馬磊

南京大學特任副研究員

馬磊,男,博士,德國洪堡學者(Humboldt Research Fellow),德州理工大學博士后,註冊測繪師。南京大學地理與海洋科學學院特任副研究員。主要從事面向對象高分遙感圖像處理、中分遙感時間序列分析、GIS應用等研究。

主要經歷


2018.01 - ,南京大學,特任副研究員
2016.06 - 2017.12 ,南京大學,助理研究員
2014.12 - 2015.12 ,薩爾茨堡大學(奧地利),聯合培養博士
2012.07 - 2016.06 ,南京大學,博士
2011.06 - 2012.06 ,德陽市建設局,工程師
2008.09 - 2011.06 ,西南交通大學,碩士
2004.09 - 2008.06 ,西南交通大學,本科

主要貢獻


在從事的高分遙感圖像處理研究領域,重點關注面向對象遙感影像分析技術,在國際上撰寫並發表了關於面向對象遙感影像監督分類的綜述論文,闡述了面向對象監督分類理論體系,系統論證了面向對象遙感影像分析的不確定性機制。主持或參與美國地質調查局地表覆蓋連續變化監測項目(USGS-NASA Landsat Science Team Program)、國家自然科學基金青年科學基金項目、江蘇省青年基金項目、中國博士后科學基金、國家公派研究生項目等國家和部省級多個項目。已發表SCI論文18篇,其中1作10篇、通作3篇、ESI高引論文1篇(1%)、高下載論文1篇(遙感1區Top期刊)。發表論文被引280次,單篇最高被引51次,H因子11 。申請或授權國家發明專利9件、登記軟體著作權5項。擔任國際期刊《Remote Sensing》客座編輯,受邀為《Remote Sensing of Environment》、《Remote Sensing》、《IEEE JSARS》、《European Journal of Remote Sensing》、《International Journal of Digital Earth》等10餘種國際期刊審稿。獲德國洪堡獎學金、江蘇省優秀博士學位論文 等獎勵。

獲獎記錄


2018,德國洪堡獎學金
2017,江蘇省優秀博士學位論文
2016,“南京大學優秀博士研究生創新能力提升計劃”優秀項目
2013,博士研究生國家獎學金
2012,西南交通大學優秀碩士論文

代表性論著


Ma, L., Li, M. C., Ma, X. X. A review of supervised object-based land-cover image classification.ISPRS Journal of Photogrammetry and Remote Sensing,130, 277-293. (期刊高下載 )
Ma, L., Cheng, L., Li, M. C., Liu, Y., Ma, X. X. (2015): Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery.ISPRS Journal of Photogrammetry and Remote Sensing, 102, 14-27.
Li, M. C.,Ma, L.*, Blaschke, T., Cheng, L., Tiede, D. (2016): A systematic comparison of different object-based classification techniques using high spatial resolution imagery.International Journal of Applied Earth Observation and Geoinformation, 49, 87-98. (ESI 高引, 2017年7/8月統計數據)
Ma, L., Fu, T. Y., Li, M. C. (2018): Active learning for object-based image classification using predefined training objects.International Journal of Remote Sensing, 39:9, 2746-2765.
Ma, L., Li, M. C., Blaschke, T., Ma, X. X., Tiede, D., Cheng, L., Chen, Z. J., Chen, D. (2016): Object-Based Change Detection in urban areas: the effects of segmentation strategy, scale, and feature space on unsupervised methods.Remote Sensing, 8(9), 761.
Ma, L., Gao, Y., Fu, T., Cheng, L., Chen, Z., Li, M. (2017): Estimation of Ground PM2.5 Concentrations using a DEM-assisted Information Diffusion Algorithm: A Case Study in China.Scientific Reports, 7, 15556.
Ma, L., Li, M. C., Gao, Y., Chen, T., Ma, X. X., Qu, L. A. (2017): A novel wrapper approach for feature selection in object-based image classification using ppolygon-based cross-validation.IEEE Geoscience and Remote Sensing Letters, 14(3), 409-413.
Ma, L., Cheng, L., Han, W. Q., Zhong, L. S., Li, M. C. (2014): Cultivated land information extraction from high-resolution unmanned aerial vehicle imagery data.Journal of Applied Remote Sensing, 8, 1-25.
Ma, L., Li, Y. S., Liang, L., Li, M. C., Cheng, L. (2013): A novel method of quantitative risk assessment based on grid difference of pipeline sections.Safety Science, 59, 219-226.
Ma, L., Cheng, L., Li, M. C. (2013):Lei Ma, Liang Cheng, Manchun Li. Quantitative risk analysis of urban natural gas pipeline networks using geographical information systems.Journal of Loss Prevention in the Process Industries, 26, 1183-1192.
Ma, L., Fu, T. Y., Blaschke, T., Li, M. C., Tiede, D., Zhou, Z. J., Ma, X. X., Chen, D. (2017): Evaluation of feature selection methods for object-based land cover mapping of Unmanned Aerial Vehicle imagery using Random Forest and Support Vector Machine classifiers.ISPRS International Journal of Geo-Information,6(2), 51/1-51/22.
Cheng, L., Li, S.,Ma, L.*, Li, M. C., Ma, X. X. (2015): Fire spread simulation using GIS: Aiming at urban natural gas pipeline.Safety Science, 75, 23-35.
Gao, Y.,Ma, L.*, Liu, J. X., Zhuang, Z. Z., Huang, Q. H., Li, M. C. (2017): Constructing Ecological Networks Based on Habitat Quality Assessment: A Case Study of Changzhou, China.Scientific Reports, 7, 46073.
Cheng, L.,Ma, L., Yang, K., Liu, Y. X., Li, M. C. (2013): Registration of Mars remote sensing images under the crater constraint.Planetary and Space Science, 2013, 85, 13-23.
Cheng, L.,Ma, L., Cai, W. T., Tong, L. H., Li, M. C., Du, P. J. (2013): Integration of Hyperspectral imagery and sparse sonar data for shallow water bathymetry mapping.IEEE Transactions on Geoscience and Remote Sensing, 2014, 53(6), 3235-3249.
Liu, Y., Hu, C., Zhan, W., Sun, C., Murch, B., &Ma, L. (2018): Identifying industrial heat sources using time-series of the VIIRS Nightfire product with an object-oriented approach. Remote Sensing of Environment, 204, 347-365.
Ma, X. X., Wang, L. C.,Ma, L., Zhang, Y. Q. (2015): Effects on sediments following water–sediment regulations in the Lixia River watershed, China.Quaternary International, 2015, 380/381, 334-341.
Ma, X. X., Wang, L. C., Wu, H., Li, N.,Ma, L., Zeng, C. F., Zhou, Y., Yang, J. (2015): Impact of Yangtze river water transfer on the water quality of the Lixia river watershed, China.Plos One, 10, e119720.

承擔項目


2017-2021,國家重點研發項目子課題,南海情勢推演與決策支持系統,主持
2018-2020,國家自然科學基金項目,面向對象高分遙感影像分類的不確定性及模型優化研究,主持
2017-2020,江蘇省青年基金項目,基於機器學習的面向對象遙感影像分類方法研究,主持
2017-2018,中國博士后科學基金特別資助項目,南海島礁面向對象遙感變化監測研究,主持
2016-2018,中國博士后科學基金面上資助項目(一等資助),面向對象遙感影像分析的不確定性研究,主持
2017-2018,江蘇省博士后資助項目,面向對象高分遙感影像分析範式研究,主持
2017-2017,中央高校基本科研業務費項目,南京大學國家自然科學基金培育項目,主持