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Modeling method and preliminary model of Asteroid Toutatis from Chang'E-2 optical images 被引量:1
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作者 Xiang-Yu Li Dong Qiao 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2014年第3期310-315,共6页
Shape modeling is fundamental to the analysis of dynamic environment and motion around asteroid. Chang'E- 2 successfully made a flyby of Asteroid 4179 Toutatis and obtained plenty of high-resolution images during the... Shape modeling is fundamental to the analysis of dynamic environment and motion around asteroid. Chang'E- 2 successfully made a flyby of Asteroid 4179 Toutatis and obtained plenty of high-resolution images during the mis- sion. In this paper, the modeling method and preliminary model of Asteroid Toutatis are discussed. First, the optical images obtained by Chang'E-2 are analyzed. Terrain and silhouette features in images are described. Then, the modeling method based on previous radar model and preliminary information from optical images is proposed. A preliminary polyhedron model of Asteroid Toutatis is established. Finally, the spherical harmonic coefficients of Asteroid Toutatis based on the polyhedron model are obtained. Some parameters of model are analyzed and compared. Although the model proposed in this paper is only a preliminary model, this work offers a valuable reference for future high-resolution models. 展开更多
关键词 chang'e-2 Asteroid Toutatis Shape modeling.Polyhedron method
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First-round design of the flight scenario for Chang’e-2’s extended mission:take off from lunar orbit 被引量:8
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作者 Yang Gao Heng-Nian Li Sheng-Mao He 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第5期1466-1478,共13页
Chang'e-2, Chinese second lunar probe, was inserted into a 100 km altitude low lunar orbit on October 9th, 2010, its purpose is to continuously photograph the lunar surface and possibly chosen landing sites for futur... Chang'e-2, Chinese second lunar probe, was inserted into a 100 km altitude low lunar orbit on October 9th, 2010, its purpose is to continuously photograph the lunar surface and possibly chosen landing sites for future lunar missions. The probe will still carry considerable amount of propellant after completing all prescribed tasks in about six months. After the successful launch of Chang'e-2, we began designing the probe's subsequent flight scenario, considering a total impulse of 1 100 m/s for takeoff from low lunar orbit and a maximum 3× 10^6 km distance for Earth-probe telecom- munication. Our first-round effort proposed a preliminary flight scenario that involves consecutive arrivals at the halo orbits around the Earth-Moon L1/L2 and Sun-Earth L1/L2 points, near-Earth asteroid flyby, Earth return, and lunar impact. The designed solution of Chang'e-2's subsequent flight scenario is a multi-segment flight trajectory that serves as a reference for making the final decision on Chang'e-2's extended mission, which is a flight to the Sun-Earth L2 point, and a possible scheme of lunar impact via Earth flyby after remaining at the Sun-Earth L2 point was also presented. The proposed flight trajectory, which possesses acceptable solution accuracy for mission analysis, is a novel design that effectively exploits the invariant manifolds in the circular restricted three-body problem and the patched-manifold-conic method. 展开更多
关键词 chang'e-2 Lunar mission Lagrange point Invariant manifold Patched-manifold-conic method
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Near-Earth asteroid flyby trajectories from the Sun-Earth L2 for Chang’e-2’s extended flight 被引量:3
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作者 Yang Gao 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2013年第1期123-131,共9页
