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Satellite remote-sensing technologies used in forest fire management 被引量:7
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作者 TIANXiao-rui DouglasJ.Mcrae SHULi-fu WANGMing-yu LIHong 《Journal of Forestry Research》 SCIE CAS CSCD 2005年第1期73-78,i004,共7页
Satellite remote sensing has become a primary data source for fire danger rating prediction, fuel and fire mapping, fire monitoring, and fire ecology research. This paper summarizes the research achievements in these ... Satellite remote sensing has become a primary data source for fire danger rating prediction, fuel and fire mapping, fire monitoring, and fire ecology research. This paper summarizes the research achievements in these research fields, and discusses the future trend in the use of satellite remote-sensing techniques in wildfire management. Fuel-type maps from remote-sensing data can now be produced at spatial and temporal scales quite adequate for operational fire management applications. US National Oceanic and Atmospheric Administration (NOAA) and Moderate Resolution Imaging Spectroradiometer (MODIS) satellites are being used for fire detection worldwide due to their high temporal resolution and ability to detect fires in remote regions. Results can be quickly presented on many Websites providing a valuable service readily available to fire agency. As cost-effective tools, satellite remote-sensing techniques play an important role in fire mapping. Improved remote-sensing techniques have the potential to date older fire scars and provide estimates of burn severity. Satellite remote sensing is well suited to assessing the extent of biomass burning, a prerequisite for estimating emissions at regional and global scales, which are needed for better understanding the effects of fire on climate change. The types of satellites used in fire research are also discussed in the paper. Suggestions on what remote-sensing efforts should be completed in China to modernize fire management technology in this country are given. 展开更多
关键词 satellite remote sensing Fire management Fuel mapping Fire detection REVIEW
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Multi-Scale PIIFD for Registration of Multi-Source Remote Sensing Images 被引量:1
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作者 Chenzhong Gao Wei Li 《Journal of Beijing Institute of Technology》 EI CAS 2021年第2期113-124,共12页
This paper aims at providing multi-source remote sensing images registered in geometric space for image fusion.Focusing on the characteristics and differences of multi-source remote sensing images,a feature-based regi... This paper aims at providing multi-source remote sensing images registered in geometric space for image fusion.Focusing on the characteristics and differences of multi-source remote sensing images,a feature-based registration algorithm is implemented.The key technologies include image scale-space for implementing multi-scale properties,Harris corner detection for keypoints extraction,and partial intensity invariant feature descriptor(PIIFD)for keypoints description.Eventually,a multi-scale Harris-PIIFD image registration algorithm framework is proposed.The experimental results of fifteen sets of representative real data show that the algorithm has excellent,stable performance in multi-source remote sensing image registration,and can achieve accurate spatial alignment,which has strong practical application value and certain generalization ability. 展开更多
