1984年10月生,中共黨員,博士,碩士研究生導(dǎo)師;新疆地理學(xué)會常務(wù)理事,新疆自然資源協(xié)會理事;入選自治區(qū)高層次人才引進(jìn)工程(2015)、中國科學(xué)院青年創(chuàng)新促進(jìn)會(2018)、自治區(qū)“天山英才”計劃青年拔尖人才(2022)等人才計劃;IEEE 地球科學(xué)與遙感協(xié)會J-STARS期刊2022年度最佳審稿人,J-STARS、Land、Big Earth Data等期刊??妥庉?;在國內(nèi)學(xué)術(shù)刊物上發(fā)表論文80多篇,其中SCI檢索論文70多篇。
教育經(jīng)歷:
2012-2015 南京大學(xué)地理與海洋科學(xué)學(xué)院,地圖學(xué)與地理信息系統(tǒng)專業(yè),理學(xué)博士
2009-2012 中國礦業(yè)大學(xué)環(huán)境與測繪學(xué)院,攝影測量與遙感專業(yè),工學(xué)碩士
2005-2009 南京大學(xué)地理與海洋科學(xué)學(xué)院,地理信息科學(xué)專業(yè),理學(xué)學(xué)士
工作經(jīng)歷:?
2015.09-2018.11? 中國科學(xué)院新疆生態(tài)與地理研究所? 助理研究員
2018.12-2022.11?中國科學(xué)院新疆生態(tài)與地理研究所? 副研究員
2022.12-至今? ???中國科學(xué)院新疆生態(tài)與地理研究所? 研究員
遙感圖像處理與地學(xué)分析,干旱區(qū)生態(tài)遙感,城市遙感
(1)?國家自然科學(xué)基金面上項(xiàng)目:基于對比學(xué)習(xí)的亞洲中部干旱區(qū)濕地遙感分類,?執(zhí)行期:2024.1-2027.12,經(jīng)費(fèi):46萬元。
(2)?國家自然科學(xué)基金面上項(xiàng)目:樣本與特征遷移的中亞典型城市覆被精細(xì)分類方法研究,執(zhí)行期:2021.1-2024.12,經(jīng)費(fèi):55萬元。
(3)?自治區(qū)“天山英才”計劃青年拔尖人才項(xiàng)目:巴音布魯克草原甘肅馬先蒿種群時空格局、動態(tài)與入侵態(tài)勢預(yù)警,執(zhí)行期:2023.1-2025.12,經(jīng)費(fèi):150萬。
(4)?中國科學(xué)院“西部青年學(xué)者”項(xiàng)目:面向干旱區(qū)植被覆蓋遙感分類的弱監(jiān)督學(xué)習(xí)方法研究與應(yīng)用,執(zhí)行期:2023.1-2026.12,經(jīng)費(fèi):95萬。
(5)?中國科學(xué)院海外科教合作中心項(xiàng)目:哈薩克斯坦洪水災(zāi)害空間變化模式分析與模擬預(yù)測,執(zhí)行期:2025.1-2027.12,經(jīng)費(fèi):210萬。
1)Samat,A.,Li,E.,Wang,W.,Liu,S.,& Liu,X. (2022). HOLP-DF: HOLP Based Screening Ultrahigh Dimensional Subfeatures in Deep Forest for Remote Sensing Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,15,8287-8298.
2)Liu,X.,Samat,A.*,Li,E.,Wang,W.,& Abuduwaili,J. (2022). Self-Trained Deep Forest with Limited Samples for Urban Impervious Surface Area Extraction in Arid Area Using Multispectral and PolSAR Imageries. Sensors,22(18),6844.
3)Wang,W.,Samat,A.*,Abuduwaili,J.*,Wang,C.,De Maeyer,P.,& Van De Voorde,T. (2022). Automatic identification of Sand and dust storm sources based on wind vector and Google Earth Engine. IEEE Geoscience and Remote Sensing Letters.
4)Wang,W.,Samat,A.*,Abuduwaili,J.*,Ge,Y.,De Maeyer,P.,& Van de Voorde,T. (2022). A novel hybrid sand and dust storm detection method using MODIS data on GEE platform. European Journal of Remote Sensing,55(1),420-428.
5)Wang,W.,Samat,A.*,Abuduwaili,J.,Ge,Y.,De Maeyer,P.,& Van de Voorde,T. (2022). Temporal characterization of sand and dust storm activity and its climatic and terrestrial drivers in the Aral Sea region. Atmospheric Research,275,106242.
