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Data processing and preliminary results of the Chang'e-3 VIS/NIR Imaging Spectrometer in-situ analysis 被引量:4
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作者 Bin Liu Chun-Lai Li +7 位作者 Guang-Liang Zhang Rui Xu Jian-Jun Liu Xin Ren Xu Tan Xiao-Xia Zhang Wei Zuo Wei-Bin Wen 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2014年第12期1578-1594,共17页
The Chang'e-3 Visible and Near-infrared Imaging Spectrometer (VNIS) is one of the four payloads on the Yutu rover. After traversing the landing site during the first two lunar days, four different areas are detecte... The Chang'e-3 Visible and Near-infrared Imaging Spectrometer (VNIS) is one of the four payloads on the Yutu rover. After traversing the landing site during the first two lunar days, four different areas are detected, and Level 2A and 2B ra- diance data have been released to the scientific community. The released data have been processed by dark current subtraction, correction for the effect of temperature, radiometric calibration and geometric calibration. We emphasize approaches for re- flectance analysis and mineral identification for in-situ analysis with VNIS. Then the preliminary spectral and mineralogical results from the landing site are derived. After comparing spectral data from VNIS with data collected by the Ma instrument and samples of mare that were returned from the Apollo program, all the reflectance data have been found to have similar absorption features near 1000 nm except lunar sample 71061. In addition, there is also a weak absorption feature between 1750-2400nm on VNIS, but the slopes of VNIS and Ma reflectance at longer wavelengths are lower than data taken from samples of lunar mare. Spectral parameters such as Band Centers and Integrated Band Depth Ratios are used to analyze mineralogical features. The results show that detection points E and N205 are mixtures of high-Ca pyroxene and olivine, and the composition of olivineat point N205 is higher than that at point E, but the compositions of detection points S3 and N203 are mainly olivine-rich. Since there are no obvious absorption features near 1250 nm, plagioclase is not directly identified at the landing site. 展开更多
关键词 Chang'e-3 -- VNIS -- in-situ analysis -- data processing
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Development of the Data Processing and Analysis System Framework for ICF Experiments
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作者 杨冬 虞孝麒 张弛 《Plasma Science and Technology》 SCIE EI CAS CSCD 2005年第3期2872-2874,共3页
An idea is presented about the development of a data processing and analysis system for ICF experiments, which is based on an object oriented framework. The design and preliminary implementation of the data processing... An idea is presented about the development of a data processing and analysis system for ICF experiments, which is based on an object oriented framework. The design and preliminary implementation of the data processing and analysis framework based on the ROOT system have been completed. Software for unfolding soft X-ray spectra has been developed to test the functions of this framework. 展开更多
关键词 initial confinement fusion data processing and analysis object oriented framework ROOT soft X-ray spectra
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Data processing and error analysis for the CE-1 Lunar microwave radiometer
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作者 Jian-Qing Feng Yan Su +2 位作者 Jian-Jun Liu Yong-Liao Zou Chun-Lai Li 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2013年第3期359-372,共14页
The microwave radiometer (MRM) onboard the Chang' E-1 (CE-I) lu- nar orbiter is a 4-frequency microwave radiometer, and it is mainly used to obtain the brightness temperature (TB) of the lunar surface, from whi... The microwave radiometer (MRM) onboard the Chang' E-1 (CE-I) lu- nar orbiter is a 4-frequency microwave radiometer, and it is mainly used to obtain the brightness temperature (TB) of the lunar surface, from which the thickness, temperature, dielectric constant and other related properties of the lunar regolith can be derived. The working mode of the CE-1 MRM, the ground calibration (including the official calibration coefficients), as well as the acquisition and processing of the raw data are introduced. Our data analysis shows that TB increases with increasing frequency, decreases towards the lunar poles and is significantly affected by solar illumination. Our analysis also reveals that the main uncertainty in TB comes from ground calibration. 展开更多
关键词 space vehicles -- instruments: microwave radiometer -- Moon: bright-ness temperature -- method: data processing -- error analysis
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Mapping and compositional analysis of mare basalts in the Aristarchus region of the Moon using Clementine data