Driven by curiosity about possible flight options for the Chang'e-2 spacecraft after it remains at the Sun-Earth L2 point, effective approaches were developed for designing preliminary fuel-optimal near-Earth asteroi... Driven by curiosity about possible flight options for the Chang'e-2 spacecraft after it remains at the Sun-Earth L2 point, effective approaches were developed for designing preliminary fuel-optimal near-Earth asteroid flyby trajectories. The approaches include the use of modified unstable manifolds, grid search of the manifolds' parameters, and a two-impulse maneuver for orbital phase matching and z-axis bias change, and are demonstrated to be effective in asteroid target screening and trajectory optimization. Asteroid flybys are expected to be within a distance of 2 × 10^7 km from the Earth owing to the constrained Earth-spacecraft communication range. In this case, the spacecraft's orbital motion is significantly affected by the gravities of both the Sun and the Earth, and therefore, the concept of the "he- liocentric oscillating-Kepler orbit" is proposed, because the classical orbital elements of the flyby trajectories referenced in the heliocentric inertial frame oscillate significantly with respect to time. The analysis and results presented in this study show that, among the asteroids whose orbits are the most accurately predicted, "Toutatis", "2005 NZ6", or "2010 CL19" might be encountered by Chang'e-2 in late 2012 or 2013 with total impulses less than 100 rn/s. 展开更多
关键词 chang'e-2 Asteroid flyby Sun-Earth L2 Modified unstable manifolds Oscillating-Kepler orbit
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Overall scheme and on-orbit images of Chang’E-2 lunar satellite CCD stereo camera 被引量:8
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作者 ZHAO BaoChang YANG JianFeng +5 位作者 WEN DeSheng GAO Wei CHANG LingYing SONG ZongXi XUE Bin ZHAO Wei 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第9期2237-2242,共6页
The goals of engineering and scientific missions for Chang'E-2 lunar satellite require high detection sensitivity and large imaging dynamic range for the onboard CCD cameras. The TDI CCD image sensor was adopted for ... The goals of engineering and scientific missions for Chang'E-2 lunar satellite require high detection sensitivity and large imaging dynamic range for the onboard CCD cameras. The TDI CCD image sensor was adopted for the two linear CCD stereo cameras for the first time in the lunar reconnaissance of the world. The design argumentation is described in this paper. The analysis shows that the imagers meet the mission requirements. The satellite was launched on 1 October 2010 at zero window. The cameras obtained images of 7 m resolution on the 100 km orbit for the first time on 24 October 2010, and operated once again on 27 October 2010 to take stereo images of the Sinus Iridum with the resolution better than 1.5 m. On the near-moon-arc of 15 kmxl00 km elliptical orbit, the images are very clear and rich of grey scales, indicating successful completion of the Chang'E-2 engineering mission. At the present the cameras are acquiring the full lunar surface stereo images with 7 m resolution on the 100 km circular orbit to complete their scientific mission. 展开更多
关键词 lunar satellite chang'E -2 CCD stereo camera engineering and scientific target Sinus lridum image
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Automatic Stitching Method for Chang'E-2 CCD Images of the Moon 被引量:1
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作者 Zhi Li Mengjie Ye +1 位作者 Zhanchuan Cai Zesheng Tang 《Journal of Earth Science》 SCIE CAS CSCD 2017年第1期168-179,共12页
The lunar map is a product of primary scientific objectives of lunar exploration. Aiming at the characteristics of the Chang'E-2 CCD data, an automatic stitching method used for 2C level CCD data from Chang'E-2 luna... The lunar map is a product of primary scientific objectives of lunar exploration. Aiming at the characteristics of the Chang'E-2 CCD data, an automatic stitching method used for 2C level CCD data from Chang'E-2 lunar mission is proposed. Combining with the image registration technique and the characteristics of Chang'E CCD images, the fast method proposed not only can overcome the contradiction of the high spatial resolution of the CCD images and the low positioning accuracy of the location coordinates, but also can speed up the processing and minimize the utilization of human resources to produce lunar mosaic map. Meanwhile, a new lunar map from 70oN to 70oS with spatial resolution of less than 10 m has been completed by the proposed method. Its average relative location accuracy of the adjacent orbits CCD image data is less than 3 pixels. 展开更多
关键词 chang'e-2 CCD data processing automatic image stitching.