6)Samat,A.,Gamba,P.,Wang,W.,Luo,J.,Li,E.,Liu,S.,...& Abuduwaili,J. (2022). Mapping Blue and Red Color-Coated Steel Sheet Roof Buildings over China Using Sentinel-2A/B MSIL2A Images. Remote Sensing,14(1),230.
7)Xu,T.,Li,E.,Samat,A.,Li,Z.,Liu,W.,& Zhang,L. (2022). Estimating Large-Scale Interannual Dynamic Impervious Surface Percentages Based on Regional Divisions. Remote Sensing,14(15),3786.
8)Li,Z.,Li,E.,Samat,A.,Xu,T.,Liu,W.,& Zhu,Y. (2022). An Object-Oriented CNN Model Based on Improved Superpixel Segmentation for High-Resolution Remote Sensing Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,15,4782 - 4796.
9)Liu,S.,Zheng,Y.,Du,Q.,Bruzzone,L.,Samat,A.,Tong,X.,...& Wang,C. (2022). A Shallow-to-Deep Feature Fusion Network for VHR Remote Sensing Image Classification. IEEE Transactions on Geoscience and Remote Sensing.
10)Samat,A.,Li,E.,Du,P.,Liu,S.,& Miao,Z. (2021). Improving Deep Forest via Patch-Based Pooling,Morphological Profiling,and Pseudo Labeling for Remote Sensing Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,14,9334-9349.
11)Samat,A.,Li,E.,Du,P.,Liu,S.,& Xia,J. (2021). GPU-accelerated catboost-forest for hyperspectral image classification via parallelized mRMR ensemble subspace feature selection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,14,3200-3214.
12)Li,E.,Samat,A.,Zhang,C.,Du,P.,& Liu,W. (2021). First and second-order information fusion networks for remote sensing scene classification. IEEE Geoscience and Remote Sensing Letters,19,1-5.
13)Li,E.,Samat,A.,Du,P.,Liu,W.,& Hu,J. (2020). Improved bilinear CNN model for remote sensing scene classification. IEEE Geoscience and Remote Sensing Letters.
14)Liu,S.,Zheng,Y.,Du,Q.,Samat,A.,Tong,X.,& Dalponte,M. (2020). A novel feature fusion approach for VHR remote sensing image classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,14,464-473.
15)Wang,W.,Samat,A.,Abuduwaili,J.,& Ge,Y. (2021). Quantifying the influences of land surface parameters on LST variations based on GeoDetector model in Syr Darya Basin,Central Asia. Journal of Arid Environments,186,104415.
16)Samat,A.,Li,E.,Du,P.,Liu,S.,Miao,Z.,& Zhang,W. (2020). CatBoost for RS image classification with pseudo label support from neighbor patches-based clustering. IEEE Geoscience and Remote Sensing Letters.
17)Wang,W.,Samat,A.,Ge,Y.,Ma,L.,Tuheti,A.,Zou,S.,& Abuduwaili,J. (2020). Quantitative soil wind erosion potential mapping for Central Asia using the Google Earth Engine platform. Remote Sensing,12(20),3430.
18)Samat,A.,Li,E.,Wang,W.,Liu,S.,Lin,C.,& Abuduwaili,J. (2020). Meta-XGBoost for hyperspectral image classification using extended MSER-guided morphological profiles. Remote Sensing,12(12),1973.?
19)Wang,W.,Samat,A.,Abuduwaili,J.,& Ge,Y. (2020). Spatio-temporal variations of satellite-based pm2. 5 concentrations and its determinants in Xinjiang,Northwest of China. International Journal of Environmental Research and Public Health,17(6),2157.
20)Samat,A.,Li,J.,Lin,C.,Liu,S.,& Li,E. (2019). Edge gradient-based active learning for hyperspectral image classification. IEEE Geoscience and Remote Sensing Letters,17(9),1588-1592.
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(一)第九屆新疆青年科技獎,序1,2019年;
(二)中國測繪學(xué)會測繪科技進(jìn)步一等獎,序2, 2019年;
(三)江蘇省測繪地理信息學(xué)會科技進(jìn)步一等獎,序5,2018年;
(四)湖南省科學(xué)技術(shù)進(jìn)步二等獎,序7,2020年;
?(五) 教育部高等學(xué)??茖W(xué)研究優(yōu)秀成果獎(科學(xué)技術(shù))二等獎,序4,2023年。