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作者 Feng Zhang Yong-Liao Zou +2 位作者 Yong-Chun Zheng Xiao-Hui Fu Yong-Chao Zhu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2014年第1期113-128,共16页
The process of accurately defining and outlining mare basalt units is nec- essary for constraining the stratigraphy and ages of basalt units, which are used to determine the duration and the flux of lunar volcanism. W... The process of accurately defining and outlining mare basalt units is nec- essary for constraining the stratigraphy and ages of basalt units, which are used to determine the duration and the flux of lunar volcanism. We use a combination of Clementine's five-band ultraviolet/visible data and Ti02 and FeO abundance distri- bution maps to define homogenous mare basalt units and characterize their composi- tional variations (with maturity) in the Aristarchus region. With 20 groups of distinct mare basaltic soils identified using the method in this paper, six additional spectrally defined areas and five basaltic units are constructed, and their mineralogic quanfiza- tion values provide new constraints on their temporal and spatial evolution. Our results indicate that the Aristarchus region has diverse basalt units and a complex history of volcanic evolution. We also demonstrate that the techniques, from which spectrally distinct mare basalts can be mapped, performed well in this study and can be confi- dently expanded to other mare regions of the Moon. 展开更多
关键词 spectroscopic -- image processing -- data analysis -- Moon
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Non-contact monitoring and analysis system for tunnel surrounding rock deformation of underground engineering 被引量:1
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作者 YANG Song-lin WANG Bin +2 位作者 JI Sheng-yue LIU Wei-ning SHI Hong-yun 《中国有色金属学会会刊:英文版》 CSCD 2005年第S1期96-99,共4页
It is very important to monitor surrounding rock deformation in tunnel construction.The principle,function,development and application of the system composed of a total station and computer for monitoring and analyzin... It is very important to monitor surrounding rock deformation in tunnel construction.The principle,function,development and application of the system composed of a total station and computer for monitoring and analyzing surrounding rock deformation were discussed.The new methods of two free station of 3D measurement and its mathematic adjustment mode were presented.The development of software for total station on-board and post for computer were also described.Without centering it and measuring its height,the total station controlled by the software on-board can fulfill the whole measurements to target points.Monitoring data can be processed by the post software and results of regression analysis,forecasting information of the tunnel surrounding rock deformation can be provided in time.The practical use shows that this system is practicable,highly accurate and efficient.It satisfies the needs of safety and information construction in tunnel construction of underground engineering. 展开更多
关键词 tunnel construction deformation of surrounding rock total station non-contact monitoring data processing and analysis
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Analysis of the geomorphology surrounding the Chang'e-3 landing site 被引量:8
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作者 Chun-Lai Li Ling-Li Mu +8 位作者 Xiao-Duan Zou Jian-Jun Liu Xin Ren Xing-Guo Zeng Yi-Man Yang Zhou-Bin Zhang Yu-Xuan Liu Wei Zuo Han Li 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2014年第12期1514-1529,共16页
Chang'e-3 (CE-3) landed on the Mare Imbrium basin in the east part of Sinus Iridum (19.51°W, 44.12°N), which was China's first soft landing on the Moon and it started collecting data on the lunar surfa... Chang'e-3 (CE-3) landed on the Mare Imbrium basin in the east part of Sinus Iridum (19.51°W, 44.12°N), which was China's first soft landing on the Moon and it started collecting data on the lunar surface environment. To better understand the environment of this region, this paper utilizes the available high-resolution topography data, image data and geological data to carry out a detailed analysis and research on the area surrounding the landing site (Sinus Iridum and 45 km×70 km of the landing area) as well as on the topography, landform, geology and lunar dust of the area surrounding the landing site. A general topographic analysis of the surrounding area is based on a digital elevation model and digital elevation model data acquired by Chang'e-2 that have high resolution; the geology analysis is based on lunar geological data published by USGS; the study on topographic factors and distribution of craters and rocks in the surrounding area covering 4km^4km or even smaller is based on images from the CE-3 landing camera and images from the topographic camera; an analysis is done of the effect of the CE-3 engine plume on the lunar surface by comparing images before and after the landing using data from the landing camera. A comprehensive analysis of the results shows that the landing site and its surrounding area are identified as typical lunar mare with flat topography. They are suitable for maneuvers by the rover, and are rich in geological phenomena and scientific targets, making it an ideal site for exploration. 展开更多