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GF-2卫星影像在土地变更监测中的适用性及潜力分析 被引量:10
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作者 王蕾 杨武年 +1 位作者 任金铜 邓晓宇 《航天返回与遥感》 CSCD 北大核心 2017年第4期96-105,共10页
为进一步推广国产卫星遥感影像数据在国土资源行业中的应用,针对土地利用监测与现状变更调查业务需要,探索"高分二号"(GF-2)卫星数据在土地利用动态监测与现状变更调查工作中的适用性及其潜力。以四川隆昌县金鹅镇为研究区,... 为进一步推广国产卫星遥感影像数据在国土资源行业中的应用,针对土地利用监测与现状变更调查业务需要,探索"高分二号"(GF-2)卫星数据在土地利用动态监测与现状变更调查工作中的适用性及其潜力。以四川隆昌县金鹅镇为研究区,通过定性、定量评价原始影像数据质量,对比分析同级数据,结合多方法提取变更信息,从不同角度测试其变化监测能力。结果显示,GF-2卫星数据地物清晰,光谱信息丰富,目标解译性较好,影像效果优于"高分一号"(GF-1)和SPOT6数据;主成分分析法和光谱变异法的结合可快速发现影像上的变化信息,GF-2卫星影像能满足土地利用变更监测的需求,具有较大潜力及价值。 展开更多
关键词 影像质量评价 土地利用变更 变化监测能力 “高分二号” 遥感数据 卫星应用
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基于Sentinel-2影像的雄安新区2016—2019年土地利用分析 被引量:3
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作者 于淼 马洪兵 王宏伟 《测绘通报》 CSCD 北大核心 2021年第12期6-9,32,共5页
雄安新区是国家层面打造的又一个具有重要战略意义的新区,及时准确掌握该地区的土地利用详情具有重要意义。本文利用10 m分辨率的Sentinel-2影像对雄安新区2016—2019年的土地利用进行分类,进而分析该地区的土地利用时空演变。共测试了... 雄安新区是国家层面打造的又一个具有重要战略意义的新区,及时准确掌握该地区的土地利用详情具有重要意义。本文利用10 m分辨率的Sentinel-2影像对雄安新区2016—2019年的土地利用进行分类,进而分析该地区的土地利用时空演变。共测试了决策树、随机森林和支持向量机3种分类器,进而获得最高精度的土地分类结果图;同时,利用随机森林的特征排序功能分析了不同特征的重要性。结果表明,雄安新区的耕地、林地、水生植物面积总体均呈显著减少趋势,建设用地面积变化最为显著,表明雄安新区正在进行中、快速的城市化发展。本研究得到的10 m分辨率土地利用专题图和分析结果对于雄安新区的及时监测与规划有着重要参考意义。 展开更多
关键词 土地变化 遥感 Sentinel-2 雄安新区
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The global image of the Moon obtained by the Chang'E-1:Data processing and lunar cartography 被引量:23
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作者 LI ChunLai1, LIU JianJun1, REN Xin1, MOU LingLi1, ZOU YongLiao1, ZHANG HongBo1, Lü Chang1, LIU JianZhong1, ZUO Wei1, SU Yan1, WEN WeiBin1, BIAN Wei1, ZHAO BaoChang2, YANG JianFeng2, ZOU XiaoDuan1, WANG Min1, XU Chun1, KONG DeQing1, WANG XiaoQian1, WANG Fang1, GENG Liang1, ZHANG ZhouBin1, ZHENG Lei1, ZHU XinYing1, LI JunDuo1 & OUYANG ZiYuan11 National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100012, China 2 Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an 710119, China 《Science China Earth Sciences》 SCIE EI CAS 2010年第8期1091-1102,共12页
The global lunar image of the first phase of Chinese Lunar Exploration Program is the first image that covered all over the surface of the Moon. It will serve as a critical foundation for succeeding exploration and sc... The global lunar image of the first phase of Chinese Lunar Exploration Program is the first image that covered all over the surface of the Moon. It will serve as a critical foundation for succeeding exploration and scientific research. In this paper, the acquisition, characteristics, and data quality of Chang'E-1 CCD image data are described in detail. Also described are the methodology and procedure of data processing. According to rule of planetary cartography, the image data have been processed, geometrically corrected, and then mosaicked and merged in a scale of 1:2.5 million. The results of data processing and charting show that the image data of Chang'E-1 CCD and their geometric precision meet the demand of charting a map in the scale of 1:2.5 million. The relative geometric positioning precision of the global image is better than 240 m, and the absolute geometric positioning precision is slightly better than that of the ULCN2005 and Clementine lunar basemap (V2.0). The plane positioning precision is approximately 100-1500 m. This global image proves to be the best global image of the Moon so far in terms of space coverage, image quality, and positioning precision. 展开更多