关键词 image registration multi-source remote sensing SCALE-SPACE Harris corner partial intensity invariant feature descriptor(PIIFD)
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Technology Progress Report for Microwave Remote Sensing
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作者 JIANG Jingshan DONG Xiaolong LIU Heguang 《空间科学学报》 CAS CSCD 北大核心 2004年第z1期134-137,共4页
In this presentation, technological progress for China's microwave remote sensing is introduced. New developments of the microwave remote sensing instruments for China's lunar exploration satellite (Chang'... In this presentation, technological progress for China's microwave remote sensing is introduced. New developments of the microwave remote sensing instruments for China's lunar exploration satellite (Chang'E-1), meteorological satellite FY-3 and ocean dynamic measurement satellite (HY-2) are reported. 展开更多
关键词 MICROWAVE remote sensing satellite LUNAR EXPLORATION
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Advances on Technology and Application of Ocean Color Remote Sensing in China (2004 - 2006)
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作者 PAN Delu BAI Yan 《空间科学学报》 CAS CSCD 北大核心 2006年第z1期46-55,共10页
China has great progress in the technology and application of ocean color remote sensing during 2004-2006. In this report, firstly, four major technical advances are displaying, including (1) the vector radiative tran... China has great progress in the technology and application of ocean color remote sensing during 2004-2006. In this report, firstly, four major technical advances are displaying, including (1) the vector radiative transfer numerical model of coupled ocean-atmosphere system; (2) the atmospheric correction algorithm specialized on Chinese high turbid water; (3) systematical research of hyper-spectrum ocean color remote sensing; (4) local algorithms of oceanic parameters, like ocean color components, ocean primary productivity, water transparency, water quality parameters, etc. On the foundation of technical advances, ocean color remote sensing takes effect on ocean environment monitoring, with four major kinds of application systems, namely, (1) the automatic multi-satellites data receiving, processing and application system; (2) the shipboard satellite data receiving and processing system for fishery ground information; (3) Coastal water quality monitoring system, integrating satellite and airborne remote sensing technology and ship measurement; (4) the preliminary system of airborne ocean color remote sensing application system. Finally, the prospective development of Chinese ocean color remote sensing is brought forward. With Chinese second ocean color satellite (HY-1B) orbiting, great strides will take place in Chinese ocean color information accumulation and application. 展开更多
关键词 OCEAN color remote sensing Application system Chinese OCEAN COLOR satellite HY-1
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OBH-RSI:Object-Based Hierarchical Classification Using Remote Sensing Indices for Coastal Wetland
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作者 Zhaoyang Lin Jianbu Wang +4 位作者 Wei Li Xiangyang Jiang Wenbo Zhu Yuanqing Ma Andong Wang 《Journal of Beijing Institute of Technology》 EI CAS 2021年第2期159-171,共13页
