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Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF 1-WFV satellite data
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作者 Chang CAO Junsheng LI +2 位作者 Xiaodong JIA Shenglei WANG Bo WAN 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2024年第4期1048-1060,共13页
Rapidly monitoring regional water quality and the changing trend is of great practical and scientific significance,especially for the Beijing-Tianjin-Hebei(BTH)region of China where water resources are relatively scar... Rapidly monitoring regional water quality and the changing trend is of great practical and scientific significance,especially for the Beijing-Tianjin-Hebei(BTH)region of China where water resources are relatively scarce and inland water bodies are generally small.The remote sensing data of the GF 1 satellite launched in 2013 have characteristics of high spatial and temporal resolution,which can be used for the dynamic monitoring of the water environment in small lakes and reservoirs.However,the water quality remote sensing monitoring model based on the GF 1 satellite data for lakes and reservoirs in BTH is still lacking because of the considerable differences in the optical characteristics of the lakes and reservoirs.In this paper,the typical reservoirs in BTH-Guanting Reservoir,Yuqiao Reservoir,Panjiakou Reservoir,and Daheiting Reservoir are taken as the study areas.In the atmospheric correction of GF 1-WFV,the relative radiation normalized atmospheric correction was adopted after comparing it with other methods,such as 6 S and FLAASH.In the water clarity retrieval,a water color hue angle based model was proposed and outperformed other available published models,with the R 2 of 0.74 and MRE of 31.7%.The clarity products of the four typical reservoirs in the BTH region in 2013-2019 were produced using the GF 1-WFV data.Based on the products,temporal and spatial changes in clarity were analyzed,and the main influencing factors for each water body were discussed.It was found that the clarity of Guanting,Daheiting,and Panjiakou reservoirs showed an upward trend during this period,while that of Yuqiao Reservoir showed a downward trend.In the influencing factors,the water level of the water bodies can be an important factor related to the water clarity changes in this region. 展开更多
关键词 GF 1 satellite atmospheric correction CLARITY BEIJING-TIANJIN-HEBEI spatial and temporal change analysis
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Recent geomagnetic storms observed by Macao Science Satellite-1
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作者 Qing Yan HongBo Yao 《Earth and Planetary Physics》 EI CAS CSCD 2024年第4期565-569,共5页
Geomagnetic storms are rapid disturbances of the Earth’s magnetosphere.They are related to many geophysical phenomena and have large influences on human activities.Observing and studying geomagnetic storms is thus of... Geomagnetic storms are rapid disturbances of the Earth’s magnetosphere.They are related to many geophysical phenomena and have large influences on human activities.Observing and studying geomagnetic storms is thus of great significance to both scientific research and geomagnetic hazards prevention.The Macao Science Satellite-1(MSS-1)project includes two high-precision Chinese geomagnetic satellites successfully launched on May 21,2023.The main purpose of MSS-1 is to accurately measure the Earth’s magnetic field.Here,we analyze early MSS-1 geomagnetic field measurements and report observations of two recent geomagnetic storms that occurred on March 24,2024 and May 11,2024.We also calculate the related geoelectric fields as an initial step towards a quantitative assessment of geomagnetic hazards. 展开更多
