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Quasar AolP网络在播控系统中的应用
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作者 王东 《辽宁广播电视技术》 2024年第1期33-34,共2页
本文介绍我台广播直播间使用Telos Quasar直播系统。DSP核心及AoIP传输都基于服务器级的硬件平台,采用分离式设计和成熟的主备允余IP网络架构,确保高性能和高质量音频播出。
关键词 quasar调音台 AolP网络 xNode机箱
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A Catalog of Quasar Candidates Identified by Astrometric and Mid-infrared Methods in Gaia EDR3
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作者 Qiqi Wu Shilong Liao +3 位作者 Zhaoxiang Qi Hao Luo Zhenghong Tang Zihuang Cao 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2023年第2期82-98,共17页
Quasars are very important in materializing the reference frame.The excess emission of active galactic nuclei(AGNs) in the mid-infrared band can be used to identify quasar candidates.As extremely distant and point-lik... Quasars are very important in materializing the reference frame.The excess emission of active galactic nuclei(AGNs) in the mid-infrared band can be used to identify quasar candidates.As extremely distant and point-like objects,quasars also could be further selected by an astrometry method.Increasing the number of reliable quasar candidates is necessary in characterizing the properties of Gaia astrometric solution and evaluating the reliability of Gaia’s own quasars classification.We identify quasars by using appropriate All WISE [W1-W2] color and different combinations of astrometric criteria.Together with the contamination and completeness,the magnitude,astrometric properties,density distribution,and the morphological indexes of these selected quasars are evaluated.We obtain a quasar candidate catalog of 1,503,373 sources,which contains 1,186,690 candidates(78.9%) in common with the Gaia EDR3_AGN catalog and 316,683 newly identified quasar candidates.The completeness of this catalog is around 80% compared to LQAC5,and the purity of the overall catalog is about 90%.We also found that the purity of quasar candidates selected by this method will decrease in the crowded sky area and the region with less WISE observations. 展开更多
关键词 (galaxies:)quasars general-parallaxes-catalogs-astrometry
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The mid-infrared variability of the SDSS optical quasars
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作者 Hong-Tao Wang Yong Shi 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2020年第2期67-74,共8页
Based on the Seventh Data Release(DR7) quasar catalog from the Sloan Digital Sky Survey,we investigate the variability of optical quasars in W1,W2,W3 and W4 bands of the Wide-field Infrared Survey Explorer(WISE) and t... Based on the Seventh Data Release(DR7) quasar catalog from the Sloan Digital Sky Survey,we investigate the variability of optical quasars in W1,W2,W3 and W4 bands of the Wide-field Infrared Survey Explorer(WISE) and the Near-Earth Object Wide-field Infrared Survey Explorer(NEOWISE).Adopting the structure function(SF) method,we calculate the SF(δt = 1 yr) which shows no obvious correlations with the bolometric luminosity,the black hole mass and the Eddington ratio.The ensemble SFs in W1 and W2 bands show that the SF slopes are steeper than those in previous studies which may be caused by different cadence and observational epoch number.We further investigate the relation of variability amplitude σmbetween mid-infrared band and optical band,but no obvious correlation is found.No correlation is found between W1–W2 and g-r color.We think that the mid-infrared emission of quasars may be smoothed out by the extended dust distribution,thus leading to no obvious correlation.For the radio-loud quasar sub-sample,we further analyze the relation between the variability amplitude in the mid-infrared band and the radio luminosity at 6 cm,but no obvious correlations are found,which indicate the mid-infrared emission contributed from the synchrotron radiation of the relativistic jet is very weak. 展开更多
关键词 quasar:variability quasar:mid-IR quasar:characteristics
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A broad absorption line outflow associated with the broad emission line region in the quasar SDSS J075133.35+134548.3
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作者 Bo Liu Hong-Yan Zhou +4 位作者 Xin-Wen Shu Shao-Hua Zhang Tuo Ji Xiang Pan Peng Jiang 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2021年第3期133-148,共16页