关键词 atlases -- methods: data analysis -- techniques: image processing --techniques: photometric
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Example-based super-resolution for single-image analysis from the Chang'e-1 Mission
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作者 Fan-Lu Wu Xiang-Jun Wang 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2016年第11期57-60,共4页
Due to the low spatial resolution of images taken from the Chang'e-1 (CE-I) orbiter, the details of the lunar surface are blurred and lost. Considering the limited spatial resolution of image data obtained by a CCD... Due to the low spatial resolution of images taken from the Chang'e-1 (CE-I) orbiter, the details of the lunar surface are blurred and lost. Considering the limited spatial resolution of image data obtained by a CCD camera on CE-1, an example-based super-resolution (SR) algorithm is employed to obtain high- resolution (HR) images. SR reconstruction is important for the application of image data to increase the resolution of images. In this article, a novel example-based algorithm is proposed to implement SR reconstruction by single-image analysis, and the computational cost is reduced compared to other example-based SR methods. The results show that this method can enhance the resolution of images using SR and recover detailed information about the lunar surface. Thus it can be used for surveying HR terrain and geological features. Moreover, the algorithm is significant for the HR processing of remotely sensed images obtained by other imaging systems. 展开更多
关键词 Moon - methods: data analysis - techniques: image processing
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A method and results of color calibration for the Chang'e-3 terrain camera and panoramic camera 被引量:7
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作者 Xin Ren Chun-Lai Li +5 位作者 Jian-Jun Liu Fen-Fei Wang Jian-Feng Yang En-Hai Liu Bin Xue Ru-Jin Zhao 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2014年第12期1557-1566,共10页
The terrain camera (TCAM) and panoramic camera (PCAM) are two of the major scientific payloads installed on the lander and rover of the Chang'e 3 mission re- spectively. They both use a Bayer color filter array c... The terrain camera (TCAM) and panoramic camera (PCAM) are two of the major scientific payloads installed on the lander and rover of the Chang'e 3 mission re- spectively. They both use a Bayer color filter array covering CMOS sensor to capture color images of the Moon's surface. RGB values of the original images are related to these two kinds of cameras. There is an obvious color difference compared with human visual perception. This paper follows standards published by the International Commission on Illumination to establish a color correction model, designs the ground calibration experiment and obtains the color correction coefficient. The image qual- ity has been significantly improved and there is no obvious color difference in the corrected images. Ground experimental results show that: (1) Compared with uncor- rected images, the average color difference of TCAM is 4.30, which has been reduced by 62.1%. (2) The average color differences of the left and right cameras in PCAM are 4.14 and 4.16, which have been reduced by 68.3% and 67.6% respectively. 展开更多
关键词 Moon -- methods: data analysis -- techniques: image processing
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Reconstructing the landing trajectory of the CE-3 lunar probe by using images from the landing camera 被引量:3
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作者 Jian-Jun Liu Wei Yan +3 位作者 Chun-Lai Li Xu Tan Xin Ren Ling-Li Mu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2014年第12期1530-1542,共13页
An accurate determination of the landing trajectory of Chang'e-3 (CE-3) is significant for verifying orbital control strategy, optimizing orbital planning, accu- rately determining the landing site of CE-3 and anal... An accurate determination of the landing trajectory of Chang'e-3 (CE-3) is significant for verifying orbital control strategy, optimizing orbital planning, accu- rately determining the landing site of CE-3 and analyzing the geological background of the landing site. Due to complexities involved in the landing process, there are some differences between the planned trajectory and the actual trajectory of CE-3. The land- ing camera on CE-3 recorded a sequence of the landing process with a frequency of 10 frames per second. These images recorded by the landing camera and high-resolution images of the lunar surface are utilized to calculate the position of the probe, so as to reconstruct its precise trajectory. This