关键词 Macao Science satellite-1 geomagnetic storms satellite magnetics electromagnetic induction geoelectric fields
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Preface to the Special Issue on the Macao Science Satellite-1 Mission 被引量:1
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作者 Dali Kong 《Earth and Planetary Physics》 EI CSCD 2023年第1期1-3,共3页
The Macao Science Satellite-1(MSS-1)mission(https://mss.must.edu.mo/)is marked by a new high-precision constellation of satellites that will survey the Earth’s geomagnetic and space environment.MSS-1 consists of two ... The Macao Science Satellite-1(MSS-1)mission(https://mss.must.edu.mo/)is marked by a new high-precision constellation of satellites that will survey the Earth’s geomagnetic and space environment.MSS-1 consists of two satellites that are to be launched in the near future.Since these two low Earth orbit(LEO)satellites will operate in circular orbits,with an inclination of about 41°,they are expected to provide essential measurements covering the Earth’s lower-latitude regions—including,especially,the South Atlantic Anomaly(SAA).This special issue presents 18 articles to provide the international scientific community with details regarding the mission’s goals,relevant scientific research,on-board payloads,and international collaborations.Contributors are members of the scientific and engineering groups involved in the mission.In this preface,we categorize the articles and give some brief comments or editor’s recommendations. 展开更多
关键词 geomagnetic field satellite geomagnetism Macao Science satellite-1
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Design and analysis of the Macao Science Satellite-1's laser retro-reflector array 被引量:1
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作者 ZhiEn Cheng Kai Tang +3 位作者 ZhongPing Zhang HaiFeng Zhang Pu Li MingLiang Long 《Earth and Planetary Physics》 EI CSCD 2023年第1期131-135,共5页
The origin and spatial-temporal variation of the Earth’s magnetic field(EMF)is one of the important scientific problems that has long been unsolved.The Macao Science Satellite-1(MSS-1)under construction is China’s f... The origin and spatial-temporal variation of the Earth’s magnetic field(EMF)is one of the important scientific problems that has long been unsolved.The Macao Science Satellite-1(MSS-1)under construction is China’s first high-precision EMF measurement satellite.To satisfy the highly precise requirements of the MSS-1 orbit measurement,a light,high-precision,four-prism laser retroreflector array was designed.It weighs approximately 285 g,its effective reflection area is greater than 1.77 cm^(2),and its size is 100×100×41 mm.The laser retro-reflector array has excellent performance,and it can achieve a ranging precision at the subcentimeter level for satellite laser ranging.It will be developed and installed on the MSS-1 as a power-free load for high-precision orbit measurement and accurate orbit calibration.The MSS-1 is planned to be brought into the International Laser Ranging Service observations.More than 31satellite laser ranging stations in the International Laser Ranging Service around the world will be able to measure the MSS-1 with long arcs,which will support the scientific mission of high-precision EMF exploration. 展开更多
关键词 Macao Science satellite-1 Earth’s magnetic field satellite laser ranging laser retro-reflector array high-precision orbit
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基于HJ-1星和GF-1号影像融合特征提取冬小麦种植面积 被引量:1
