基本信息
黄鑫  男    中国科学院国家天文台
电子邮件: xhuang@bao.ac.cn
通信地址: 北京市朝阳区大屯路甲20号中国科学院国家天文台
邮政编码:

研究领域

主要从事数据挖掘、空间天气预报建模等相关方向的研究。主持国家自然科学基金2项,作为主要参加人参加多项国家863项目,973项目,自然科学基金项目。发表SCI论文14篇,取得发明专利2项。积极参与国际合作与交流,担任Advances in Astronomy专刊Big Data Processing and Modeling in Solar Physics客座主编,AOGS 2019 ST20 - Solar Flare Forecasting Using Machine Learning联合召集人,并作为多个国际期刊审稿人(Journal of Atmospheric and Solar-Terrestrial PhysicsAstronomy and ComputingResearch in Astronomy and Astrophysics),国际会议口头报告10余次。

招生信息

   
招生专业
0704Z1-天文技术与方法
招生方向
太阳活动预报,数据挖掘

教育背景

2006-09--2010-07   哈尔滨工业大学   博士研究生
2004-09--2006-07   哈尔滨工业大学   硕士研究生
2000-09--2004-07   哈尔滨工业大学   本科

工作经历

   
工作简历
2012-12~现在, 中国科学院国家天文台, 副研究员
2010-07~2012-12,中国科学院国家天文台, 博士后

专利与奖励

   
专利成果
( 1 ) 基于卷积神经网络模型的太阳耀斑预报方法, 发明, 2018, 第 1 作者, 专利号: 201510727599.3
( 2 ) 基于机器学习技术预报模型的太阳爆发事件预报方法, 发明, 2019, 第 1 作者, 专利号: 201510729561.X

