YNAO OpenIR  > 抚仙湖太阳观测和研究基地
多波段太阳图像高精度配准方法研究及其实测应用
其他题名Study of the Methods of High Spatial Precision Registration of Solar Multi-wavelength Image and Application
王瑞
学位类型博士
导师季凯帆 ; 徐稚
2018-07-01
学位授予单位中国科学院大学
学位授予地点北京
学位专业天文技术与方法
关键词太阳望远镜 多波段观测 高分辨率成像 图像配准
摘要多波段观测是实测太阳物理研究的重要手段。诸多太阳活动现象通常在不同辐射波段上呈现出不同的观测表象,具有不同的亮度或空间形态,只有将多个波段的观测图像进行配准才能综合分析活动现象。随着太阳物理研究中对精细信息的需求程度越来越高,对多波段图像之间的配准精度要求也越来越高。 目前,太阳多波段图像配准主要是利用图像相似特征结构进行互相关对齐,而互相关算法获得图像之间的平移差异,却忽略了他们之间的尺度和旋转差异。同时,在提取相似特征的过程中,有时也加入了一定的物理假设,例如假设多波段中观测到的增亮结构在空间上应当是一一对应的,从而使得对齐精度只能有1角秒-2角秒。而由于实测太阳图像的情况复杂,比如图像对比度低、信噪比低、且图像的空间分辨率各不相同,经典的图像配准方法不能直接应用。需要将各种实测手段与相应的图像配准方法相结合实现多波段图像的高精度配准。 本论文工作的主要是针对NVST的多波段高分辨率观测图像开展亚角秒量级高精度配准方法的研究,并在以下几个方面获得重要研究成果:? 基于相同结构的NVST多波段光球像的高精度配准 该部分工作主要针对NVST多波段光球像(即G-band光球像以及TiO光球像)之间的配准。因为都是光球图像,太阳结构相似度较高,且图像空间分辨率比较接近,针对这种情况本文提出了一种基于“区域统计和特征点匹配相结合”的配准方法。首先计算图像局部区域的互相偏移量,然后获取并筛选出图像的匹配控制点,最终实现图像的高精度配准,对齐精度约为0.04 角秒。? 基于偏带递推的色球像与光球像的高精度配 该部分主要针对NVST色球像与光球像之间的配准。太阳结构在色球和光球上的表象差异明显,图像之间没有显著的相似特征,且NVST光球像和色球像具有不同的空间分辨率。然而,NVST色球观测可实现偏带正负0.4 nm 范围内的波长扫描观测,因此本论文提出了借助偏带观测进行图像配准的方案。色球观测采用“密集扫描”的采集模式,利用SIFT算法实现远线翼色球像与光球像的配准并结合偏带扫描像之间的对齐,最终实现线心色球像与光球像之间的高精度配准,图像对齐精度约为0.21角秒。? 基于全日面像过渡的NVST色球像与光球像的配准 该部分主要针对在没有偏带观测辅助时色球像与光球像的配准。这时需要借助其他观测设备所获得的全日面色球以及光球图像,逐步通过“全日面光球与色球的图像配准”、“全日面光球与NVST光球的图像配准”以及“全日面色球与NVST色球的图像配准”等步骤,并利用傅里叶-梅林算法,最终实现NVST的色球与光球图像之间的配准。由于全日面像的空间分辨率远远低于NVST的图像分辨率,因此对齐精度较低,大约为0.87角秒。? 基于针孔光阑视场定标的多波段太阳像高精度配准 与上述三种方法不同,该部分工作不依赖图像之间是否存在相似的太阳结构特征。我们在NVST多波段观测系统的前焦面放置特殊设计的针孔阵列光阑,并在各通道(波段)进行针孔阵列像的采集,人为产生图像中的匹配特征结构。结合各通道图像的严格同步采集模式,利用特征点匹配方法实现多波段图像的高精度配准,对齐精度约达0.031角秒。? NVST单波段时间序列图像的对齐 该部分主要解决单波段时间序列图像的相关对齐问题,主要提出了利用最小二乘法来估算图像序列偏移量的方法,序列对齐精度可以达到0.01像素。在解决边缘色球图像的序列对齐问题时,先利用直方图规定化法进行图像增强,有效提高了单帧互相关精度,从而进一步时间序列对齐精度。 本论文的研究,实现了针对不同图像采用不同方法进行多波段亚角秒量级的高精度图像配准,可同时解决图像之间的旋转、缩放和平移差异,配准精度约为0.03角秒-0.2角秒。同时,采用最小二乘偏移量实现单波段时间序列图像的对齐,提高了序列图像的对齐精度,从而保证各波段序列图像的高精度配准。
其他摘要Multi-wavelength observation is an important method in the study of solarphysics.A lot of solar activities usually occur at different radiation levels and presentdifferent appearances.Only when the observation images of multi-wavelength are regis-tered, can the active phenomena be synthetically analyzed. With the increasing demandfor ?ne information observation in solar physics research,high accuracy registration ofmulti-wavelength images. At present, the multi-wavelength image registration of the sun is mainly based oncross-correlation alignment using the similar feature structure of the image.However,the cross-correlation algorithm obtains the translation between images, but ignoresthe differences in scale and rotation between them.At the same time, in the processof extracting similar features, there are some physical assumptions.For example, it isassumed that the brightening structure observed in multi-wavelength should be one-to-one corresponding in space.These factors result in a alignment accuracy of only1 arcsec-2 arcsec.Because of the complexity of the measured solar images, such aslow contrast, low signal-to-noise ratio, and different spatial resolution, the classi-cal image registration method can not be directly applied.It is necessary to combinesome measurement methods with the corresponding image registration methods toachieve the high accuracy of multi-wavelength image registration.The main work ofthis thesis is to study the sub-angular second high-precision registration method forthe multi-wavelength high-resolution observation images of New Vacuum Solar Tele-scope(NVST).The work of the thesis has obtained important research results in thefollowing aspects:? High accuracy registration of NVST multi-wavelength photospheric imagesbased on the same structure This part mainly focuses on the registration of NVST multi-wavelength photo-spheric images(G-band image and TiO image). Because of the high similarity of the so-lar structure and the close spatial resolution of the images, a registration method basedon ”the combination of regional statistics and feature point matching” is proposed inthis paper. Calculate the correlation offset of the local region of the image, and thenobtain and filter the matching control points(CPs) of the image. The high precisionregistration of image is realized, and the alignment accuracy is about 0.04 