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Siren(旋笛式)激励系统设计及输出特性研究 被引量:2
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作者 丁志磊 林宇震 +2 位作者 秦皓 汤冠琼 李海涛 《推进技术》 EI CAS CSCD 北大核心 2015年第5期745-751,共7页
设计了用于研究燃烧不稳定性、测量火焰传递函数(FTF)的Siren(旋笛式)激励实验系统。采用实验和数值的方法,研究了测量段进出口压差、脉动气路流量、脉动频率对系统输出特性的影响,并分析了系统的共振模态。结果表明,系统输出平均速度... 设计了用于研究燃烧不稳定性、测量火焰传递函数(FTF)的Siren(旋笛式)激励实验系统。采用实验和数值的方法,研究了测量段进出口压差、脉动气路流量、脉动频率对系统输出特性的影响,并分析了系统的共振模态。结果表明,系统输出平均速度由测量段进出口压差决定,脉动速度u′主要受脉动气路流量m′的影响,且流量越大,脉动速度/平均速度百分比(u′/uˉ)也越大,实验中u′/uˉ最大超过了4%。脉动频率则通过影响旋笛出口压力脉动的分布进而影响速度脉动,而系统共振会导致输出u′/uˉ明显增大,系统共振频率在270Hz附近,此时旋笛出口压力脉动达到最大。 展开更多
关键词 旋笛式激励系统 输出特性 共振模态 燃烧不稳定性
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基于Siren函数改进的循环神经网络机器阅读理解 被引量:1
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作者 施峰 周坤晓 《东莞理工学院学报》 2022年第5期47-52,共6页
由于现有的循环神经网络存在着梯度消失与梯度爆炸的问题,会影响模型精度。为提升机器阅读理解模型的效率,采用了一种新型正弦激活函数Siren函数,结合注意力机制对循环神经网络进行改进。使用循环神经网络对文本数据进行特征提取,同时... 由于现有的循环神经网络存在着梯度消失与梯度爆炸的问题,会影响模型精度。为提升机器阅读理解模型的效率,采用了一种新型正弦激活函数Siren函数,结合注意力机制对循环神经网络进行改进。使用循环神经网络对文本数据进行特征提取,同时引入注意力机制,可以进一步抓住文本中的重点信息。经由Siren激活函数层对神经网络的输出进行处理后,传递至Softmax层与全连接层返回问题所需答案。采用该网络所实现的机器阅读理解模型,相较于原有的模型在精准度上有大幅度提升。实验数据采用SQuAD英文问答数据集,在对比实验中,相较于仅使用注意力机制的RNN版DrQA模型,EM指数提升了6.1,F1指数提升了5.9,同时Siren函数也在与其他激活函数的对比实验中均取得了较好的效果。 展开更多
关键词 循环神经网络 机器阅读理解 siren激活函数 注意力机制
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SIRENE——欧洲铁路通讯上层服务系统
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作者 施以方 《铁路计算机应用》 1996年第3期47-48,共2页
欧洲的铁路运输业拥有悠久的光荣传统,它以多年一贯的准时安全的服务为欧洲近百年来的繁荣作出了很大的贡献。但是近三十年来它的陆上运输霸主的地位受到了来自航空业及公路运输业的挑战。为保住霸主地位,适应新的形势发展及变化。
关键词 sirenE 铁路通讯 优利系统公司 服务系统 铁路公司 铁路运输业 欧洲铁路 实时数据传输 公路运输业 优利公司
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Synergy between CSST galaxy survey and gravitational-wave observation: Inferring the Hubble constant from dark standard sirens
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作者 Ji-Yu Song Ling-Feng Wang +4 位作者 Yichao Li Ze-Wei Zhao Jing-Fei Zhang Wen Zhao Xin Zhang 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2024年第3期7-19,共13页
Gravitational waves(GWs) from compact binary coalescences encode the absolute luminosity distances of GW sources. Once the redshifts of GW sources are known, one can use the distance-redshift relation to constrain cos... Gravitational waves(GWs) from compact binary coalescences encode the absolute luminosity distances of GW sources. Once the redshifts of GW sources are known, one can use the distance-redshift relation to constrain cosmological parameters. One way to obtain the redshifts is to localize GW sources by GW observations and then use galaxy catalogs to determine redshifts from a statistical analysis of redshift information of the potential host galaxies, commonly referred to as the dark siren method. The third-generation(3G) GW detectors are planned to work in the 2030s and will observe numerous compact binary coalescences.Using these GW events as dark sirens requires high-quality galaxy catalogs from future