paper proposes using the method of trajectory reconstruction by Single Image Space Resection to make a detailed study of the hov- ering stage at a height of 100 m above the lunar surface. Analysis of the data shows that the closer CE-3 came to the lunar surface, the higher the spatial resolution of im- ages that were acquired became, and the more accurately the horizontal and vertical position of CE-3 could be determined. The horizontal and vertical accuracies were 7.09 m and 4.27 m respectively during the hovering stage at a height of 100.02 m. The reconstructed trajectory can reflect the change in CE-3's position during the powered descent process. A slight movement in CE-3 during the hovering stage is also clearly demonstrated. These results will provide a basis for analysis of orbit control strategy, and it will be conducive to adjustment and optimization of orbit control strategy in follow-up missions. 展开更多
关键词 Moon - methods: data analysis - techniques: image processing
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Preliminary results of solving the problem of geometric distortion for the 2.4 m telescope at Yunnan Observatory 被引量:3
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作者 Qing-Feng Zhang Qing-Yu Peng Zi Zhu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2012年第10期1451-1456,共6页
We observed the open clusters NGC 1664 (43 exposures) and M35 (42 ex- posures) by the Yunnan Faint Object Spectrograph and Camera in the 2.4 m telescope at Yunnan Astronomical Observatory on 2011 January 3, and pr... We observed the open clusters NGC 1664 (43 exposures) and M35 (42 ex- posures) by the Yunnan Faint Object Spectrograph and Camera in the 2.4 m telescope at Yunnan Astronomical Observatory on 2011 January 3, and processed them by a method recently proposed by us. The result shows that there is a geometric distortion effect in the field of view and the maximum distortion is - 0.25 (i.e. 1 pixel). After correcting the geometric distortion, the precision of stellar positional measurement is significantly improved. The best precision in each direction is 6 mas for well-exposed stars. 展开更多
关键词 astrometry -- methods: data analysis -- techniques: image processing
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New Calibration Technology for Safety Valves of Utility Boiler 被引量:5
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作者 张传虎 刘琨 《Electricity》 2001年第4期44-49,共6页
Butterfly spring-relief valve, a crucial safety attachment of pressure vessel, is used to prevent pressuresystem from exceeding allowable limit value. Safe, expeditious and accurate calibration of safety valves is con... Butterfly spring-relief valve, a crucial safety attachment of pressure vessel, is used to prevent pressuresystem from exceeding allowable limit value. Safe, expeditious and accurate calibration of safety valves is consequentlyof vital importance to safe and economic operation of generating units. NSH CALIBRATOR could complete, not only theon-line performance and parameter tests of safety valves within two to five seconds with opening pressure of safetyvalves and steam medium pressure automatically recorded, but also could complete the on-line adjustment of safetyvalves verified unqualified. It saves energy consumption, decreases noise pollution and improves accuracy and efficiencyof safety valve calibration.[ 展开更多
关键词 on-line calibrator butterfly spring-relief valve error analysis data processing performancecharacteristics analysis
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A new segmentation algorithm for lunar surface terrain based on CCD images 被引量:2
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作者 Hong-Kun Jiang Xiao-Lin Tian Ao-Ao Xu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2015年第9期1604-1612,共9页
Terrain classification is one of the critical steps used in lunar geomorphologic analysis and landing site selection. Most of the published works have focused on a Digital Elevation Model (DEM) to distinguish differ... Terrain classification is one of the critical steps used in lunar geomorphologic analysis and landing site selection. Most of the published works have focused on a Digital Elevation Model (DEM) to distinguish different regions of lunar terrain. This paper presents an algorithm that can be applied to lunar CCD images by blocking and clustering according to image features, which can accurately distinguish between lunar highland and lunar mare. The new algorithm, compared with the traditional algo- rithm, can improve classification accuracy. The new algorithm incorporates two new features and one Tamura texture feature. The new features are generating an enhanced image histogram and modeling the properties of light reflection, which can represent the geological characteristics based on CCD gray level images. These features are ap- plied to identify texture in order to perform image clustering and segmentation by a weighted Euclidean distance to distinguish between lunar mare and lunar highlands. The new algorithm has been tested on Chang'e-1 CCD data and the testing result has been compared with geological data published by the U.S. Geological Survey. The result has shown that the algorithm can effectively distinguish the lunar mare from highlands in CCD images. The overall accuracy of the proposed algorithm is satisfactory, and the Kappa coefficient is 0.802, which is higher than the result of combining the DEM with CCD images. 展开更多