With the deterioration of the environment,it is imperative to protect coastal wetlands.Using multi-source remote sensing data and object-based hierarchical classification to classify coastal wetlands is an effective m... With the deterioration of the environment,it is imperative to protect coastal wetlands.Using multi-source remote sensing data and object-based hierarchical classification to classify coastal wetlands is an effective method.The object-based hierarchical classification using remote sensing indices(OBH-RSI)for coastal wetland is proposed to achieve fine classification of coastal wetland.First,the original categories are divided into four groups according to the category characteristics.Second,the training and test maps of each group are extracted according to the remote sensing indices.Third,four groups are passed through the classifier in order.Finally,the results of the four groups are combined to get the final classification result map.The experimental results demonstrate that the overall accuracy,average accuracy and kappa coefficient of the proposed strategy are over 94%using the Yellow River Delta dataset. 展开更多
关键词 Yellow River Delta vegetation index object-based hierarchical classification WETLAND multi-source remote sensing
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Progress for Spaceborne Microwave Remote Sensing in China
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作者 JIANG Jingshan LIU Heguang DONG Xiaolong 《空间科学学报》 CAS CSCD 北大核心 2008年第5期370-373,共4页
In this paper,technological progress for China's microwave remote sensing is intro-duced.New developments of the microwave remote sensing instruments for meteorological satellite FY-3,ocean dynamic measurement sat... In this paper,technological progress for China's microwave remote sensing is intro-duced.New developments of the microwave remote sensing instruments for meteorological satellite FY-3,ocean dynamic measurement satellite(HY-2),environment small SAR satellite(HJ-1C) and China's lunar exploration satellite(Chang'E-1),geostationary orbit meteorological satellite FY-4M,are reported. 展开更多
关键词 中国 空间技术 微波 遥感技术
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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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FY-3 Meteorological Satellites and the Applications 被引量:2
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作者 TANG Yunqiu ZHANG Jiashen WANG Jingsong 《空间科学学报》 CAS CSCD 北大核心 2014年第5期703-709,共7页
FY-3 is the second generation polar-orbiting meteorological satellite of China. The first satellite named FY-3A of this series was launched on 27 May 2008. The first operational satellite named FY-3C of this series wa... FY-3 is the second generation polar-orbiting meteorological satellite of China. The first satellite named FY-3A of this series was launched on 27 May 2008. The first operational satellite named FY-3C of this series was launched on 23 September, 2013. The new generation satellites are to provide three-dimensional, quantitative, multi-spectral global remote sensing data under all weather conditions, which will greatly help the operational numerical weather prediction, global climate change research, climate diagnostics and prediction, and natural disaster monitoring. They will also provide help for many other fields such as agriculture, forestry, oceanography and hydrology. With the above-mentioned capability, the FY-3 satellites can make valuable contributions to improving weather forecasts, global natural-disaster and environmental monitoring. 展开更多
关键词 FY-3 satelliteS Polar-orbiting satellite remote sensE
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Surveillance of pine wilt disease by high resolution satellite 被引量:3
