng, Yi Luo, Shen-en Chen, Huifu Zhuang. An improved method for long-term stability evaluation of strip mining and pillar design[J]. International Journal of Rock Mechanics and Mining Sciences, 2018,107: 25-30.
[19] Shuo Chen; Kefei Zhang; Yindi Zhao; Yaqin Sun; Wei Ban; Yu Chen; Zhuang Huifu; Zhang Xuewei; Liu Jinxiang; Yang Tao; An Approach for Rice Bacterial Leaf Streak Disease Segmentation and Disease Severity Estimation. Agriculture, 2021; 11(5): 420.
[20] Jiedong Feng; Yaqin Sun; Kefei Zhang; Yindi Zhao; Yi Ren; Yu Chen; Huifu Zhuang; Shuo Che; Autonomous Detection of Spodoptera Frugiperda by Feeding Symptoms Directly from UAV RGB Imagery. Applied Sciences, 2022, 12(5): 2592.
[21] Xuewei Zhang; Kefei Zhang; Yaqin Sun; Yindi Zhao; Huifu Zhuang; Wei Ban; Yu Chen; Erjiang Fu; Shuo Chen; Jinxiang Liu; Yumeng Hao; Combining Spectral and Texture Features of UAS-Based Multispectral Images for Maize Leaf Area Index Estimation. Remote Sensing, 2022, 14(2): 331.
[22] Bian Chaofa; Shi Hongta; Wu Suqin; Zhang Kefei; Wei Meng; Zhao Yindi; Sun Yaqin; Zhuang Huifu; Zhang Xuewei; Chen Shuo. Prediction of Field-Scale Wheat Yield Using Machine Learning Method and Multi-Spectral UAV Data, Remote Sensing, 2022, 14(6): 1474.
[23] Liu Jinxiang; Zhang Kefei; Wu Suqin; Shi Hongtao; Zhao Yindi; Sun Yaqin; Zhuang Huifu; Fu Erjiang. An Investigation of a Multidimensional CNN Combined with an Attention Mechanism Model to Resolve Small-Sample Problems in Hyperspectral Image Classification, Remote Sensing, 2022, 14(3): 785.
[24] 庄会富, 邓喀中, 余美, 范洪冬. 结合KI准则和逆高斯模型的SAR影像非监督变化检测[J]. 武汉大学学报(信息科学版), 2018,43(02): 282-288.
[25] 庄会富, 邓喀中, 范洪冬. 纹理特征向量与最大化熵法相结合的SAR影像非监督变化检测[J]. 测绘学报, 2016,45(3): 339-346.
[26] 马骕, 邓喀中, 庄会富, 韩亚芳. 结合KI准则与数学形态学滤波的SAR变化检测[J]. 激光杂志, 2017(04): 32-36.
[27] 马骕, 邓喀中, 庄会富, 韩亚芳. 中低分辨率合成孔径雷达影像多纹理特征的Otsu变化检测[J]. 激光与光电子学进展, 2017(06): 305-311.
[28] 刘金香,班伟,陈宇,孙亚琴,庄会富,富尔江,张克非. 融合多维度CNN的高光谱遥感图像分类算法[J], 中国激光,2021,48(16):159-169.
[29] 吝涛,范洪冬,孙叶,李向伟,庄会富.基于U2-Net的广域In SAR开采沉陷区自动识别方法研究[J].金属矿山,2024,(04):177-185.
[30] 陈国良,时洪涛,汪云甲, 周大伟,刘鑫,王行风,庄会富.矿山地质环境“天—空—地—人”协同监测与多要素智能感知[J].金属矿山,2023,(01):9-16.
l 指导研究生
2021-2023指导硕士研究生7人,24年6月毕业2人。
l 科研项目
1. 国家自然科学基金青年科学基金项目(42401539),无标注样本下光学与SAR异源影像自监督学习变化检测方法研究,主持,2025–2027.