We report on the discovery of unusual broad absorption lines(BALs)in the bright quasar SDSS J075133.35+134548.3 at z~1,using archival and newly obtained optical and NIR spectroscopic data.The BALs are detected reliabl... We report on the discovery of unusual broad absorption lines(BALs)in the bright quasar SDSS J075133.35+134548.3 at z~1,using archival and newly obtained optical and NIR spectroscopic data.The BALs are detected reliably in HeⅠ*λ3889,HeⅠ*λ10830 and tentatively in AlⅢ,MgⅡ.These BALs show complex velocity structures consisting of two major components:a high-velocity component(HV),with a blueshifted velocity range ofΔv_(HV)~9300--3500 km s^(-1),which can be reliably detected in HeⅠ*λ10830,and tentatively in AlⅢand MgⅡ,whereas it is undetectable in HeⅠ*λ3889;and a low-velocity component(LV),withΔv_(LV)~3500--1800 km s^(-1),is only detected in HeⅠ*λ3889 and HeⅠ*λ10830.With the BALs from different ions,the HV outflowing gas can be constrained to have a density of nH~10^(10.3)-10^(11.4) cm^(-3),a column density of NH~10^(21) cm^(-2)and an ionization parameter of U~10^(-1.83)-10^(-1.72);inferring a distance of RHV~0.5 pc from the central continuum source with a monochromatic luminosityλLλ(5100)=7.0×10^(45)erg s^(-1)at 5100 A.This distance is remarkably similar to that of the normal broad line region(BLR)estimated from reverberation experiments,suggesting association of the BLR and the HV BAL outflowing gas.Interestingly,a blueshifted component is also detected in AlⅢand MgⅡbroad emission lines(BELs),and the AlⅢ/MgⅡof such a BEL component can be reproduced by the physical parameters inferred from the HV BAL gas.The LV BAL gas likely has a larger column density,a higher ionization level and hence a smaller distance than the HV BAL gas.Further spectroscopy with a high S/N ratio and broader wavelength coverage is needed to confirm this to shed new light on the possible connection between BALs and BELs. 展开更多
关键词 quasars:emission lines quasars:broad absorption line quasars:individual(SDSS J075133.35+134548.3)
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浅析QUASAR河流综合水质模型 被引量:7
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作者 徐明德 师莉红 《科技情报开发与经济》 2005年第2期172-174,共3页
QUASAR模型是一维动态综合水质模型,是由英国Whitehead建立的贝德福郡乌斯河水质模型发展而来,并成功地应用于英国LOIS工程。对该模型的原理、方程及数据需求等作了详细的介绍,并分析了该模型对我国河流水质评价、水质预测等可借鉴之处。
关键词 quasar模型 河流水质 水质模型 溶解氧
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QUASAR:一种生物序列数据库的搜索算法
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作者 喻钧 胡志毅 王建国 《现代图书情报技术》 CSSCI 北大核心 2006年第4期74-76,共3页
介绍一种生物序列数据库的搜索算法———QUASAR,即采用索引的后缀数组,通过筛选q-gram进行局部比对的方式来搜索查询序列在数据库中的近似匹配,并运用窗口推移和分块查找的方法来加快搜索和节省搜索空间。同时,将QUASAR和最流行的BLAS... 介绍一种生物序列数据库的搜索算法———QUASAR,即采用索引的后缀数组,通过筛选q-gram进行局部比对的方式来搜索查询序列在数据库中的近似匹配,并运用窗口推移和分块查找的方法来加快搜索和节省搜索空间。同时,将QUASAR和最流行的BLAST搜索工具进行简单比较。 展开更多
关键词 生物序列数据库 quasar 数据搜索
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The Mg_(Ⅱ)absorption line systems in quasar spectra from the Large Sky Area Multi-Object Fiber Spectroscopic Telescope
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作者 Zhi-Fu Chen Huan-Chang Qin +3 位作者 Yan-Chun Gao Run-Jin Gui Zhe-Geng Chen Ting-Ting Pang 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2021年第4期119-128,共10页
Making use of quasar spectra from LAMOST,in the spectral data around the Mg_(Ⅱ)emission lines,research described in this paper has detected 217 Mg_(Ⅱ)narrow absorption lines(NALs)with W_(r)^(λ2796)≥3σ_(w)and W_(r... Making use of quasar spectra from LAMOST,in the spectral data around the Mg_(Ⅱ)emission lines,research described in this paper has detected 217 Mg_(Ⅱ)narrow absorption lines(NALs)with W_(r)^(λ2796)≥3σ_(w)and W_(r)^(λ2803)≥2σ_(w)in a redshift range of 0.4554≤z_(abs)≤2.1110.For quasars observed by both LAMOST and SDSS,we find that 135 Mg_(Ⅱ)NALs were obviously observed in the LAMOST spectra,347 Mg_(Ⅱ)NALs were were apparent in the SDSS spectra,and 132 Mg_(Ⅱ)NALs were clearly present in both the SDSS and LAMOST spectra.The missed Mg_(Ⅱ)NALs are likely ascribed to low signal-to-noise ratios of corresponding spectra.Among the Mg 11 NALs obviously observed in SDSS or LAMOST spectra,eight Mg 11 NALs were significantly changed with|ΔW_(r)^(λ2796)|≥3σw in time intervals ofΔMJD/(1+z_(em))=359-2819 d. 展开更多
关键词 line:identification quasars:absorption lines quasars:general