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作者 Hongwei Zhou Xinpei Yuan +5 位作者 Huanyu Zhou Hengyu Shen Lin Ma Liping Sun Guofei Fang Hong Sun 《Journal of Forestry Research》 SCIE CAS CSCD 2022年第4期1401-1408,共8页
Pine wilt disease caused by the pinewood nematode Bursaphelenchus xylophilus has led to the death of a large number of pine trees in China.This destructive disease has the characteristics of bring wide-spread,fast ons... Pine wilt disease caused by the pinewood nematode Bursaphelenchus xylophilus has led to the death of a large number of pine trees in China.This destructive disease has the characteristics of bring wide-spread,fast onset,and long incubation time.Most importantly,in China,the fatality rate in pines is as high as 100%.The key to reducing this mortality is how to quickly find the infected trees.We proposed a method of automatically identifying infected trees by a convolution neural network and bounding box tool.This method rapidly locates the infected area by classifying and recognizing remote sensing images obtained by high resolution earth observation Satellite.The recognition accuracy of the test data set was 99.4%,and the remote sensing image combined with convolution neural network algorithm can identify and determine the distribution of the infected trees.It can provide strong technical support for the prevention and control of pine wilt disease. 展开更多
关键词 Pine wilt disease satellite remote sensing image Pest identification Convolution neural network
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Fengyun Satellites:Achievements and Future 被引量:4
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作者 Wang Jingsong Zhang Jiashen Tang Yunqiu 《空间科学学报》 CAS CSCD 北大核心 2010年第5期468-473,共6页
Chinese meteorological satellite,Fengyun(FY) Satellite,has a polar-orbiting series and a geostationary series.Up to now,5 polar-orbiting(FY-1A/B/C/D and FY-3A) and 5 geostationary(FY-2A/B/C/D/E) satellites were launch... Chinese meteorological satellite,Fengyun(FY) Satellite,has a polar-orbiting series and a geostationary series.Up to now,5 polar-orbiting(FY-1A/B/C/D and FY-3A) and 5 geostationary(FY-2A/B/C/D/E) satellites were launched.FY data has been being intensively applied not only to meteorological monitoring and prediction but also to many other fields regarding ecology,environment,disaster,space weather and so and.The FY data sharing system,FengyunCast,is now one of the three components of global meteorological satellite information dissemination system,GEONETCast.The first satellite of the new generation polar-orbiting series,FY-3A,was launched on 27 May,2008,demonstrating the FY polar-orbiting satellite and its application completed a great leap to realize threedimensional observations and quantitative application.The first of the next generation geostationary series(FY-4) is planned to launch in 2014. 展开更多
关键词 气象卫星 卫星发射 数据共享系统 信息传播系统 极地轨道 气象监测 空间天气 组成部分
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Ocean Observation from Haiyang Satellites
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作者 LIN Mingsen JIANG Xingwei 《空间科学学报》 CAS CSCD 北大核心 2020年第5期898-907,共10页