关键词 Moon -- methods: data analysis -- techniques: image processing
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A solar radio dynamic spectrograph with flexible temporal-spectral resolution 被引量:2
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作者 Qing-Fu Du Lei Chen +7 位作者 Yue-Chang Zhao Xin Li Yan Zhou Jun-Rui Zhang Fa-Bao Yan Shi-Wei Feng Chuan-Yang Li Yao Chen 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2017年第9期111-118,共8页
Observation and research on solar radio emission have unique scientific values in solar and space physics and related space weather forecasting applications, since the observed spectral structures may carry important ... Observation and research on solar radio emission have unique scientific values in solar and space physics and related space weather forecasting applications, since the observed spectral structures may carry important information about energetic electrons and underlying physical mechanisms. In this study, we present the design of a novel dynamic spectrograph that has been installed at the Chashan Solar Radio Observatory operated by the Laboratory for Radio Technologies, Institute of Space Sciences at Shandong University. The spectrograph is characterized by real-time storage of digitized radio intensity data in the time domain and its capability to perform off-line spectral analysis of the radio spectra. The analog signals received via antennas and amplified with a low-noise amplifier are converted into digital data at a speed reaching up to 32 k data points per millisecond. The digital data are then saved into a high- speed electronic disk for further off-line spectral analysis. Using different word lengths (1-32k) and time cadences (5 ms-10 s) for off-line fast Fourier transform analysis, we can obtain the dynamic spectrum of a radio burst with different (user-defined) temporal (5 ms-10 s) and spectral (3 kHz-320kHz) resolutions. This enables great flexibility and convenience in data analysis of solar radio bursts, especially when some specific fine spectral structures are under study. 展开更多
关键词 Sun: radio radiation-- radiation: dynamics-- instrumentation: spectrographs-- methods data analysis -- techniques: image processing
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A new lunar absolute control point: established by images from the landing camera on Chang'e-3 被引量:1
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作者 Fen-Fei Wang Jian-Jun Liu +9 位作者 Chun-Lai Li Xin Ren Ling-Li Mu Wei Yan Wen-Rui Wang Jing-Tao Xiao Xu Tan Xiao-Xia Zhang Xiao-Duan Zou Xing-Ye Gao 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2014年第12期1543-1556,共14页
The establishment of a lunar control network is one of the core tasks in selenodesy, in which defining an absolute control point on the Moon is the most im- portant step. However, up to now, the number of absolute con... The establishment of a lunar control network is one of the core tasks in selenodesy, in which defining an absolute control point on the Moon is the most im- portant step. However, up to now, the number of absolute control points has been very sparse. These absolute control points have mainly been lunar laser ranging retrore- flectors, whose geographical location can be observed by observations on Earth and also identified in high resolution lunar satellite images. The Chang'e-3 (CE-3) probe successfully landed on the Moon, and its geographical location has been monitored by an observing station on Earth. Since its positional accuracy is expected to reach the meter level, the CE-3 landing site can become a new high precision absolute control point. We use a sequence of images taken from the landing camera, as well as satellite images taken by CE-1 and CE-2, to identify the location of the CE-3 lander. With its geographical location known, the CE-3 landing site can be established as a new abso- lute control point, which will effectively expand the current area of the lunar absolute control network by 22%, and can greatly facilitate future research in the field of lunar surveying and mapping, as well as selenodesy. 展开更多
关键词 Moon -- methods: data analysis -- techniques: image processing
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Investigation of intergranular bright points from the New Vacuum Solar Telescope 被引量:2
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作者 Kai-Fan Ji Jian-Ping Xiong +4 位作者 Yong-Yuan Xiang Song Feng Hui Deng Feng Wang Yun-Fei Yang 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2016年第5期69-80,共12页