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作者 张宏 李卫国 +4 位作者 张晓东 卢必慧 张琤琤 李伟 马廷淮 《中国农业科技导报》 CAS CSCD 北大核心 2024年第2期109-119,共11页
为提高基于国产环境与灾害监测预报卫星(HJ-1/CCD)影像大范围提取冬小麦种植面积的精度,以江苏省宿迁市沭阳县为研究区域,对冬小麦拔节期30 m×30 m的HJ-1/CCD多光谱影像和2 m×2 m的高分1号卫星全色影像(GF-1/PMS)进行融合与... 为提高基于国产环境与灾害监测预报卫星(HJ-1/CCD)影像大范围提取冬小麦种植面积的精度,以江苏省宿迁市沭阳县为研究区域,对冬小麦拔节期30 m×30 m的HJ-1/CCD多光谱影像和2 m×2 m的高分1号卫星全色影像(GF-1/PMS)进行融合与面向对象分类研究。将GF-1/PMS全色影像进行8、16和24 m重采样,得到4种空间分辨率(含2 m)的全色影像,分别与HJ-1/CCD多光谱影像利用光谱锐化法(Gram-Schmidt,GS)进行融合。通过对融合影像进行质量评价,选择适合研究区冬小麦种植田块格局的适宜尺度影像。将HJ-1/CCD多光谱影像重采样,得到与适宜尺度融合影像相同尺度的影像,在两景影像中分别选取包含光谱、纹理信息的训练融合影像样本(samples of fused image,SFI)和重采样影像样本(samples of resampling image,SRI),采用面向对象分类方法对适宜尺度融合影像(fused image,FI)和重采样影像(resampling image,RI)进行冬小麦种植面积提取。结果表明,16 m×16 m融合影像的效果优于2 m×2 m、8 m×8 m和24 m×24 m融合影像,其均值、标准差、平均梯度和相关系数分别为161.15、83.01、4.55和0.97。面向对象分类后,SFI对重采样影像RI16m分类的总体精度为92.22%,Kappa系数为0.90。SFI对融合影像FI16m分类的总体精度为94.44%,Kappa系数为0.93。SRI对重采样影像RI16m分类的总体精度为84.44%,Kappa系数为0.80。SFI对融合影像FI16m分类效果最好,说明基于融合影像和融合影像提取样本(SFI)结合的面向对象分类方法能准确提取冬小麦种植面积。另外,重采样影像和融合影像提取样本(SFI)相结合的面向对象分类方法也可较好提取冬小麦种植面积。为利用国产中空间分辨率HJ-1/CCD卫星和高分1号卫星融合影像有效提取大区域冬小麦种植面积信息提供了参考。 展开更多
关键词 HJ-1/CCD卫星影像 GF-1/PMS卫星影像 冬小麦种植面积 特征提取 影像融合 面向对象分类
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A global mantle conductivity model derived from 8 years of Swarm satellite magnetic data 被引量:2
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作者 HongBo Yao ZhengYong Ren +2 位作者 KeJia Pan JingTian Tang KeKe Zhang 《Earth and Planetary Physics》 EI CSCD 2023年第1期49-56,共8页
Mantle conductivity imaging is one of the scientific goals of the forthcoming Macao Science Satellite-1(MSS-1).To achieve this goal,we develop a data analysis and inversion scheme for satellite magnetic data to probe ... Mantle conductivity imaging is one of the scientific goals of the forthcoming Macao Science Satellite-1(MSS-1).To achieve this goal,we develop a data analysis and inversion scheme for satellite magnetic data to probe global one-dimensional(1D)mantle conductivity structures.Using this scheme,we present a new global mantle conductivity model by analyzing over 8 years of Swarm satellite magnetic data.First,after sophisticated data selection procedures and the removal of core and crustal fields,the inducing and induced spherical harmonic coefficients of magnetic potential due to the magnetospheric ring current are derived.Second,satellite Cresponses are estimated from the time series of these coefficients.Finally,the observed responses are inverted for both smooth and threejump conductivity models using a quasi-Newton algorithm.The obtained conductivity models are in general agreement with previous global mantle conductivity models.A comparison of our conductivity model with the laboratory conductivity model suggests the mean state of the upper mantle and transition zone is relatively dry.This scheme can be used to process the forthcoming Macao Science Satellite-1 magnetic data. 展开更多
关键词 Macao Science satellite-1 satellite magnetic data mantle conductivity global electromagnetic induction
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The HY-1 satellite and ground system in China 被引量:6
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作者 Liu Jianqiang , Jiang Xingwei, Lin Mingsen National Satellite Ocean Application Service of State Oceanic Administration, Beijing 100081, China, 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2003年第2期301-308,共8页