In 2018,China successfully launched three new Haiyang(which means ocean in Chinese,referred to as HY)satellites which are an ocean color observation satellite HY-1C(operational),an ocean dynamics environment satellite... In 2018,China successfully launched three new Haiyang(which means ocean in Chinese,referred to as HY)satellites which are an ocean color observation satellite HY-1C(operational),an ocean dynamics environment satellite HY-2B(operational)and the China-France ocean satellite CFOSAT(experimental).In 2019,all the three satellites had finished their commissioning phases and were declared operational.HY-2A satellite continues to operate in-orbit,and its operational status is basically normal.So in 2020,China has 4 Haiyang satellites in-orbit,China’s ocean satellites enter into a new operational application phase.The operation of the ground application system of Chinese ocean satellites is stable.In 2019,Beijing,Hainan,Mudanjiang,and Hangzhou ocean satellite ground stations had received the data of HY-1C,HY-2A,HY-2B,and CFOSAT 5012 orbits and 26.46 TB data had been distributed to both domestic and international users.Chinese ocean satellite data has played an important role in marine disaster prevention and mitigation,development and management of marine resources,maintenance of marine rights and interests,marine environment protection,scientific researches,and blue economy development. 展开更多
关键词 HY-1C HY-2B CFOSAT Ocean observation satellite Ocean remote sensing satellite ocean applications
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水利遥感卫星应用星座构建与应用研究
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作者 钱峰 付静 +5 位作者 陈德清 崔倩 李晶 熊龙海 王赛 杨燈 《中国水利》 2025年第1期15-20,共6页
卫星遥感是构建数字孪生水利“天空地水工”一体化监测感知体系的重要组成部分,是进行“天基”监测感知的主要路径,是数字孪生平台数据底板建设的重要手段。按照“需求牵引、应用至上、数字赋能、提升能力”的要求,总结了卫星遥感技术... 卫星遥感是构建数字孪生水利“天空地水工”一体化监测感知体系的重要组成部分,是进行“天基”监测感知的主要路径,是数字孪生平台数据底板建设的重要手段。按照“需求牵引、应用至上、数字赋能、提升能力”的要求,总结了卫星遥感技术在水利行业的应用现状及成效,分析认为现有遥感卫星存在卫星数据资源有待拓展、卫星数据综合协同高效运用能力有待提升、面向水利特色需求的卫星严重不足等问题和短板,提出了水利遥感卫星应用星座的概念及框架,从空间段、地面段、应用段3个方面阐述了星座构建的实施路径,包括卫星资源拓展、协同调度优化、管理系统构建、业务产品生产和服务能力提升等内容,为水利遥感卫星应用星座构建提供理论参考与实践指导。通过推动水利遥感卫星应用星座在实际水利业务中的广泛应用,提升实时监测与预警能力,增强应急响应与协同作业的高效性,促进数据共享与业务协同。 展开更多
关键词 水利遥感 应用星座 数字孪生水利 遥感技术 实施路径
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遥感船只快速目标检测技术及应用
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作者 王海涛 贺治钧 +1 位作者 周天启 马岳 《中国空间科学技术(中英文)》 北大核心 2025年第1期153-161,共9页
目前现有的大部分方法对细粒度遥感船只检测识别精度较低,并且星载计算机算力有限,常用的浮点精度数据类型所带来的大量计算和存储需求使其难以满足模型在轨部署的需求。面向这些挑战,提出了一种基于模型量化的细粒度遥感船只快速目标... 目前现有的大部分方法对细粒度遥感船只检测识别精度较低,并且星载计算机算力有限,常用的浮点精度数据类型所带来的大量计算和存储需求使其难以满足模型在轨部署的需求。面向这些挑战,提出了一种基于模型量化的细粒度遥感船只快速目标检测方法。首先设计了一种基于融合智能的检测网络,解决了“类内差异大、类间差异小”的难题,可有效提高细粒度船只检测识别的准确度。在此基础上,进一步提出了一种高精度的模型量化方法对裁剪边界实现了优化,可有效提升在轨遥感图像检测识别速度。在多个数据集上的测试表明,所提出检测方法相比于现有研究实现了超过5.9%的最大精度提升,同时量化方法可实现1.2%的最大性能提升,可在降低模型计算量的同时保持较高的精度,可适用于星载计算机的应用。 展开更多
关键词 卫星遥感船只检测 快速目标检测 CNN模型量化 卫星应用 深度神经网络
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高轨合成孔径雷达技术发展综述
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作者 李锦伟 谭小敏 +6 位作者 李财品 游冬 段崇棣 刘波 党红杏 李光廷 张庆君 《空间电子技术》 2025年第1期11-27,共17页
回顾总结了近年来高轨合成孔径雷达技术的研究和发展状况,首先介绍了国内外提出的不同技术路线下的典型高轨合成孔径雷达系统,分析了这些系统的轨道选择、系统特点及主要应用,总结了国内外在高轨合成孔径雷达大场景成像、高轨运动目标... 回顾总结了近年来高轨合成孔径雷达技术的研究和发展状况,首先介绍了国内外提出的不同技术路线下的典型高轨合成孔径雷达系统,分析了这些系统的轨道选择、系统特点及主要应用,总结了国内外在高轨合成孔径雷达大场景成像、高轨运动目标成像算法方面的研究进展。其次,详细描述了高轨合成孔径雷达系统需要突破的合成孔径雷达总体设计、大功率合成发射、高收纳比大型可展开天线、长合成孔径时间成像四项关键技术。在应用方面,对比了高轨合成孔径雷达比低轨合成孔径雷达的应用优势,分析了高轨合成孔径雷达从灾害快速应急响应、海洋目标观测到自然资源普查领域的应用前景。最后,通过对现有技术进行总结分析,对高轨合成孔径雷达技术的未来发展趋势进行了展望。 展开更多
关键词 高轨卫星 合成孔径雷达 遥感 雷达载荷 SAR成像处理
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Q/V频段三轴天线系统设计与实现
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作者 刘健泉 王小强 蒋立坤 《电讯技术》 北大核心 2025年第1期134-140,共7页
针对高端低轨信关站对Q/V频段卫星信号高质量接收的需求,研制了一款Q/V频段三轴天线系统,解决了天线系统高频段卫星信号的收发共用和自动跟踪的技术难题。提出了高精度天线结构优化设计、多模自适应角度零值指向控制两大关键技术,在此... 针对高端低轨信关站对Q/V频段卫星信号高质量接收的需求,研制了一款Q/V频段三轴天线系统,解决了天线系统高频段卫星信号的收发共用和自动跟踪的技术难题。提出了高精度天线结构优化设计、多模自适应角度零值指向控制两大关键技术,在此基础上开发了一款高精度、低成本的Q/V频段三轴4.5 m反射面天线样机,并完成相关的测试和试验验证,实现了Q/V频段信号高可靠接收和高精度过顶跟踪。所设计的天线样机增益、噪温、差波束零深、指向精度、跟踪精度等指标均满足设计要求,跟踪精度可达0.0083°且优于1/10倍半功率波束宽度,对高频段天线的设计具有重要的借鉴意义。 展开更多