sky survey projects. The China Space Station Telescope(CSST) will be launched in 2024 and will observe billions of galaxies within a 17500 deg^(2) survey area with redshift up to z ~ 4, providing photometric and spectroscopic galaxy catalogs. In this work, we simulate the CSST galaxy catalogs and the 5-year GW data from the 3G GW detectors and combine them to infer the Hubble constant(H_(0)). Our results show that the measurement precision of H0could reach the sub-percent level, meeting the standard of precision cosmology. We conclude that the synergy between CSST and the 3G GW detectors is of great significance in measuring the Hubble constant. 展开更多
关键词 CSST galaxy survey galaxy catalogs gravitational waves dark sirens the Hubble constant
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Taiji-TianQin-LISA network:Precisely measuring the Hubble constant using both bright and dark sirens
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作者 Shang-Jie Jin Ye-Zhu Zhang +2 位作者 Ji-Yu Song Jing-Fei Zhang Xin Zhang 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2024年第2期59-77,共19页
In the coming decades,the space-based gravitational-wave(GW)detectors such as Taiji,TianQin,and LISA are expected to form a network capable of detecting millihertz GWs emitted by the mergers of massive black hole bina... In the coming decades,the space-based gravitational-wave(GW)detectors such as Taiji,TianQin,and LISA are expected to form a network capable of detecting millihertz GWs emitted by the mergers of massive black hole binaries(MBHBs).In this work,we investigate the potential of GW standard sirens from the Taiji-TianQin-LISA network in constraining cosmological parameters.For the optimistic scenario in which electromagnetic(EM)counterparts can be detected,we predict the number of detectable bright sirens based on three different MBHB population models,i.e.,popⅢ,Q3d,and Q3nod.Our results show that the TaijiTianQin-LISA network alone could achieve a constraint precision of 0.9%for the Hubble constant,meeting the standard of precision cosmology.Moreover,the Taiji-TianQin-LISA network could effectively break the cosmological parameter degeneracies generated by the CMB data,particularly in the dynamical dark energy models.When combined with the CMB data,the joint CMB+Taiji-TianQin-LISA data offerσ(w)=0.036 in the wCDM model,which is close to the latest constraint result obtained from the CMB+SN data.We also consider a conservative scenario in which EM counterparts are not available.Due to the precise sky localizations of MBHBs by the Taiji-TianQin-LISA network,the constraint precision of the Hubble constant is expected to reach 1.2%.In conclusion,the GW standard sirens from the Taiji-TianQin-LISA network will play a critical role in helping solve the Hubble tension and shedding light on the nature of dark energy. 展开更多
关键词 space-based gravitational wave detection standard sirens the Taiji-TianQin-LISA network the Hubble constant dark energy