INTRODUCTIONWith the coming of the 21st century, we are faced the problems of the environment, re-sources and population. The ocean is regarded as supplier of resources such as food, minerals,energy and space, and pla... INTRODUCTIONWith the coming of the 21st century, we are faced the problems of the environment, re-sources and population. The ocean is regarded as supplier of resources such as food, minerals,energy and space, and plays an important role in sustainable economic development. At thesame time the ocean has a very important effect on the worldwide environmental changes. 展开更多
关键词 HY-1 satellite ground system China
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Prediction of chlorophyll a concentration using HJ-1 satellite imagery for Xiangxi Bay in Three Gorges Reservoir 被引量:7
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作者 Dong-xing FAN Yu-ling HUANG +3 位作者 Lin-xu SONG De-fu LIU Ge ZHANG Biao ZHANG 《Water Science and Engineering》 EI CAS CSCD 2014年第1期70-80,共11页
Since the impoundment of the Three Gorges Reservoir in 2003, algal blooms have frequently been observed in it. The chlorophyll a concentration is an important parameter for evaluating algal blooms. In this study, the ... Since the impoundment of the Three Gorges Reservoir in 2003, algal blooms have frequently been observed in it. The chlorophyll a concentration is an important parameter for evaluating algal blooms. In this study, the chlorophyll a concentration in Xiangxi Bay, in the Three Gorges Reservoir, was predicted using HJ-1 satellite imagery. Several models were established based on a correlation analysis between in situ measurements of the chlorophyll a concentration and the values obtained from satellite images of the study area from January 2010 to December 2011. Chlorophyll a concentrations in Xiangxi Bay were predicted based on the established models. The results show that the maximum correlation is between the reflectance of the band combination of B4/(B2+B3) and in situ measurements of chlorophyll a concentration. The root mean square errors of the predicted values using the linear and quadratic models are 18.49 mg/m3 and 18.52 mg/m3, respectively, and the average relative errors are 37.79% and 36.79%, respectively. The results provide a reference for water bloom prediction in typical tributaries of the Three Gorges Reservoir and contribute to large-scale remote sensing monitoring and water quality management. 展开更多
关键词 chlorophyll a concentration H J-1 satellite remote sensing prediction correlation analysis Xiangxi Bay Three Gorges Reservoir
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Improvement of Mono-window Algorithm for Retrieving Land Surface Temperature from HJ-1B Satellite Data 被引量:13
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作者 ZHOU Ji ZHAN Wenfeng +1 位作者 HU Deyong ZHAO Xiang 《Chinese Geographical Science》 SCIE CSCD 2010年第2期123-131,共9页
The thermal infrared channel (IRS4) of HJ-1B satellite obtains view zenith angles (VZA) up to ±33°. The view angle should be taken into account when retrieving land surface temperature (LST) from IRS4 data. ... The thermal infrared channel (IRS4) of HJ-1B satellite obtains view zenith angles (VZA) up to ±33°. The view angle should be taken into account when retrieving land surface temperature (LST) from IRS4 data. This study aims at improving the mono-window algorithm for retrieving LST from IRS4 data. Based on atmospheric radiative transfer simulations,a model for correcting the VZA effects on atmospheric transmittance is proposed. In addition,a generalized model for calculating the effective mean atmospheric temperature is developed. Validation with the simulated dataset based on standard atmospheric profiles reveals that the improved mono-window algorithm for IRS4 obtains high accuracy for LST