2. 顾及空间邻域异质性的SAR影像自适应变化检测方法研究(BK20190645),江苏省自然科学基金青年项目,结题,主持,2019.07-2022.06。
3. 顾及空间邻域信息的SAR影像变化检测方法(2018M642362),中国博士后科学基金资助项目,结题,主持,2019-2021。
4. 领域知识与数据耦合驱动的时序SAR变化检测方法研究(KLSMNR-G202205),自然资源部国土卫星遥感应用重点实验室开放基金,2023~2024,在研,主持。
5. 基于雷达遥感的广域采煤沉陷区智能识别与监测评估,2022~2024,在研,主持。
6. 广域线状目标形变星地协同监测方法研究与应用,2023~2025,在研,主持。
7. 关闭矿井地表沉陷机理、规律及预测方法研究(51774270),国家自然科学基金面上项目,2018-2021,结题,参加。
8. 大形变梯度条件下时序TCP-InSAR监测矿区动态沉陷关键问题研究(41604005),国家自然科学基金青年项目,2017-2019,结题,参加。
9. 国家自然科学基金面上项目, 42271460, 融合GNSS和InSAR数据的动态节点基水汽层析理论与同化方法研究, 2023-01-01 至 2026-12-31, 在研, 参与。
10. 国家自然科学基金面上项目, 42271368, 多模态知识嵌入深度神经网络的城市建筑物变化检测, 2023-01-01 至 2026-12-31, 在研, 参与。
11. 面向大数据的智能化测绘遥感影像处理的优化理论与随机算法研究,2024-2027,在研,参与。
l 获奖
1. 中国矿业大学, 优秀博士学位论文奖, 2018.
2. 中华人民共和国教育部, 科学技术进步奖, 2020 (II, R5).
l 授权发明专利
1. 庄会富,邓喀中,范洪冬,张宏贞,于洋,黄继磊,余美,吴飞; 结合半高斯模型与高斯模型的SAR影像变化检测方法, 2018-12-11,中国,CN201610388621.0
2. 庄会富; 范洪冬; 邓喀中; 张宏贞; 郝明; 于洋; 花奋奋; 姚国标; 基于Rao检验的SAR影像变化检测方法, 2021-03-02, 中国, CN201910421617.3.
3. 庄会富; 范洪冬; 邓喀中; 姚国标; 谭志祥; 张宏贞; 王萌萌; 一种利用无人机影像的煤矿区三维形变监测方法, 2021-12-28, 中国, CN202011277126.5.
4. 庄会富; 范洪冬; 迟博文; 邓喀中; 彭磊 ; 一种用于SAR干涉图滤波的非局部均值定权方法, 2024-2-2, 中国, ZL202011361054.2
5. 庄会富; 张宏贞; 邓喀中; 范洪冬; 郝明; 于洋; 花奋奋; 姚国标 ; 基于Wald检验的SAR影像变化检测方法, 2023-04-18, 中国, ZL201910416589.6
6. 庄会富;彭磊;范洪冬;迟博文;邓喀中;张克非;郑美楠.一种基于多尺度分解-重构的SAR干涉图滤波方法,2024-05-24,中国,CN112419206B.
7. 庄会富;范洪冬;邓喀中;谭志祥;迟博文;张克非;郑美楠. 一种用于SAR干涉图处理的Goldstein金字塔构建方法, 2024-04-19,中国,CN112419205B.
8. 范洪冬; 庄会富; 李腾腾; 谭志祥; 邓喀中. 融合InSAR和PSO反演地下采空区位置参数的方法,2022-08-23, 中国,CN112505699B.
9. 范洪冬; 庄会富; 袁力; 郝明; 谭志祥;. 张宏贞; 一种InSAR划定采空区建筑场地稳定性等级范围的方法, 2022-02-08, 中国, CN202110367300.3.
10. 迟博文;范洪冬;庄会富. 一种基于拉普拉斯金字塔的InSAR干涉图迭代自适应滤波方法,2024-06-28,中国,CN114066778B.
11. 范洪冬;邹英杰;李运江;庄会富;谭志祥;邓喀中. 融合无人机DOM和星载SAR影像的地表三维形变提取方法, 2021.12.03,中国,CN113091599B。
12.姚国标;孟飞;靳奉祥;张力;庄会富. 基于深度学习的高质量准稠密互补特征提取方法, 2024-02-06,中国,CN113971760B.
13.郑美楠;范洪冬;邓喀中;郭庆彪;庄会富. 一种井工开采全生命周期地表沉陷监测方法,2024-06-14,中国,CN115032637B.
l 学术兼职
教育部学位论文评阅人,测绘学报、IEEE TGRS、IEEE J-STARS、International Journal of Remote Sensing、Remote Sensing Letters, European Journal of Remote Sensing等期刊审稿人。