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Spectral principal component analysis of the Hβ region of low-redshift SDSS quasars
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作者 Bin Ma Zhaohui Shang Michael S.Brotherton 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2019年第12期169-178,共10页
Studying the relationships among quasar spectral features is essential to unveil the origins of the emission lines and the quasars’ physical processes. Principal component analysis(PCA) is a powerful tool to investig... Studying the relationships among quasar spectral features is essential to unveil the origins of the emission lines and the quasars’ physical processes. Principal component analysis(PCA) is a powerful tool to investigate correlations between variables. Here, we present the results of PCA on the spectra of low-redshift SDSS quasars. The rest-frame wavelength range studied is 4000 – 5500 ?, involving some typical features of quasar spectra, such as Hβ, [O Ⅲ] and Fe Ⅱ emission lines. The first principal component is the anti-correlation between [O Ⅲ] and Fe Ⅱ, the well-known eigenvector one(EV1). The next six principal components also show clear(anti-)correlations between line strengths and/or velocity widths of various features, which agree well with measured spectral properties. By comparing the weights of these principal components with other quasar properties, we can identify their underlying drivers. We find that the second principal component represents spectral slope, and can quantify quasar host fraction, intrinsic slope and reddening well. The third component exhibits the velocity width variation of Hβ, and may be a proxy for orientation. In addition, we calculate the fractional-contribution spectra to investigate which components dominate the variance at individual wavelength ranges. Our results also indicate that the optical Fe Ⅱ emission may have distinct origins. 展开更多
关键词 quasars:emission lines quasars:general
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QUASAR模体验证和调整加速器机房激光定位灯的一致性研究 被引量:1
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作者 王莉新 冯小兵 +2 位作者 陈俊颖 夏火生 姬军 《中国医学装备》 2019年第11期31-33,共3页
目的:探讨利用QUASAR模体验证和调整加速器激光定位灯一致性的方法和可行性。方法:将QUASAR模体摆放在治疗床上,旋转加速器机架以及小机头,利用机头上的叉丝将模体摆放在加速器的等中心位置,调整左、右及前方墙面3个方向的激光灯,使激... 目的:探讨利用QUASAR模体验证和调整加速器激光定位灯一致性的方法和可行性。方法:将QUASAR模体摆放在治疗床上,旋转加速器机架以及小机头,利用机头上的叉丝将模体摆放在加速器的等中心位置,调整左、右及前方墙面3个方向的激光灯,使激光线与模体上的标志线重合。结果:利用QUASAR模体验证和调整加速器激光定位灯后的误差<0.5 mm,有效提高了放射治疗的精度。结论:利用QUASAR模体验证和调整加速器激光定位灯的偏差效果良好,且该方法较传统的激光灯调整定位的方法更简便快捷,可为提高患者放射治疗的精确度提供保障。 展开更多
关键词 加速器机房 激光灯 quasar模体 验证 一致性
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美国匹兹堡大学“QUASAR计划”:设计、实施及启示 被引量:4
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作者 陈行 尚亚明 +1 位作者 王罗那 鲍建生 《外国中小学教育》 CSSCI 北大核心 2019年第2期60-67,59,共9页
美国匹兹堡大学主持的"QUASAR计划"是一项旨在研究和促进经济不发达地区初中数学教学实施与发展的国家教育改革课题。本文首先给出QUASAR项目的提出背景;然后重点介绍项目是如何设计与实施的;最后是我国新一轮高中数学课程标... 美国匹兹堡大学主持的"QUASAR计划"是一项旨在研究和促进经济不发达地区初中数学教学实施与发展的国家教育改革课题。本文首先给出QUASAR项目的提出背景;然后重点介绍项目是如何设计与实施的;最后是我国新一轮高中数学课程标准实施的启示:一是构建数学核心素养与学业质量标准的编码系统;二是运用编码系统对数学任务进行分类和水平设计;三是为不同类型和水平的数学任务建立教学案例库。 展开更多
关键词 quasar项目 设计 实施
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Simultaneous optical g, r, i monitoring and IDV periodic analysis for quasar 3C 454.3 被引量:2
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作者 Jun-Hui Fan Yu-Hai Yuan +3 位作者 Hong Wu Feng Wang Jun Tao Min-Feng Gu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2019年第10期43-50,共8页
With the 1.26 m National Astronomical Observatory-Guangzhou University Infrared/Optical Telescope(NAGIOT) at Xinglong Station of National Astronomical Observatories, Chinese Academy of Sciences, we obtained 419 groups... With the 1.26 m National Astronomical Observatory-Guangzhou University Infrared/Optical Telescope(NAGIOT) at Xinglong Station of National Astronomical Observatories, Chinese Academy of Sciences, we obtained 419 groups of simultaneous observations at g, r and i bands, for the first time,targeting quasar 3 C 454.3 during 15 nights from 2016 October 23 to 2016 December 15. Based on our observations, we investigate the optical variabilities, the relation between brightness and color index, and the periodicity variability. The presented analyses demonstrate that: 1. The maximum variations at the g, r and i bands are △mg|max= 1.015 ± 0.042 mag,△mr|max= 1.188 ± 0.050 mag and △mi|max= 1.305 ± 0.057 mag respectively. 