关键词 遥感卫星 Q/V频段反射面天线 过顶跟踪
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铁路基础设施空天地一体化智能巡检解决方案研究
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作者 袁敦磊 徐天涛 +3 位作者 王廷昌 李建国 王振 杨鹤猛 《中国铁路》 北大核心 2025年第2期144-158,共15页
随着我国铁路运营里程不断增长,传统巡检手段与模式无法满足铁路运行日益增长的安全与效益需求。通过分析铁路基础设施巡检需求,基于无人机、卫星遥感等新型技术,构建空天地一体化智能巡检技术体系,提出应用解决方案和实现路径,设计组... 随着我国铁路运营里程不断增长,传统巡检手段与模式无法满足铁路运行日益增长的安全与效益需求。通过分析铁路基础设施巡检需求,基于无人机、卫星遥感等新型技术,构建空天地一体化智能巡检技术体系,提出应用解决方案和实现路径,设计组件化和插件化的系统框架。以彩钢瓦隐患智能检测算法插件化为例进行算法消融实验,结果表明,提出的BIN-Deep LabV3+算法,对卫星和无人机影像均具有良好适用性,mIOU和mPA分别达89.11%和94.83%,可实现插件化应用。通过选取京沪线部分区段进行示范应用,验证了体系的可行性和先进性,空天地多源巡检方式协同互补,可及时有效发现更多安全隐患,为铁路基础设施巡检提供多手段、全流程、一站式、智能化、精益化的应用模式。 展开更多
关键词 铁路基础设施 巡检 空天地一体化 卫星遥感 无人机 组件化 插件化
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基于卫星遥感数据的任意地区双变量降雨事件概率模型构建与应用
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作者 吴晨光 左秦朝 +1 位作者 张洁 严周欣荣 《防灾减灾工程学报》 北大核心 2025年第1期59-70,共12页
滑坡是常见的地质灾害,降雨是主要诱发因素。构建精确的降雨事件概率模型对于准确识别滑坡灾害的高风险区以及制定科学合理的防灾减灾策略至关重要。然而,由于缺少降雨数据,当前仅少数地区建立了双变量降雨事件概率模型。本文提出了一... 滑坡是常见的地质灾害,降雨是主要诱发因素。构建精确的降雨事件概率模型对于准确识别滑坡灾害的高风险区以及制定科学合理的防灾减灾策略至关重要。然而,由于缺少降雨数据,当前仅少数地区建立了双变量降雨事件概率模型。本文提出了一种基于卫星遥感降雨数据的任意地区双变量降雨事件概率模型构建方法。首先,通过网络爬虫技术批量自动获取全球任意地区的卫星遥感降雨时间序列。以临海市邵家渡街道为例,依据降雨事件间隔时间,将连续降雨时间序列划分为独立降雨事件,提取降雨量和降雨历时等变量。在此基础上,基于Copula函数建立双变量降雨事件概率模型,并利用K-S检验评估模型拟合优度。进一步地,阐述了双变量降雨事件概率模型中重现期的定义,并与单变量降雨事件概率模型分析结果进行了对比。最后,构建了浙江省各地区的双变量降雨事件概率模型,揭示了省内降雨变量的空间分布。建立的双变量降雨事件概率模型为降雨诱发滑坡风险评估提供了精确的降雨数据支撑。 展开更多
关键词 卫星遥感数据 降雨变量 COPULA函数 双变量降雨事件概率模型
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基于卫星遥感数据的极地航线规划方法
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作者 崔濛 吕成 +2 位作者 何滨 艾松涛 吴刚 《船舶》 2025年第1期34-45,共12页
船舶在极区航行时会受到海冰带来的阻碍和安全风险,如何能在高效完成指定航行任务的同时,更好地规避冰撞、冰困风险,是极地船舶驾驶人员长久以来需要面对的难题。该文基于微波遥感和卫星测高等技术途径所获数据,反演得到海冰厚度、密集... 船舶在极区航行时会受到海冰带来的阻碍和安全风险,如何能在高效完成指定航行任务的同时,更好地规避冰撞、冰困风险,是极地船舶驾驶人员长久以来需要面对的难题。该文基于微波遥感和卫星测高等技术途径所获数据,反演得到海冰厚度、密集度等信息,建立航行环境信息栅格场和邻域网;采用改进的启发式搜索算法,创新提出考虑船舶冰区航行能力与结构安全风险双重限制下的判定模型,并建立极地航线自动规划方法的系统框架。研究结果表明该方法有效考虑了海冰环境、船舶冰区航行能力对航线规划的影响,该成果有助于加速极区航线自动规划技术面向实用的迭代,同时在极地装备航行任务想定推演、效能评估方面也具备较高的应用价值。 展开更多
关键词 极区航线规划 路径搜索算法 卫星遥感反演 冰区航行模型
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某遥感卫星多载荷转动部件动态磁场对卫星磁矩的影响研究
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作者 吴卫权 撒文彬 +4 位作者 董房 孙晓春 张国升 吴东 周舒 《航天器环境工程》 2025年第1期66-72,共7页
卫星多载荷转动部件工作态下,磁性呈多极化形态,产生动态磁场。多个动态磁场叠加后,会导致卫星整器各向磁矩发生周期性变化,即磁矩波动。磁矩波动的振幅取决于各器载转动部件的数量、转动频率、固有磁矩大小以及载荷工作电流。文章以某... 卫星多载荷转动部件工作态下,磁性呈多极化形态,产生动态磁场。多个动态磁场叠加后,会导致卫星整器各向磁矩发生周期性变化,即磁矩波动。磁矩波动的振幅取决于各器载转动部件的数量、转动频率、固有磁矩大小以及载荷工作电流。文章以某遥感卫星动态磁场数据为模型,通过测试分析卫星整星及主要转动部件的磁场和磁矩,掌握了卫星及转动部件单机动态磁场的变化规律和特征,揭示了动态磁场导致磁矩波动的原因。研究成果可为类似多转动部件遥感卫星的磁性设计和控制提供参考。 展开更多
关键词 遥感卫星 多载荷转动部件 动态磁场 磁矩波动 测试试验
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基于YOLOv5-RTBBS的遥感卫星图像目标检测算法研究
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作者 韩国东 范国玺 《电视技术》 2025年第1期5-10,共6页
为解决遥感卫星图像目标检测中背景复杂、目标尺寸复杂和小目标检测困难等问题,提出YOLOv5-RTBBS检测算法,使模型在遥感图像分析中具有更高的精确度和健壮性。首先,将RepConv、Transformer Encoder和BiFPN模块整合到原始YOLOv5网络中,... 为解决遥感卫星图像目标检测中背景复杂、目标尺寸复杂和小目标检测困难等问题,提出YOLOv5-RTBBS检测算法,使模型在遥感图像分析中具有更高的精确度和健壮性。首先,将RepConv、Transformer Encoder和BiFPN模块整合到原始YOLOv5网络中,使不同尺度目标的检测精度得到提高。其次,通过引入BAM(Bottleneck Attention Module)注意力机制到C3模块来应对复杂背景区域的干扰。最后,将SIoU(Scaled-IoU)损失函数集成到YOLOv5s中以精确定位较小的目标。实验结果表明,改进后的YOLOv5s算法在遥感卫星图像数据集上的各项指标均有所提升,优于其他现有算法的性能。 展开更多
关键词 遥感卫星图像 注意力机制 目标检测 特征融合 深度学习(DL)
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