出版信息

   
发表论文
[1] Huaning Wang, 饶长辉, Naiting Gu, Libo Zhong, Xin Huang. Light Bridge and Magnetic Field in a Solar Active Region. ASTROPHYSICAL JOURNAL[J]. 2022, 939(49): [2] Quan, Lin, Xu, Long, Li, Ling, Wang, Huaning, Huang, Xin. Solar Active Region Detection Using Deep Learning. ELECTRONICS[J]. 2021, 10(18): http://dx.doi.org/10.3390/electronics10182284.
[3] Yu, Suxiang, Feng, Xinxing, Wang, Bin, Dun, Hua, Zhang, Shuai, Zhang, Ruihong, Huang, Xin. Automatic Classification of Cervical Cells Using Deep Learning Method. IEEE ACCESS[J]. 2021, 9: 32559-32568, https://doaj.org/article/6182239845bd4dc59816556d6284b508.
[4] Liu, Jiajia, Wang, Yimin, Huang, Xin, Korsos, Marianna B, Jiang, Ye, Wang, Yuming, Erdelyi, Robert. Reliability of AI-generated magnetograms from only EUV images. NATURE ASTRONOMYnull. 2021, 5(2): 108-110, http://dx.doi.org/10.1038/s41550-021-01310-6.
[5] Sun, Yanru, Xie, Zongxia, Chen, Yanhong, Huang, Xin, Hu, Qinghua. Solar Wind Speed Prediction With Two-Dimensional Attention Mechanism. SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS[J]. 2021, 19(7): http://dx.doi.org/10.1029/2020SW002707.
[6] Yu, Suxiang, Zhang, Shuai, Wang, Bin, Dun, Hua, Xu, Long, Huang, Xin, Shi, Ermin, Feng, Xinxing. Generative adversarial network based data augmentation to improve cervical cell classification model. MATHEMATICAL BIOSCIENCES AND ENGINEERING[J]. 2021, 18(2): 1740-1752, https://doaj.org/article/8e8b2eca23b74a85801a6d5911dee448.
[7] erdelyi robertus, Marianna Brigitta Korsos, Xin Huang, Yong Yang. The Solar Activity Monitor Network - SAMNet. Journal of Space Weather and Space Climate[J]. 2021, [8] X Huang, I Usoskin, L Y Zhang, H N Wang. Big Data Processing and Modeling in Solar Physics. ADVANCES IN ASTRONOMY[J]. 2020, 2020: https://doaj.org/article/eb1ff5169a464d948cd1ed23325361ed.
[9] Guo, Juan, Wang, Huaning, Wang, Jingxiu, Zhu, Xiaoshuai, Dai, Xinghua, Huang, Xin, He, Han, Yan, Yan, Zhao, Hui. The Role of a Magnetic Topology Skeleton in a Solar Active Region. ASTROPHYSICAL JOURNAL[J]. 2019, 874(2): [10] Huang, Xin, Wang, Huaning, Xu, Long, Liu, Jinfu, Li, Rong, Dai, Xinghua. Deep Learning Based Solar Flare Forecasting Model. I. Results for Line-of-sight Magnetograms. ASTROPHYSICAL JOURNAL[J]. 2018, 856(1): http://dx.doi.org/10.3847/1538-4357/aaae00.
[11] Yan Yihua, Huang Xin, Zhang Weiqiang, Xu Long, Sun Wenqing, Yuan Tianjiao. Bidirectional LSTM for ionospheric vertical Total Electron Content (TEC) forecasting. 2017 IEEE VISUAL COMMUNICATIONS AND IMAGE PROCESSING, VCIP 2017null. 2018, 1-4, http://ir.nssc.ac.cn/handle/122/6377.
[12] Du, Yong, Wang, Yu, Huang, Xin, Hu, Qinghua. Driver State Analysis Based on Imperfect Multi-view Evidence Support. NEURAL PROCESSING LETTERS[J]. 2018, 48(1): 195-217, http://dx.doi.org/10.1007/s11063-017-9698-z.
[13] Huang Xin, Wang Huaning, Xu Long, Sun Wenqing, IEEE. Learning Solar Flare Forecasting Model from Magnetograms. 2017 IEEE VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP)null. 2017, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000454494900077.
[14] 王林萍, 王华宁, 黄鑫. 日冕物质抛射的偏转特性研究. 2017, http://www.chinaxiv.org/abs/201711.01086.
[15] Dai, Xinghua, Wang, Huaning, Huang, Xin, Du, Zhanle, He, Han. AN IMPROVEMENT ON MASS CALCULATIONS OF SOLAR CORONAL MASS EJECTIONS VIA POLARIMETRIC RECONSTRUCTION. ASTROPHYSICALJOURNAL[J]. 2015, 801(1): http://ir.bao.ac.cn/handle/114a11/5717.
[16] Chen, Huadong, Zhang, Jun, Ma, Suli, Yang, Shuhong, Li, Leping, Huang, Xin, Xiao, Junmin. CONFINED FLARES IN SOLAR ACTIVE REGION 12192 FROM 2014 OCTOBER 18 TO 29. ASTROPHYSICAL JOURNAL LETTERS[J]. 2015, 808(1): http://ir.bao.ac.cn/handle/114a11/5642.
[17] 李蓉, 黄鑫, 崔延美. 基于统计学习技术的太阳质子事件预报模型. 科学技术与工程[J]. 2014, 5-8, http://lib.cqvip.com/Qikan/Article/Detail?id=662499398.
[18] Dai, Xinghua, Wang, Huaning, Huang, Xin, Du, Zhanle, He, Han. THE CLASSIFICATION OF AMBIGUITY IN POLARIMETRIC RECONSTRUCTION OF CORONAL MASS EJECTION. ASTROPHYSICAL JOURNAL[J]. 2014, 780(2): http://ir.bao.ac.cn/handle/114a11/6426.
[19] 黄鑫. 太阳耀斑预报研究进展. 科学通报. 2014, [20] Huang, Xin, Wang, HuaNing. Solar flare prediction using highly stressed longitudinal magnetic field parameters. RESEARCH IN ASTRONOMY AND ASTROPHYSICS[J]. 2013, 13(3): 351-358, http://lib.cqvip.com/Qikan/Article/Detail?id=45071898.
[21] Huang, X, Zhang, L, Wang, H, Li, Leping. Improving the performance of solar flare prediction using active longitudes information. ASTRONOMY & ASTROPHYSICS[J]. 2013, 549: http://ir.bao.ac.cn/handle/114a11/6019.
[22] HUANG Xin WANG HuaNing DAI XingHua. Influences of misprediction costs on solar flare prediction. 中国科学:物理学、力学、天文学英文版[J]. 2012, 55(10): 1956-1962, http://lib.cqvip.com/Qikan/Article/Detail?id=43244576.
[23] Huang, Xin, Wang, HuaNing, Li, Leping. Ensemble prediction model of solar proton events associated with solar flares and coronal mass ejections. RESEARCH IN ASTRONOMY AND ASTROPHYSICS[J]. 2012, 12(3): 313-321, http://lib.cqvip.com/Qikan/Article/Detail?id=41348527.
[24] Li Rong, Wang HuaNing, Cui YanMei, Huang Xin. Solar flare forecasting using learning vector quantity and unsupervised clustering techniques. SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY[J]. 2011, 54(8): 1546-1552, http://lib.cqvip.com/Qikan/Article/Detail?id=38454920.
[25] Huang, Xin, Yu, Daren, Hu, Qinghua, Wang, Huaning, Cui, Yanmei. Short-Term Solar Flare Prediction Using Predictor Teams. SOLAR PHYSICS[J]. 2010, 263(1-2): 175-184, http://dx.doi.org/10.1007/s11207-010-9542-3.
[26] Yu, Daren, Huang, Xin, Wang, Huaning, Cui, Yanmei, Hu, Qinghua, Zhou, Rui. SHORT-TERM SOLAR FLARE LEVEL PREDICTION USING A BAYESIAN NETWORK APPROACH. ASTROPHYSICAL JOURNAL[J]. 2010, 710(1): 869-877, http://ir.bao.ac.cn/handle/114a11/7784.
[27] Huang Xin. hort-term solar flare prediction using multiresolution predictors. The Astrophysical Journal. 2010, [28] Yu, Daren, Huang, Xin, Wang, Huaning, Cui, Yanmei. Short-Term Solar Flare Prediction Using a Sequential Supervised Learning Method. SOLAR PHYSICS[J]. 2009, 255(1): 91-105, http://ir.bao.ac.cn/handle/114a11/8127.
[29] 黄鑫. 动态邻域模型及其在太阳耀斑预报中的应用. 计算机科学. 2009, 

科研活动

   
科研项目
( 1 ) 基于海量观测数据的太阳爆发事件预报建模研究, 主持, 国家级, 2019-01--2022-12
( 2 ) 日冕物质抛射源区特性及三维重构研究, 主持, 国家级, 2014-01--2016-12
( 3 ) 融合太阳磁场和黑子序列特征的太阳耀斑深度学习预报模型研究, 参与, 国家级, 2019-01--2021-12
( 4 ) 基于深度学习方法的太阳耀斑预报模型研究, 主持, 市地级, 2018-01--2019-12
( 5 ) 日冕物质抛射源区特性研究, 主持, 市地级, 2014-01--2015-01
( 6 ) 太阳爆发预报研究, 参与, 国家级, 2012-01--2016-12
( 7 ) 空间天气预报方法和技术, 参与, 国家级, 2010-12--2015-08