Six high-resolution TiO-band image sequences from the New Vacuum Solar Telescope (NVST) are used to investigate the properties of intergranular bright points (igBPs). We detect the igBPs using a Laplacian and morp... Six high-resolution TiO-band image sequences from the New Vacuum Solar Telescope (NVST) are used to investigate the properties of intergranular bright points (igBPs). We detect the igBPs using a Laplacian and morphological dilation algorithm (LMD) and automatically track them using a three- dimensional segmentation algorithm, and then investigate the morphologic, photometric and dynamic prop- erties of igBPs in terms of equivalent diameter, intensity contrast, lifetime, horizontal velocity, diffusion index, motion range and motion type. The statistical results confirm previous studies based on G-band or TiO-band igBPs from other telescopes. These results illustrate that TiO data from the NVST are stable and reliable, and are suitable for studying igBPs. In addition, our method is feasible for detecting and track- ing igBPs with TiO data from the NVST. With the aid of vector magnetograms obtained from the Solar Dynamics Observatory/Helioseismic and Magnetic Imager, the properties of igBPs are found to be strongly influenced by their embedded magnetic environments. The areal coverage, size and intensity contrast values of igBPs are generally larger in regions with higher magnetic flux. However, the dynamics of igBPs, includ- ing the horizontal velocity, diffusion index, ratio of motion range and index of motion type are generally larger in the regions with lower magnetic flux. This suggests that the absence of strong magnetic fields in the medium makes it possible for the igBPs to look smaller and weaker, diffuse faster, and move faster and further along a straighter path. 展开更多
关键词 techniques: image processing -- Sun: photosphere -- methods: data analysis -- methods:statistical
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Automated removal of stripe interference in full-disk solar images
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作者 Sheng Zheng Shuan He +2 位作者 Yao Huang Hui-Ling He Gang-Hua Lin 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2016年第6期13-20,共8页
The quality of full-disk solar Hα images is significantly degraded by stripe interference. In this paper, to improve the analysis of morphological evolution, a robust solution for stripe interference removal in a par... The quality of full-disk solar Hα images is significantly degraded by stripe interference. In this paper, to improve the analysis of morphological evolution, a robust solution for stripe interference removal in a partial full-disk solar Hα image is proposed. The full-disk solar image is decomposed into a set of support value images on different scales by convolving the image with a sequence of multiscale support value filters, which are calculated from the mapped least-squares support vector machines (LS-SVMs). To match the resolution of the support value images, a scale-adaptive LS-SVM regression model is used to remove stripe interference from the support value images. We have demonstrated the advantages of our method on solar Hα images taken in 2001-2002 at the Huairou Solar Observing Station. Our experimental results show that our method can remove the stripe interference well in solar Hα images and the restored image can be used in morphology researches. 展开更多
关键词 methods: data analysis -- techniques: image processing -- Sun: general
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Fast compression and reconstruction of astronomical images based on compressed sensing
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作者 Wang-Ping Zhou Yang Li +2 位作者 Qing-Shan Liu Guo-Dong Wang Yuan Liu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2014年第9期1207-1214,共8页
With the fast increase in the resolution of astronomical images, the question of how to process and transfer such large images has become a key issue in astronomy. We propose a new real-time compression and fast recon... With the fast increase in the resolution of astronomical images, the question of how to process and transfer such large images has become a key issue in astronomy. We propose a new real-time compression and fast reconstruction algorithm for astronomical images based on compressive sensing techniques. We first reconstruct tile Original signal with fewer measurements, according to its compressibility. Then, based on the characteristics of astronomical images, we apply Daubechies orthogonal wavelets to obtain a sparse representation. A matrix representing a random Fourier ensembleis used to obtain a sparse representation in a lower dimensional space. For reconstructing the image, we propose a novel minimum total variation with block addptive sensing to balance the accuracy and eomputation time. Our experimental results show that the proposed algorithm can efficiently reconstruct colorful astronomicai images with high resolution and improve the applicability of compressed sensing. 展开更多