关键词 change-1 LUNAR CCD data processing LUNAR image POSITION LUNAR GLOBAL image
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Super-resolution reconstruction and higher-degree function deformation model based matching for Chang’E-1 lunar images 被引量:3
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作者 LI LiChun YU QiFeng +3 位作者 YUAN Yun SHANG Yang LU HongWei SUN XiangYi 《Science China(Technological Sciences)》 SCIE EI CAS 2009年第12期3468-3476,共9页
This article intends to solve the matching problem of 2C level lunar images by Chang’E-1(CE-1)lunar probe satellite.A line-scanner image matching method is proposed which represents deformation by the quadric functio... This article intends to solve the matching problem of 2C level lunar images by Chang’E-1(CE-1)lunar probe satellite.A line-scanner image matching method is proposed which represents deformation by the quadric function along the camera motion direction and bases on the deformation model for a relief terrain’s imaging on sensors of the satellite borne three-line scanner camera.A precise matching is carried out for the normal view,the frontward view,and the backward view images of the CE-1 by combining the proposed method with the standard correlation method.A super-resolution(SR)reconstruction algorithm based on the wavelet interpolation of non-uniformly sampled data is also adopted to realize SR reconstruction of CE-1 lunar images,which adds the recognizable targets and explores CE-1 lunar images to the full. 展开更多
关键词 image MATCHING 3-line-scanner quadric FUNCTION DEFORMATION super resolution change-1 LUNAR image
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基于高分2号数据的海南岛红树林变化数据集(2015-2019) 被引量:3
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作者 廖静娟 朱彬 +1 位作者 常云蕾 张丽 《中国科学数据(中英文网络版)》 CSCD 2022年第4期1-11,共11页
红树林是具有重要的生态及生态经济服务价值的海岸带湿地生态系统。由于自然因素和人类活动的影响,红树林又是全球最脆弱的生态系统之一。红树林的监测是一项需要长久开展的工作。遥感技术的发展为红树林监测提供了一种高效便利的手段... 红树林是具有重要的生态及生态经济服务价值的海岸带湿地生态系统。由于自然因素和人类活动的影响,红树林又是全球最脆弱的生态系统之一。红树林的监测是一项需要长久开展的工作。遥感技术的发展为红树林监测提供了一种高效便利的手段。本研究基于2015、2017和2019年共计3期国产高分2号(GF-2)数据,同时结合野外调查资料,以及采用高斯径向基核函数,惩罚因子为100,Gamma函数为0.022的支持向量机方法,提取了2015-2019年3期海南岛红树林变化数据集。本数据集总体分类精度大于99%,数据量为58.7 MB。本数据集可作为红树林时空变化分析的基础数据,也能为海南省红树林湿地生态系统可持续利用和保护等提供决策支持,为海南省生态环境监管提供依据。 展开更多
关键词 海南岛 红树林 高分2号数据 变化监测
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Chang’E-2 satellite asymmetric-descent orbit control technology 被引量:4
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作者 ZHOU JianLiang LIU Yong +1 位作者 PENG DeYun ZHAO FengCai 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第9期2247-2253,共7页