retrieval,with the mean absolute error (MAE) and root mean square error (RMSE) being 1.0 K and 1.1 K,respectively. Numerical experiment with the radiosonde profile acquired in Beijing in winter demonstrates that the improved mono-window algorithm exhibits excellent ability for LST retrieval,with MAE and RMSE being 0.6 K and 0.6 K,respectively. Further application in Qinghai Lake and comparison with the Moderate-Resolution Imaging Spectroradiometer (MODIS) LST product suggest that the improved mono-window algorithm is applicable and feasible in actual conditions. 展开更多
关键词 land surface temperature mono-window algorithm HJ-1 B satellite remote sensing
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Ocean Observation from Haiyang Satellites: 2012–2014 被引量:3
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作者 JIANG Xingwei LIN Mingsen 《空间科学学报》 CAS CSCD 北大核心 2014年第5期710-720,共11页
During 2012 and 2014, China has two Haiyang(which means ocean in Chinese, referred to as HY) satellites operating normally in space which are HY-1B and HY-2A. HY-1B is an ocean color environment satellite which was la... During 2012 and 2014, China has two Haiyang(which means ocean in Chinese, referred to as HY) satellites operating normally in space which are HY-1B and HY-2A. HY-1B is an ocean color environment satellite which was launched in April 2007 to observe global ocean color and sea surface temperature, and HY-2A is an ocean dynamic environment satellite which was launched in August 2011 to obtain global marine dynamic environment parameters including sea surface height,significant wave height, ocean wind vectors, etc. Ocean observation data provided by HY-1B and HY-2A have been widely used by both domestic and international users in extensive areas such as ocean environment protection, ocean disaster prevention and reduction, marine environment forecast,ocean resource development and management, ocean investigations and scientific researches, etc. 展开更多
关键词 HY-1B HY-2A OCEAN OBSERVATION satelliteS OCEAN REMOTE SENSING satellite OCEAN applications
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基于GF-1卫星遥感反演排水河沟水体溶存N_(2)O浓度模型对比研究
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作者 嵇晶晶 白立影 +3 位作者 佘冬立 管伟 阿力木·阿布来提 潘永春 《水土保持研究》 CSCD 北大核心 2024年第5期257-264,共8页
[目的]探究利用GF-1卫星数据反演水体溶存氧化亚氮(N_(2)O)浓度的可行性,为实现低成本、高效率的水质实时监测提供有效途径。[方法]以宁夏青铜峡灌区第1和第5排水河沟为研究对象,选取与排水河沟水体溶存N_(2)O浓度相关性高的GF-1卫星影... [目的]探究利用GF-1卫星数据反演水体溶存氧化亚氮(N_(2)O)浓度的可行性,为实现低成本、高效率的水质实时监测提供有效途径。[方法]以宁夏青铜峡灌区第1和第5排水河沟为研究对象,选取与排水河沟水体溶存N_(2)O浓度相关性高的GF-1卫星影像波段反射率和水质参数作为自变量,通过最优子集筛选法确定最优自变量组合,分别构建了多元线性回归、BP神经网络和支持向量机模型,对水体溶存N_(2)O浓度进行预测对比。[结果]水温(T)、溶解性有机碳(DOC)等是影响水体溶存N_(2)O浓度的主要因素,同时近红外(NIR)等卫星波段与水体溶存N_(2)O浓度变化趋势显著相关。当自变量包括T,NIR等7个因素时,模型预测效果最佳。在3种模型中,BP神经网络模型验证结果R^(2)为0.64,具有最高预测精度。[结论]GF-1卫星数据以及水质参数与水体溶存N_(2)O浓度存在复杂的相关性关系,且BP神经网络能够实现利用GF-1卫星数据较高精度地反演水体溶存N_(2)O浓度。 展开更多
关键词 N_(2)O浓度 GF-1卫星 反演 机器学习
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Glacier mapping based on Chinese high-resolution remote sensing GF-1 satellite and topographic data 被引量:1
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作者 LiLi Yan Jian Wang 《Research in Cold and Arid Regions》 CSCD 2019年第3期218-225,共8页