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广东两次超强雷雨大风特征分析及服务探讨 被引量:4
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作者 陈恒明 陈静 +1 位作者 杨武 李绚绚 《安徽农业科学》 CAS 北大核心 2011年第33期20881-20884,20898,共5页
通过对2011年4月17日和2005年3月22日前汛期造成广东严重灾情的这2次超强雷雨大风回波的演变进行对比分析,探讨这2次强对流天气的特征,并就目前广东在重大天气预警服务存在的问题作一些探讨。结果表明,造成严重灾害的强对流天气系统其... 通过对2011年4月17日和2005年3月22日前汛期造成广东严重灾情的这2次超强雷雨大风回波的演变进行对比分析,探讨这2次强对流天气的特征,并就目前广东在重大天气预警服务存在的问题作一些探讨。结果表明,造成严重灾害的强对流天气系统其天气背景、环流变化、雷达回波有明显特征;由于这种天气系统移动速度快且呈局部分布,当发现时灾害天气即将发生,预报时效非常短;通过被动的电视、气象电子显示屏、气象网站、天气微博传送预警信息无法覆盖所有公众,提出农村气象大喇叭预警系统的建立可以解决气象信息点对面的覆盖。 展开更多
关键词 超强雷雨大风 特征分析 预警服务 大喇叭
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基于Supermap GIS的防空警报控制系统软件研究
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作者 刘亮 《煤炭技术》 CAS 北大核心 2011年第2期182-184,共3页
利用GIS技术实现以电子地图为媒介的可视化高效管理。在Supermap GIS开发平台上设计实现了中心控制软件,不仅具有传统中心软件的功能,更具备转发终端搜索、场强预测等新的功能。
关键词 防空警报系统 GIS SUPERMAP OBJECT
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无线多跳防空警报遥控系统设计
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作者 李宝亮 徐筱麟 闫仁强 《现代电子技术》 2009年第5期36-38,共3页
针对目前无线大区制防空警报遥控系统中存在的二次报警能力弱和中心发射塔无线电信号覆盖范围有限等问题,提出一种基于超短波数传电台的无线多跳防空警报遥控系统,在该系统中实现警报控制信号多跳传输。给出总体设计方案和关键设计技术... 针对目前无线大区制防空警报遥控系统中存在的二次报警能力弱和中心发射塔无线电信号覆盖范围有限等问题,提出一种基于超短波数传电台的无线多跳防空警报遥控系统,在该系统中实现警报控制信号多跳传输。给出总体设计方案和关键设计技术,并设计了一种适合该系统的路由协议。基于网络仿真工具OPNET构建了该系统的仿真框架,对系统常用业务进行建模,分析系统警报发放时延和警报回示时延两个重要参数,仿真结果表明该系统性能达到设计要求,为解决现有系统中存在的上述问题提供了一个有效的可选方案。 展开更多
关键词 无线多跳 防空警报遥控系统 信道接入控制 路由协议
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基于双中子星引力波标准汽笛法测量的哈勃参量对于宇宙学参数的限制能力的预言
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作者 刘洋 万昊宜 +1 位作者 张同杰 唐延柯 《北京师范大学学报(自然科学版)》 CAS CSCD 北大核心 2019年第2期185-193,共9页
展示了一种新的测量哈勃参数(H(z))的方法的应用,并用定义品质因子的方式对其所得H(z)进行了评估.这种测量H(z)的方法基于对双中子星系统的引力波汽笛法的分析,其中利用了光度距离(dL)的各向异性.引力波的成功探测预示着引力波标准汽笛... 展示了一种新的测量哈勃参数(H(z))的方法的应用,并用定义品质因子的方式对其所得H(z)进行了评估.这种测量H(z)的方法基于对双中子星系统的引力波汽笛法的分析,其中利用了光度距离(dL)的各向异性.引力波的成功探测预示着引力波标准汽笛法潜在的可能性.在此之前对其相应效果进行预言和研究是十分必要的.把这种方法应用在几个比较主流的引力波探测项目上,并进行Fisher Matrix的计算,包括advanced LIGO(aLIGO)、Einstein telescope(ET)、DECIGO等.结果显示,aLIGO和ET测得的H(z)精度都比较差,而DECIGO测得的H(z)显示出良好的精度.利用DECOIGO得到的H(z)的相对误差信息,对H(z)进行模拟,然后用贝叶斯定理对宇宙学参量进行预言,最后利用画contour图和计算品质因子(FoM)方法评估出其限制宇宙学参量的能力.对于DECIGO 3a观测的引力波标准汽笛法,其相应H(z)数据的品质因子为170.82.如果进行10a期的观测,其相应H (z)数据的品质因子更是高达569.42.显示出引力波标准汽笛法的极大前景和潜力. 展开更多
关键词 光度距离 各向异性 引力波标准汽笛法 双中子星系统 哈勃参量 宇宙学参量
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磁-浮工艺在舞阳红山选厂的应用
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作者 钱枝花 欧阳玲玉 《江西有色金属》 2008年第2期12-15,41,共5页
舞阳矿业公司红山选矿厂入选赤铁矿原矿铁品位27.35%左右。根据该选厂原矿特点,结合国内其他选厂的赤铁矿选矿技术,应用磁-重-反浮选流程,获得了铁精矿品位63%以上、回收率58%以上的良好选别指标。
关键词 磁-浮流程 siren磁选机 赤铁矿
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建立基本单位名录库构想
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作者 段敏芳 《统计研究》 CSSCI 北大核心 2002年第3期31-35,共5页
The paper points out the shortcomings of the existing name list database and forwards some good suggestions by using foreign experiences for reference.