To accomplish high-resolution imaging of the preselected landing area, it was necessary for the Chang'E-2 mission to perform orbital maneuvering on the far side of the moon to meet the conditional height requirement ... To accomplish high-resolution imaging of the preselected landing area, it was necessary for the Chang'E-2 mission to perform orbital maneuvering on the far side of the moon to meet the conditional height requirement of the imaging area. Engine shutdown would be executed invisibly on the back side of the moon if the descent maneuver mode opposite to the target perilune or the fuel optimal maneuver mode was used. To ensure the satellite safety, the project collectivety required that the engine shutdown should be designed to be executed in the domestic segmental arcs and meet the requirement of satellite emergency treatment simultaneously. Accordingly, the asymmetric-descent orbit control technology was adopted by offsetting the ma- neuver point, which obtained the orbit control parameters of finite-thrust mode with an iteration algorithm and modified the results with target perilune drift estimation. The Chang'E-2 satellite declined to the target of 100 km×l5 km orbit successfully on 26 October 2010, and has been flying for 32 circles in the experimental orbit to accomplish the preselected landing area imaging. This paper describes the mechanism and realization method of the asymmetric-descent orbit control technology and evaluates the maneuver effect with the actual mission data. 展开更多
关键词 chang'e-2 mission asymmetric-descent orbit control perilune drift preselected landing area imaging
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Auto-compensation of velocity-height ratio for Chang’E-2 satellite CCD stereo camera 被引量:4
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作者 XUE Bin ZHAO BaoChang +7 位作者 YANG JianFeng GAO Weit QIAO WeiDong MA XiaoLong ZHANG Bo LIU JiaHang ZHAO Wei JING Juan Juan 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第9期2243-2246,共4页
The TDI-CCD imaging method using auto-compensation of velocity-height ratio (VHR) was applied to Chang’E-2 satellite CCD stereo camera.Factors that influence the image quality of the camera were discussed,among which... The TDI-CCD imaging method using auto-compensation of velocity-height ratio (VHR) was applied to Chang’E-2 satellite CCD stereo camera.Factors that influence the image quality of the camera were discussed,among which the mismatch error in VHR was found to be the main cause.An auto-compensation scheme for VHR was developed.The validity and effectiveness were proved by the on-orbit high quality images. 展开更多
关键词 chang'e-2 satellite CCD stereo camera TDI-CCD velocity-height ratio auto-compensation scheme
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Positioning reduction in the real-time phase of Chang'E-2 satellite 被引量:2
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作者 LI JinLing LIU Li +1 位作者 ZHENG WeiMin SUN ZhongMiao 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2012年第2期371-374,共4页