The precise glacier boundary is a fundamental requirement for glacier inventory,the assessment of climate change and water management in remote mountain areas.However,some glaciers in mountain areas are covered by deb... The precise glacier boundary is a fundamental requirement for glacier inventory,the assessment of climate change and water management in remote mountain areas.However,some glaciers in mountain areas are covered by debris.The high spatial resolution images bring opportunities in mapping debris-covered glaciers.To discuss the capability of Chinese GaoFen-1 satellite lacking the short wave infrared band and thermal infrared band in mapping glaciers,this study distinguished supraglacial terrain from surrounding debris by combining GaoFen-1(GF-1)wide-field-view(WFV)images,the ratio of the thermal infrared imagery and morphometric parameters(DEM and slope)with 30 m resolution.The overall accuracy of 90.94%indicated that this method was effective for mapping supraglacial terrain in mountain areas.Comparing this result with the combination of GF-1 WFV and low-resolution morphometric parameters shows that a high-quality DEM and the thermal infrared band enhanced the accuracy of glacier mapping especially debris-covered ice in steep terrain.The user's and producer's accuracies of glacier area were also improved from 89.67%and 85.95%to 92.83%and 90.34%,respectively.GF data is recommended for mapping heavily debris-covered glaciers and will be combined with SAR data for future studies. 展开更多
关键词 GLACIER MAPPING GaoFen-1 satellite high-quality DEM MORPHOMETRIC parameters debris-covered glaciers
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高分辨率1号卫星影像几何定位精度评价与几何校正研究——以黑龙江省友谊县为例
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作者 李鑫飚 陈思 +2 位作者 郑兴明 陶醉 林楠 《吉林建筑大学学报》 CAS 2024年第4期37-44,共8页
提高卫星影像的几何定位精度可以挖掘影像在区域尺度的应用潜力。本文以黑龙江省友谊县及周边区域为研究区,根据地面实测几何控制点,评估高分辨率1号(GF-1)卫星PMS和WFV影像的几何定位精度,并比较手动和自动两种不同几何控制点选取方式... 提高卫星影像的几何定位精度可以挖掘影像在区域尺度的应用潜力。本文以黑龙江省友谊县及周边区域为研究区,根据地面实测几何控制点,评估高分辨率1号(GF-1)卫星PMS和WFV影像的几何定位精度,并比较手动和自动两种不同几何控制点选取方式的几何校正效果。结论如下:MUX影像、PAN影像和WFV4影像在校正前的平均几何位置偏差为45.06 m,44.60 m和110.26 m,手动几何校正后的平均几何位置偏差为13.97 m,6.35 m和13.56 m,基于哨兵2号(Sentinel-2)影像自动几何校正后的平均几何位置偏差为15.84 m,16.23 m和21.26 m。以上结果可以看出,经过几何校正后很大程度上消除了影像的系统误差,PMS影像通过手动选取地面控制点进行几何校正的效果更优,而WFV影像使用两种校正方法效果相近。 展开更多
关键词 高分辨率1号(GF-1)卫星 地面控制点 Sentinel-2卫星影像 精度评定 几何校正
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Fusion and Classification of Beijing-1 Small Satellite Remote Sensing Image for Land Cover Monitoring in Mining Area 被引量:1
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作者 DU Peijun YUAN Linshan +1 位作者 XIA Junshi HE Jianguo 《Chinese Geographical Science》 SCIE CSCD 2011年第6期656-665,共10页
In order to promote the application of Beijing-1 small satellite(BJ-1) remote sensing data,the multispectral and panchromatic images captured by BJ-1 were used for land cover classification in Pangzhuang Coal Mining.A... In order to promote the application of Beijing-1 small satellite(BJ-1) remote sensing data,the multispectral and panchromatic images captured by BJ-1 were used for land cover classification in Pangzhuang Coal Mining.An improved Intensity-Hue-Saturation(IHS) fusion algorithm is proposed to fuse panchromatic and multispectral images,in which intensity component and panchromatic image are combined using the weights determined by edge pixels in the panchromatic image identified by grey absolute correlation degree.This improved IHS fusion algorithm outper-forms traditional IHS fusion method to a certain extent,evidenced by its ability in preserving spectral information and enhancing spatial details.Dempster-Shafer(D-S) evidence theory was adopted to combine the outputs of three member classifiers to generate the final classification map with higher accuracy than that by any individual classifier.Based on this study,we conclude that Beijing-1 small satellite remote sensing images are useful to monitor and analyze land cover change and ecological environment degradation in mining areas,and the proposed fusion algorithms at data and decision levels can integrate the advantages of multi-resolution images and multiple classifiers,improve the overall accuracy and produce a more reliable land cover map. 展开更多