arcsec.? High accuracy registration of chromospheric image and photospheric imagebased on off-band scanning image This part mainly aims at the registration between chromospheric image and pho-tospheric image of NVST. The difference of the solar structure in chromosphere andphotosphere is obvious, and there is no obvious similarity between the images. At thesame time, the chromospheric image and photospheric image of NVST have differentspatial resolution. However, chromospheric image observation of NVST can realizewavelength scanning in the range of ±0.4 nm, so this thesis proposes a method of im-age registration with offset observation. The chromospheric observation adopts the”dense scanning” acquisition mode. The SIFT algorithm is used to realize the registra-tion between the far-wing offband image and the photospheric image. Combining withthe alignment between the offband scanning images, the high precision registration be-tween chromospheric image and the photospheric image is realized. Image alignmentaccuracy is about 0.21 arcsec.? Registration of chromospheric image and photospheric image of NVST basedon full-disk solar image This part mainly aims at the registration of chromospheric image and photosphericimage without the help of offband observation. This requires the use of other obser-vation equipment to obtain a full-disk chromospheric image as well as full-disk photo-spheric image. Through the steps of ”the registration of full-disk chromospheric imageand full-disk photospheric image”, ”registration of full-disk photospheric image andNVST photospheric image” and ”registration of full-disk chromospheric image andNVST chromospheric image”, by using the Fourier Merlin algorithm(FM), the regis-tration chromospheric image and photospheric image of NVST is realized. Because thespatial resolution of the full-disk image is much lower than that of the NVST images,the alignment accuracy is low, and about 0.87 arcsec.? High accuracy registration of multi-wavelength solar images based on fieldcalibration by pinhole aperture Different from the above three methods, this part of the work does not dependon the existence of similar features of the solar structure between the images. Weplace a specially designed pinhole array aperture on the front focal plane of the NVSTmulti-wavelength observation system. The pinhole array images are collected in eachobservation channel (wavelength), as a result, the matching feature structure in theimage is generated artificially. Combining the strict synchronous acquisition mode ofeach channel image, the method of feature point matching is used to realize the highprecision registration of multi-wavelength images. The alignment accuracy is about0.031 arcsec.? Alignment of NVST single-wavelength time Series Images This part mainly solves the problem of correlation alignment of single-wavelengthtime series images. The least square method is proposed to estimate the offset of im-age sequences. The alignment accuracy of sequences can reach 0.01 pixels. In order tosolve the problem of ”miss aligned” of edge chromosphere images, histogram equaliza-tion is first used for image enhancement, which improves the accuracy of single framecross correlation and further improves the accuracy of time series alignment. In this thesis, the high precision registration of solar multi-wavelength image withsub-angular second based on different methods is realized. These methods can solvethe differences of rotation, scaling and translation between images at the same time,and the registration accuracy is about 0.03 arcsec-0.2 arcsec. At the same time, theleast square offset is used to realize the alignment of the single-wavelength time seriesimages, which improves the alignment accuracy of the sequence images. It ensure thehigh accuracy registration of the sequence images in each wavelength.
学科领域天文学 ; 太阳与太阳系 ; 太阳与太阳系其他学科 ; 计算机科学技术 ; 计算机应用 ; 计算机图象处理
学科门类理学 ; 理学::天文学 ; 工学 ; 工学::计算机科学与技术(可授工学、理学学位)
页数156
语种中文
文献类型学位论文
条目标识符http://ir.ynao.ac.cn/handle/114a53/25411
专题抚仙湖太阳观测和研究基地
作者单位中国科学院云南天文台
第一作者单位中国科学院云南天文台
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王瑞. 多波段太阳图像高精度配准方法研究及其实测应用[D]. 北京. 中国科学院大学,2018.
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