The precision of VLBI tracking delays and the positioning reduction results during the real-time tracking phase of the Chang'E-2 satellite are statistically analyzed.The application of the positioning reduction to... The precision of VLBI tracking delays and the positioning reduction results during the real-time tracking phase of the Chang'E-2 satellite are statistically analyzed.The application of the positioning reduction to the real-time monitoring of pivotal arcs of the Chang'E-2 satellite is discussed.The technical specifications of the tests of tracking and control systems in X-band are estimated and evaluated via the positioning reduction method.Useful methodology and software are prepared and practical experience in engineering and technology is accumulated for the follow-up lunar and deep space explorations of China. 展开更多
关键词 lunar exploration VLBI trajectory monitoring positioning reduction chang'e-2 satellite
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Lunar absolute reflectance as observed by Chang'E-1 Imaging Interferometer
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作者 ZHANG Jiang LING ZongCheng +3 位作者 LIU JianZhong WU ZhongChen LI Bo NI YuHeng 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2015年第8期102-107,共6页
Lunar absolute reflectance, which describes the fraction of solar radiation reflected by the Moon, is fundamental for the Chang'E-1 Imaging Interferometer(IIM) to map lunar mineralogical and elemental distribution... Lunar absolute reflectance, which describes the fraction of solar radiation reflected by the Moon, is fundamental for the Chang'E-1 Imaging Interferometer(IIM) to map lunar mineralogical and elemental distributions. Recent observations made by the Spectral Irradiance Monitor(SIM) onboard the Solar Radiation and Climate Experiment(SORCE) spacecraft indicate that temporal variation in the solar radiation might have non-negligible influence on reflectance calculation, and the SIM measurements are different from the two previously used solar irradiances, i.e., ATLAS3 and Newkur. To provide reliable science results, we examined solar irradiance variability with the SIM daily observations, derived lunar absolute reflectances from the IIM 2A radiance with the SIM, ATLAS3 and Newkur data, and compared them with the Chandrayaan-1 Moon Mineralogy Mapper(M3), the Robotic Lunar Observatory(ROLO) and the Kaguya Multispectral Imager(MI) results. The temporal variability of the SIM solar irradiance is 0.25%–1.1% in the IIM spectral range, and less than 0.2% during the IIM observations. Nevertheless, the differences between the SIM measurements and the ATLAS3 and Newkur data can respectively rise up to 8% and 5% at particular IIM bands, resulting in discrepancy between which might affect compositional mapping. The IIM absolute reflectance we derived for the Moon using the SIM data, except for the last two bands, is consistent with the ROLO and the MI observations, although it is lower. 展开更多
关键词 chang'e-1 imaging Interferometer (IIM) absolute reflectance solar irradiance
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基于内容的视频检索的突变场景变换探测算法 被引量:1
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作者 王峰 郑鹏 +1 位作者 陆天波 张旭良 《计算机工程》 CAS CSCD 北大核心 2003年第5期84-85,185,共3页
讲述了目前正在使用的突变场景变换探测算法,并列举了一种新的基于压缩视频的突变场景变换探测算法。实验结果显示,这个算法不受视频种类的限制,能取得满意的结果。
关键词 视步检索 突变场景变换探测算法 MPEG-2 图像处理 图像压缩编码 多媒体