关键词 grey absolute correlation degree Intensity-Hue-Saturation (IHS) transformation D-S evidence theory Beijing- 1 small satellite
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Chinese GF-1 and GF-3 satellites observed the giant iceberg calving off the Larsen C Ice Shelf 被引量:1
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作者 SHI Lijian WANG Qimao +1 位作者 ZENG Tao LIANG Chao 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2017年第11期115-115,共1页
A massive iceberg, named A-68 by National Ice Center (NIC) officially, calved away from the Larsen C Ice Shelf in Antarctica on luly 12, 2017. The iceberg A-68 is about 5 800 km2, weighs more than a trillion tons an... A massive iceberg, named A-68 by National Ice Center (NIC) officially, calved away from the Larsen C Ice Shelf in Antarctica on luly 12, 2017. The iceberg A-68 is about 5 800 km2, weighs more than a trillion tons and it is one of the biggest ever recorded icebergs. Chinese satellites Gaofen-1 (GF-1) and Gaofen-3 (GF-3) data was used to monitoring the propagation of the rift and the iceberg by National Satellite Ocean Application Service (NSOAS). 展开更多
关键词 GF SAR Chinese GF-1 and GF-3 satellites observed the giant iceberg calving off the Larsen C Ice Shelf Figure
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基于GEE和Sentinel-1/2数据的夏玉米种植面积精细化识别方法
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作者 韩东枫 李峰 +5 位作者 秦泉 胡先锋 王晗 段金馈 冯冬含 崔颖 《海洋气象学报》 2024年第3期122-132,共11页
作物种植面积提取方式的选取,对农作物遥感监测有重要意义。为探究夏玉米遥感识别最佳时相、夏玉米遥感识别光学时序和夏玉米遥感识别光学与星载合成孔径雷达(synthetic aperture radar,SAR)融合时序3种方案在夏玉米种植区识别的差异,... 作物种植面积提取方式的选取,对农作物遥感监测有重要意义。为探究夏玉米遥感识别最佳时相、夏玉米遥感识别光学时序和夏玉米遥感识别光学与星载合成孔径雷达(synthetic aperture radar,SAR)融合时序3种方案在夏玉米种植区识别的差异,选取山东商河为研究区。基于谷歌地球引擎(Google Earth Engine,GEE)云平台Sentinel-1/2数据,构建分类数据集,结合地面调查制作分类样本,采用随机森林法进行3种方案下研究区夏玉米种植区域提取,并分析各方案精度。结果表明:3种方案均能较高精度地实现夏玉米与其他作物的区分;相对于夏玉米遥感识别最佳时相方案,夏玉米遥感识别光学时序方案下夏玉米总体分类精度由83.01%提高到89.44%,Kappa系数由0.77提高到0.86;相对于夏玉米遥感识别最佳时相和夏玉米遥感识别光学时序方案,夏玉米遥感识别光学与SAR融合时序方案的总体分类精度最高,达92.51%,Kappa系数达0.89。研究表明,夏玉米遥感识别光学与SAR融合时序方案可以在较高精度下有效识别夏玉米种植区,为发育期内的农情调查管理提供参考。 展开更多
关键词 谷歌地球引擎(GEE) Sentinel-1/2卫星 夏玉米 随机森林法
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Preliminary observation results of the Coherent Beacon Systemonboard the China Seismo-Electromagnetic Satellite-1 被引量:4
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作者 Liang Chen Ming Ou +3 位作者 YaPing Yuan Fang Sun Xiao Yu WeiMin Zhen 《Earth and Planetary Physics》 2018年第6期505-514,共10页
This paper reports, for the first time, observation results of the Coherent Beacon System(CBS) onboard the China SeismoElectromagnetic Satellite-1(CSES-1). We describe the CBS, and the Computerized Ionospheric Tomogra... This paper reports, for the first time, observation results of the Coherent Beacon System(CBS) onboard the China SeismoElectromagnetic Satellite-1(CSES-1). We describe the CBS, and the Computerized Ionospheric Tomography(CIT) algorithm program is validated by numerical experiment. Two examples are shown, for daytime and nighttime respectively. The Equatorial Ionization Anomaly(EIA) can be seen, and the northern crest core is located at ~20°N in the reconstruction image at 07:28 UTC on 20 July 2018(daytime).Disturbances are shown in the reconstruction image at 18:40 UTC on 13 July 2018(nighttime). We find that beacon measurements are more consistent with ionosonde measurements than model results, by comparing Nm F2 at three sites at Lanzhou, Chongqing, and