2. During our 15 night monitoring program, intra-day variability was detected on one night(Nov. 2). Also, the brightness increased by A = 15.86% over 50.8 min,then decreased by A = 22.42% over 40.1 min. After a small bright state, its brightness increased again by18.1% over 55 min at the g band. Similar phenomena happened at r and i bands. The intra-day variabilities at the three bands on 2016 November 2 indicate a period of 105 min, which implies a black hole mass of MBH =(0.3 ~ 1.85)× 10^9 M⊙. 3. There is an anti-correlation between color index and magnitude,suggesting the source becomes redder when it brightens. 展开更多
关键词 GALAXIES quasarS INDIVIDUAL (3C 454.3)
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Similarity of jet radiation between flat spectrum radio quasars and GeV narrow-line Seyfert 1 galaxies: a universal δ-Lc correlation 被引量:2
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作者 Yong-Kai Zhu Jin Zhang +4 位作者 Hai-Ming Zhang En-Wei Liang Da-Hai Yan Wei Cui Shuang-Nan Zhang 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2016年第11期43-52,共10页
By modeling the broadband spectral energy distributions(SEDs) of a typical flat spectrum radio quasar(FSRQ, 3C 279) and two GeV narrow-line Seyfert 1 galaxies(NLS1s, PMN J0948+0022 and 1H0323+342) in different flux st... By modeling the broadband spectral energy distributions(SEDs) of a typical flat spectrum radio quasar(FSRQ, 3C 279) and two GeV narrow-line Seyfert 1 galaxies(NLS1s, PMN J0948+0022 and 1H0323+342) in different flux stages with one-zone leptonic models, we find a universal correlation between their Doppler factors(δ) and peak luminosities(L_c) of external Compton scattering bumps. Compiling a combined sample of FSRQs and GeV NLS1s, it is found that both FSRQs and GeV NLS1s in different stages and in different sources follow the same δ-L_c correlation well. This indicates that the variations of observed luminosities may be essentially due to the Doppler boosting effect. The universal δ-L_c relation between FSRQs and GeV NLS1s in different stages may be further evidence that the particle acceleration and radiation mechanisms for the two kinds of sources are similar. In addition, by replacing L_c with the observed luminosity in the Fermi/LAT band(L_(LAT)), this correlation holds and it may serve as an empirical indicator of δ. We estimate the δ values with L_(LAT) for 484 FSRQs in the Fermi/LAT Catalog and they range from 3 to 41, with a median of 16, which are statistically consistent with the values derived by other methods. 展开更多
关键词 galaxies:active galaxies:jets quasars:general galaxies:Seyfert
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Discovery of six high-redshift quasars with the Lijiang 2.4 m telescope and the Multiple Mirror Telescope 被引量:1
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作者 Xue-Bing Wu Wen-Wen Zuo +6 位作者 Qian Yang Wei-Min Yi Chen-Wei Yang Wen-Juan Liu Peng Jiang Xin-Wen Shu Hong-Yan Zhou 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2012年第9期1185-1190,共6页
Quasars with redshifts greater than 4 are rare, and can be used to probe the structure and evolution of the early universe. Here we report the discovery of six new quasars with i-band magnitudes brighter than 19.5 and... Quasars with redshifts greater than 4 are rare, and can be used to probe the structure and evolution of the early universe. Here we report the discovery of six new quasars with i-band magnitudes brighter than 19.5 and redshifts between 2.4 and 4.6 from spectroscopy with the Yunnan Faint Object Spectrograph and Camera (YFOSC) at the Lijiang 2.4 m telescope in February, 2012. These quasars are in the list of z > 3.6 quasar candidates selected by using our proposed J K/i Y criterion and the photometric redshift estimations from the SDSS optical and UKIDSS near-IR photometric data. Nine candidates were observed by YFOSC, and five among six new quasars were identified as z > 3.6 quasars. One of the other three objects was identified as a star and the other two were unidentified due to the lower signal-to-noise ratio of their spectra. This is the first time that z > 4 quasars have been discovered using a telescope in China. Thanks to the Chinese Telescope Access Program (TAP), the redshift of 4.6 for one of these quasars was confirmed by the Multiple Mirror Telescope (MMT) Red Channel spectroscopy. The continuum and emission line properties of these six quasars, as well as their central black hole masses and Eddington ratios, were obtained. 展开更多