关键词 methods: data analysis -- methods: numerical -- techniques: image processing
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UniCount:Mining Large-Scale Video Data for Universal Repetitive Action Counting
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作者 Yin Tang Deyu Zhang +5 位作者 Wei Luo Fan Wu Feng Lyu Ruixiang Hang Lei Zhang Yaoxue Zhang 《Big Data Mining and Analytics》 2025年第5期1112-1126,共15页
We introduce the Open Sequential Repetitive Action Counting(OSRAC)task,which aims to count all repetitions and locate transition boundaries of sequential actions from large-scale video data,without relying on predefin... We introduce the Open Sequential Repetitive Action Counting(OSRAC)task,which aims to count all repetitions and locate transition boundaries of sequential actions from large-scale video data,without relying on predefined action categories.Unlike the Repetitive Action Counting(RAC)task that focuses on a single-action assumption,OSRAC handles diverse and alternating repetitive action sequences in real-world scenarios,which is fundamentally more challenging.To this end,we propose UniCount,a universal system capable of counting multiple sequential repetitive actions from video data.Specifically,UniCount designs three primary modules:the Universal Repetitive Pattern Learner(URPL)to capture general repetitive patterns in alternating actions,Temporal Action Boundary Discriminator(TABD)to locate the action transition boundaries,and Dual Density Map Estimator(DDME)to achieve action counting and repetition segmentation.We also design a novel actionness loss to improve the detection of action transitions.To support this task,we conduct in-depth data analysis on existing RAC datasets and construct several OSRAC benchmarks(i.e.,MUCFRep,MRepCount,and MInfiniteRep)by developing a pipeline on data processing and mining.We further perform comprehensive experiments to evaluate the effectiveness of UniCount.On MInfiniteRep,UniCount substantially improves the Off-By-One Accuracy(OBOA)from 0.39 to 0.78 and decreases the Mean Absolute Error(MAE)from 0.29 to 0.14 compared to counterparts.UniCount also achieves superior performance in open-set data,showcasing its universality. 展开更多
关键词 data analysis and processing video understanding action counting
原文传递
A Review of Technical Advances and Applications of Intelligent Inspection Robots in Structural Health Monitoring 被引量:1
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作者 Dongjie Li Huaitao Shi +4 位作者 Bing Cai Xiaotian Bai Lu Chen Gang Han Chenghong Mi 《SmartBot》 2025年第3期92-121,共30页
Structural health monitoring is essential to ensure the safe operation of infrastructure such as construction machinery andbridges, which can effectively prevent accidents, extend service life, and reduce maintenance ... Structural health monitoring is essential to ensure the safe operation of infrastructure such as construction machinery andbridges, which can effectively prevent accidents, extend service life, and reduce maintenance costs. However, traditional inspectionmethods mainly rely on manual visual inspection, which has limitations such as low efficiency, high cost, and highrisk, making it difficult to meet the demand for efficient and accurate inspection in modern engineering. As an emergingtechnology, intelligent inspection robots provide a new solution for structural health monitoring by virtue of their autonomy,flexibility, and efficiency. This paper systematically reviews the technical characteristics of intelligent detection robots instructural health monitoring and their applications in different scenarios, with a focus on analyzing their performance in actualdetection. At the same time, it summarizes their application progress in sensor technology, fault data processing and analysismethods, and fault localization technology, highlighting their ability to achieve efficient data acquisition, accurate defectidentification, and real-time health assessment in complex environments. In addition, the main technical challenges faced bycurrent inspection robots are summarized, such as stability in complex environments, data processing capability, and autonomousdecision-making level. Finally, the future development direction of inspection robots is outlooked, which mainly focuseson the deep integration of artificial intelligence and machine learning, the optimization of multi-robot collaborative technology,and the improvement of lightweight and energy efficiency. Through this review, we aim to provide theoretical support andpractical reference for further research and application of intelligent inspection robots in the field of structural healthmonitoring. 展开更多
关键词 challenges and trends core technologies data processing and analysis intelligent inspection robots structural health monitoring
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