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基于国产高分卫星数据的矿山环境变化检测 被引量:15
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作者 王立娟 靳晓 +2 位作者 贾虎军 唐尧 马国超 《国土资源遥感》 CSCD 北大核心 2018年第3期151-158,共8页
为了提高矿山遥感监测的自动化程度,弥补传统监测方法的缺陷,以国产高分二号(GF-2)影像为数据源,根据矿山监测的目标,提取多源特征,构建一种自动化程度较高的面向对象的变化检测方法,用于矿山环境的动态监测。这种方法在利用变化向量分... 为了提高矿山遥感监测的自动化程度,弥补传统监测方法的缺陷,以国产高分二号(GF-2)影像为数据源,根据矿山监测的目标,提取多源特征,构建一种自动化程度较高的面向对象的变化检测方法,用于矿山环境的动态监测。这种方法在利用变化向量分析法(change vector analysis,CVA)进行变化检测的基础上自动选择训练样本,然后利用极限学习机(extreme learning machine,ELM)提取变化信息。将该方法与其他常用的5种方法对比,实验结果表明:该方法的检测精度高达98. 73%,且自动化程度高,很适用于矿山环境的动态监测分析;以四川省攀枝花市米易县的典型矿山和尾矿库为例,开展矿山及周边环境动态监测实验,准确地检测出了矿山及其周边区域所发生的变化,验证了该方法的可行性,也为矿山实施大规模遥感动态监测提供了范例。 展开更多
关键词 矿山监测 变化检测 高分二号卫星影像 极限学习机
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基于最小二乘配置的重力变化插值方法 被引量:5
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作者 彭泽辉 李辉 +1 位作者 申重阳 孙少安 《大地测量与地球动力学》 CSCD 北大核心 2010年第3期43-46,共4页
利用最小二乘配置的插值方法对动态重力场的离散观测数据进行网格化,以获取重力场动态变化图,与目前常用的插值方法所得到的结果相比表明:基于最小二乘配置的插值方法得到的精度与其他方法所获得的精度相当或略优,但获取的图像线条流畅... 利用最小二乘配置的插值方法对动态重力场的离散观测数据进行网格化,以获取重力场动态变化图,与目前常用的插值方法所得到的结果相比表明:基于最小二乘配置的插值方法得到的精度与其他方法所获得的精度相当或略优,但获取的图像线条流畅、舒缓平稳,能更有效地描述重力场变化的形态特性。 展开更多
关键词 最小二乘配置 重力场变化 插值方法 协方差函数 二维图像
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基于高分二号影像的森林变化快速检测方法研究 被引量:4
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作者 冯林艳 谭炳香 +2 位作者 王晓慧 郝家田 侯晓巍 《林业科学研究》 CSCD 北大核心 2019年第5期142-148,共7页
[目的]探讨用于快速更新森林资源数据库的森林变化检测方法,监测短时期内森林采伐与更新的动态变化。[方法]以变化频繁快速,高度集约经营的广西上思县人工林作为研究区,以两个时相的高分二号遥感影像作为数据源,分别利用红波段、近红外... [目的]探讨用于快速更新森林资源数据库的森林变化检测方法,监测短时期内森林采伐与更新的动态变化。[方法]以变化频繁快速,高度集约经营的广西上思县人工林作为研究区,以两个时相的高分二号遥感影像作为数据源,分别利用红波段、近红外波段和NDVI 3种特征的影像差值,并基于分布函数确定阈值,对研究区进行快速的变化检测,并提取变化区域和变化类型。[结果]表明,3种特征差值的检测精度排序为:NDVI差值法最优,红波段差值法次之,近红外波段差值法最差。其中NDVI的总体精度为87.12%,Kappa系数为0.76,[结论]该方法在实现快速检测变化的目的下,可用于森林资源数据库的更新。 展开更多
关键词 森林 GF-2 变化检测 NDVI 影像差值
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基于对象分类的遥感影像森林变化检测方法 被引量:17
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作者 雷鸣 田卫新 +1 位作者 任东 董婷 《森林与环境学报》 CSCD 北大核心 2019年第6期641-646,共6页
针对湖北省宜昌市点军区森林变化检测应用需求,采用两期高分二号(GF-2)数据进行对比分析。定义了基于邻域差分绝对值与标准差比的多尺度分割评价函数,用来确定对遥感图像分割的分割尺度、形状因子以及紧凑度。通过试验,利用神经网络分... 针对湖北省宜昌市点军区森林变化检测应用需求,采用两期高分二号(GF-2)数据进行对比分析。定义了基于邻域差分绝对值与标准差比的多尺度分割评价函数,用来确定对遥感图像分割的分割尺度、形状因子以及紧凑度。通过试验,利用神经网络分类方法确定了基于对象分类的最优特征组合,并采用基于对象的最近邻(k NN)分类方法对遥感图像进行分类,最后对两期遥感影像分类结果中的森林类别进行变化检测。结果显示,在分类过程中,基于对象的分类总体精度为0.9866,Kappa系数为0.9752,高于神经网络和最大似然分类方法。在以森林地为主的丘陵地带变化检测应用中具有较好的适用性。 展开更多
关键词 遥感 高分二号 森林变化检测 对象 分割 最近邻分类
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改进的区间二型模糊聚类遥感影像变化检测 被引量:9
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作者 苏艺凡 党建武 +1 位作者 王阳萍 杨景玉 《测绘通报》 CSCD 北大核心 2021年第7期44-51,58,共9页
遥感影像的复杂模糊性问题会干扰影像变化检测的结果,可引入区间二型模糊C均值聚类算法解决此问题,但算法参数的随机性导致检测结果不稳定。本文首先利用局部最优解优化萤火虫算法中的候选解,引入可变步长因子,以此自适应寻优区间二型模... 遥感影像的复杂模糊性问题会干扰影像变化检测的结果,可引入区间二型模糊C均值聚类算法解决此问题,但算法参数的随机性导致检测结果不稳定。本文首先利用局部最优解优化萤火虫算法中的候选解,引入可变步长因子,以此自适应寻优区间二型模糊C均值聚类算法的模糊因子;然后结合寻优得到的模糊因子进行区间二型模糊C均值聚类,迭代更新隶属区间提取变化信息;最后通过基于复合梯形法则的加权Karnik-mendel算法降型和解模糊优化聚类中心,依据最大隶属度原则判断变化类型。通过试验验证,本文方法得到更优模糊因子和更精确的聚类中心,具有更好的稳健性,变化检测精度得到提高,检测得到的变化区域更加精细。 展开更多
关键词 遥感影像变化检测 萤火虫算法 区间二型模糊C均值聚类 模糊因子 降型算法
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