关键词 quasars: general -- quasars: emission lines -- galaxies: active -- galax-ies: HIGH-REDSHIFT
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GeneticKNN:a weighted KNN approach supported by genetic algorithm for photometric redshift estimation of quasars 被引量:2
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作者 Bo Han Li-Na Qiao +3 位作者 Jing-Lin Chen Xian-Da Zhang Yan-Xia Zhang Yong-Heng Zhao 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2021年第1期165-177,共13页
We combine K-nearest neighbors(KNN)with a genetic algorithm(GA)for photometric redshift estimation of quasars,short for GeneticKNN,which is a weighted KNN approach supported by a GA.This approach has two improvements ... We combine K-nearest neighbors(KNN)with a genetic algorithm(GA)for photometric redshift estimation of quasars,short for GeneticKNN,which is a weighted KNN approach supported by a GA.This approach has two improvements compared to KNN:one is the feature weighted by GA;the other is that the predicted redshift is not the redshift average of K neighbors but the weighted average of median and mean of redshifts for K neighbors,i.e.p×zmedian+(1-p)×zmean.Based on the SDSS and SDSS-WISE quasar samples,we explore the performance of GeneticKNN for photometric redshift estimation,comparing with the other six traditional machine learning methods,i.e.the least absolute shrinkage and selection operator(LASSO),support vector regression(SVR),multi-layer perceptrons(MLP),XGBoost,KNN and random forest.KNN and random forest show their superiority.Considering the easy implementation of KNN,we make improvement on KNN as GeneticKNN and apply GeneticKNN on photometric redshift estimation of quasars.Finally the performance of GeneticKNN is better than that of LASSO,SVR,MLP,XGBoost,KNN and random forest for all cases.Moreover the accuracy is better with the additional WISE magnitudes for the same method. 展开更多
关键词 astronomical databases:catalogs (galaxies:)quasars:general methods:statistical techniques:miscellaneous
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Russian VLBI network "Quasar":Current status and outlook 被引量:2
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作者 N.Shuygina D.Ivanov +15 位作者 A.Ipatov I.Gayazov D.Marshalov A.Melnikov S.Kurdubov M.Vasilyev G.Ilin E.Skurikhina I.Surkis V.Mardyshkin A.Mikhailov A.Salnikov A.Vytnov I.Rakhimov A.Dyakov V.Olifirov 《Geodesy and Geodynamics》 2019年第2期150-156,共7页
This paper presents the past,present and future status of the Russian VLBI network "Quasar".This network has been developed for at least 20 years by the Institute of Applied Astronomy of the Russian Academy ... This paper presents the past,present and future status of the Russian VLBI network "Quasar".This network has been developed for at least 20 years by the Institute of Applied Astronomy of the Russian Academy of Sciences(IAA RAS). The equipment installed currently at each "Quasar" station and the facilities for processing observational data are described briefly. The latest results are presented, including the Earth orientation parameters(EOP) determined from the "Quasar" VLBI data and comparison with those from other processing centers. Our future plans to extend the "Quasar" VLB I network to the east and to the west will be carried out by establishing the Ussurijsk station in the Far East and the RussianCuban station in the west. They are considered in the context of the Russian section activity in the GGOS project. The expected improvement of the EOP determination accuracy can be obtained within the future configuration of the "Quasar" network,which is proved by simulation. 展开更多
关键词 RUSSIAN VLBI NETWORK 'quasar' VLBI CO-LOCATION station Space geodesy technique Global Geodetic Observing System (GGOS)
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The composite X-ray spectra of radio-loud and radio-quiet SDSS quasars
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作者 Min-Hua Zhou Min-Feng Gu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2021年第1期33-44,共12页