Kunming; consistency with ionosonde measurements validates beacon measurements. Finally, we have studied Vertical Total Electron Content(VTEC) variations from ground to ~500 km(the height of CSES-1 orbit) and ratios of VTEC between beacon measurements and CODE(Center for Orbit Determination in Europe) data. VTEC variation from ground to ~500 km has a range of 7.2–16.5 TECU for the daytime case and a range of 1.1–1.7 TECU for the nighttime case. The Beacon/CODE ratio of VTEC varies with latitude and time. The mean Beacon/CODE ratio is 0.69 for the daytime case and 0.26 for the nighttime case. The fact that the nighttime case yields lower ratios indicates the higher altitude of the ionosphere during nighttime when the ionosphere is assumed to be a thin layer. 展开更多
关键词 Coherent Beacon System(CBS) China Seismo-Electromagnetic satellite-1(CSES-1) Computerized Ionospheric Tomography(CIT) Total Electron Content(TEC)
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基于GF-1卫星影像的青岛市冬小麦种植面积变化动态监测
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作者 刘学刚 李峰 王倩 《湖南农业科学》 2024年第7期74-80,86,共8页
为准确获取青岛市冬小麦种植面积及空间分布变化特点,帮助相关部门优化种植结构,合理安排农业生产,研究利用GF-1 WFV卫星遥感影像,选择青岛市2014—2021年冬小麦种植面积遥感提取的最佳时相,采用图像监督分类法提取冬小麦的种植面积,并... 为准确获取青岛市冬小麦种植面积及空间分布变化特点,帮助相关部门优化种植结构,合理安排农业生产,研究利用GF-1 WFV卫星遥感影像,选择青岛市2014—2021年冬小麦种植面积遥感提取的最佳时相,采用图像监督分类法提取冬小麦的种植面积,并通过分类后比较法分析小麦种植面积的动态变化。结果表明:2014—2021年青岛市冬小麦的种植面积为21.7万~24.8万hm^(2),2016年小麦种植面积最大,2020年最小,每年冬小麦种植面积波动范围为0.3万~2.7万hm^(2);遥感提取的种植面积与统计部门提供的种植面积误差较小,误差百分率不超过6.5%;小麦与其他地物类型之间相互转换的差异很小,2014—2021年逐年小麦转为其他地物的面积变化范围为8.0万~10.9万hm^(2),其他地物转为小麦的面积变化范围为7.9万~11.4万hm^(2)。 展开更多
关键词 GF-1卫星影像 青岛市 冬小麦 种植面积 动态监测 监督分类
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Research on HJ-1A/B satellite data automatic geometric precision correction design
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作者 Xiong Wencheng Shen Wenming +3 位作者 Wang Qiao Shi Yuanli Xiao Rulin Fu Zhuo 《Engineering Sciences》 EI 2014年第5期90-96,共7页
Developed independently by China,HJ-1A/B satellites have operated well on-orbit for five years and acquired a large number of high-quality observation data.The realization of the observation data geometric precision c... Developed independently by China,HJ-1A/B satellites have operated well on-orbit for five years and acquired a large number of high-quality observation data.The realization of the observation data geometric precision correction is of great significance for macro and dynamic ecological environment monitoring.The paper analyzed the parameter characteristics of HJ-1 satellite and geometric features of HJ-1 satellite level 2 data(systematic geo- corrected data).Based on this,the overall HJ- 1 multi- sensor geometric correction flow and charge-coupled device(CCD) automatic geometric precision correction method were designed.Actual operating data showed that the method could achieve good result for automatic geometric precision correction of HJ-1 satellite data,automatic HJ-1 CCD image geometric precision correction accuracy could be achieved within two pixels and automatic matching accuracy between the images of same satellite could be obtained less than one pixel. 展开更多
关键词 HJ-1 satellite AUTOMATIC geometric precision correction CCD
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东芝Satellite M211
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《微型计算机》 北大核心 2008年第9期126-126,共1页
东芝Satellite M211外观圆滑精致,做工精细,是针对年轻,家庭用户而设计的笔记本电脑产品,Pentium Dual-Core T2310处理器,1GB内存的配置保证了家庭用户日常的使用需要。标配的Mobility Radeon HD 2400独立是显卡和14.1英寸镜面宽屏,
关键词 东芝satellite MOBILITY PENTIUM RADEON 家庭用户 1GB内存 电脑产品 笔记本
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