We present a study of the X-ray emission for a sample of radio-detected quasars constructed from the cross-matches between SDSS,FIRST catalogs and XMM-Newton archives.A sample of radio-quiet SDSS quasars without FIRST... We present a study of the X-ray emission for a sample of radio-detected quasars constructed from the cross-matches between SDSS,FIRST catalogs and XMM-Newton archives.A sample of radio-quiet SDSS quasars without FIRST radio detection is also assembled for comparison.We construct the optical and X-ray composite spectra normalized at rest frame 4215 A(or 2200 A)for both radio-loud quasars(RLQs)and radio-quiet quasars(RQQs)at z≤3.2,with matched X-ray completeness of 19%,redshift and optical luminosity.While the optical composite spectrum of RLQs is similar to that of RQQs,we find that RLQs have a higher X-ray composite spectrum than RQQs,consistent with previous studies in the literature.By dividing the radio-detected quasars into radio loudness bins,we find the X-ray composite spectra are generally higher with increasing radio loudness.Moreover,a significant correlation is found between the optical-to-X-ray spectral index and radio loudness,and there is a unified multi-correlation between the radio and X-ray luminosities and radio loudness in radio-detected quasars.These results could be possibly explained with the corona-jet model,in which the corona and jet are directly related. 展开更多
关键词 methods:statistical catalogs quasars:general X-rays:general
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The X-ray Background (Deep Fields, Luminosity Functions and Type-Ⅱ Quasars)
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作者 Günther Hasinger 《天文研究与技术》 CSCD 北大核心 2003年第S1期136-146,共11页
Deep X ray surveys have shown that the cosmic X ray background (XRB) is largely due to the accretion onto supermassive black holes, integrated over the cosmic time. These surveys have resolved more than 80% of the 0.1... Deep X ray surveys have shown that the cosmic X ray background (XRB) is largely due to the accretion onto supermassive black holes, integrated over the cosmic time. These surveys have resolved more than 80% of the 0.1-10keV X ray background into discrete sources. Optical spectroscopic identifications show that the sources producing the bulk of the X ray background are a mixture of obscured (type 1) and unobscured (type 2) AGNs, as predicted by the XRB population synthesis models. A class of highly luminous type 2 AGN, so called QSO 2s, has been detected in the deepest Chandra and XMM Newton surveys. The new Chandra AGN redshift distribution peaks at much lower redshifts (z≈0.7) than that based on ROSAT data, indicating that Seyfert galaxies peak at significantly lower redshifts than QSOs. 展开更多
关键词 AGN The X-ray Background Figure Luminosity Functions and Type quasarS Deep Fields
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Identifications of RR Lyrae Stars and Quasars from the Simulated Data of Mephisto-W Survey
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作者 Lei Lei Bing-Qiu Chen +3 位作者 Jin-Da Li Jin-Tai Wu Si-Yi Jiang Xiao-Wei Liu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2022年第2期45-52,共8页
We have investigated the feasibilities and accuracies of the identifications of RR Lyrae stars and quasars from the simulated data of the Multi-channel Photometric Survey Telescope(Mephisto)W Survey.Based on the varia... We have investigated the feasibilities and accuracies of the identifications of RR Lyrae stars and quasars from the simulated data of the Multi-channel Photometric Survey Telescope(Mephisto)W Survey.Based on the variable sources light curve libraries from the Sloan Digital Sky Survey(SDSS)Stripe 82 data and the observation history simulation from the Mephisto-W Survey Scheduler,we have simulated the uvgriz multi-band light curves of RR Lyrae stars,quasars and other variable sources for the first year observation of Mephisto W Survey.We have applied the ensemble machine learning algorithm Random Forest Classifier(RFC)to identify RR Lyrae stars and quasars,respectively.We build training and test samples and extract~150 features from the simulated light curves and train two RFCs respectively for the RR Lyrae star and quasar classification.We find that,our RFCs are able to select the RR Lyrae stars and quasars with remarkably high precision and completeness,with purity=95.4%and completeness=96.9%for the RR Lyrae RFC and purity=91.4%and completeness=90.2%for the quasar RFC.We have also derived relative importances of the extracted features utilized to classify RR Lyrae stars and quasars. 展开更多
关键词 methods:data analysis surveys catalogs stars:variables:RR Lyrae (galaxies:)quasars:general
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The feasibility and flexibility of selecting quasars by variability using ensemble machine learning algorithms
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作者 羊达明 谢彰亮 王俊贤 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2021年第4期271-281,共11页
In this work,we train three decision-tree based ensemble machine learning algorithms(Random Forest Classifier,Adaptive Boosting and Gradient Boosting Decision Tree respectively)to study quasar selection in the variabl... In this work,we train three decision-tree based ensemble machine learning algorithms(Random Forest Classifier,Adaptive Boosting and Gradient Boosting Decision Tree respectively)to study quasar selection in the variable source catalog in SDSS Stripe 82.We build training and test samples(both containing 1:1 of quasars and stars)using the spectroscopic confirmed sources in SDSS DR14(including8330 quasars and 3966 stars).We find that when trained with variation parameters alone,all three models can select quasars with similarly and remarkably high precision and completeness(~98.5%and 97.5%),even better than trained with SDSS colors alone(~97.2%and 96.5%),consistent with previous studies.By applying the trained models on the variable sources without spectroscopic identifications,we estimate the spectroscopically confirmed quasar sample in Stripe 82 variable source catalog is~93%complete(95%for mi<19.0).Using the Random Forest Classifier we derive the relative importance of the observational features utilized for classifications.We further show that even using one-or two-year time domain observations,variability-based quasar selection could still be highly efficient. 展开更多
关键词 quasars:general catalogs methods:data analysis
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The Quasar Candidate Catalogs of DESI Legacy Imaging Survey Data Release 9
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作者 Zizhao He Nan Li 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2022年第9期267-277,共11页
Quasars can be used to measure baryon acoustic oscillations at high redshift, which are considered as direct tracers of the most distant large-scale structures in the universe. It is fundamental to select quasars from... Quasars can be used to measure baryon acoustic oscillations at high redshift, which are considered as direct tracers of the most distant large-scale structures in the universe. It is fundamental to select quasars from observations before implementing the above research. This work focuses on creating a catalog of quasar candidates based on photometric data to provide primary priors for further object classification with spectroscopic data in the future, such as the Dark Energy Spectroscopic Instrument(DESI) Survey. We adopt a machine learning algorithm(Random Forest, RF) for quasar identification. The training set includes 651,073 positives and 1,227,172 negatives, in which the photometric information are from DESI Legacy Imaging Surveys(DESI-LIS) and Wide-field Infrared Survey Explore(WISE), and the labels are from a database of spectroscopically confirmed quasars based on Sloan Digital Sky Survey and the Set of Identifications& Measurements and Bibliography for Astronomical Data. The trained RF model is applied to point-like sources in DESI-LIS Data Release 9. To quantify the classifier’s performance, we also inject a testing set into the to-be-applied data.Eventually, we obtained 1,953,932 Grade-A quasar candidates and 22,486,884 Grade-B quasar candidates out of425,540,269 sources(~5.7%). The catalog covers ~99% of quasars in the to-be-applied data by evaluating the completeness of the classification on the testing set. The statistical properties of the candidates agree with that given by the method of color-cut selection. Our catalog can intensely decrease the workload for confirming quasars with the upcoming DESI data by eliminating enormous non-quasars but remaining high completeness. All data in this paper are publicly available online. 展开更多
关键词 galaxies:quasars:general catalogs methods:statistical
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