关键词 基本单位名录库 sirenE 近期目标 远期目标 信息网络 基本单位普查
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Joint constraints on cosmological parameters using future multi-band gravitational wave standard siren observations
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作者 金上捷 邢双双 +2 位作者 邵悦 张敬飞 张鑫 《Chinese Physics C》 SCIE CAS CSCD 2023年第6期188-198,共11页
Gravitational waves(GWs)from compact binary coalescences can be used as standard sirens to explore the cosmic expansion history.In the next decades,it is anticipated that we could obtain the multi-band GW standard sir... Gravitational waves(GWs)from compact binary coalescences can be used as standard sirens to explore the cosmic expansion history.In the next decades,it is anticipated that we could obtain the multi-band GW standard siren data(from nanohertz to a few hundred hertz),which are expected to play an important role in cosmological parameter estimation.In this work,we provide,for the first time to the best of our knowledge,joint constraints on cosmological parameters using the future multi-band GW standard siren observations.We simulate the multi-band GW standard sirens based on the SKA-era pulsar timing array(PTA),Taiji observatory,and Cosmic Explorer(CE)to perform cosmological analysis.In theΛCDM model,we find that the joint PTA+Taiji+CE data could provide a tight constraint on the Hubble constant with a 0.5%precision.Moreover,PTA+Taiji+CE could break the cosmological parameter degeneracies generated by CMB,especially in the dynamical dark energy models.When combining the PTA+Taiji+CE data with the CMB data,the constraint precisions of?_(m)and H_(0)are 1.0%and 0.3%,respectively,meeting the standard of precision cosmology.The joint CMB+PTA+Taiji+CE data giveσ(_(w))=0.028 in the wCDM model andσ(w_(0))=0.11 andσ(w_(a))=0.32 in the w_(0)w_(a)CDM model,which are comparable with or close to the latest constraint results by CMB+BAO+SN.In conclusion,the future multi-band GW observations are expected to be used for exploring the nature of dark energy and measuring the Hubble constant. 展开更多
关键词 gravitational wave standard siren multi-band observations cosmological parameters dark energy
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搜索你的音乐
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《个人电脑》 2004年第5期70-70,共1页
关键词 siren Systerns公司 Soundflavcr 搜索引擎 音乐服务
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Siren(旋笛式)激励系统的气动声学特性 被引量:3
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作者 丁志磊 林宇震 +1 位作者 秦皓 汤冠琼 《航空动力学报》 EI CAS CSCD 北大核心 2015年第7期1599-1604,共6页
基于siren(旋笛式)激励系统,理论推导了旋笛产生的非定常脉动速度和双传声器法获得的声质点振动速度之间的能量转换关系,并通过系统的气动声学特性实验考察了激励强度、频率、马赫数以及传感器间距对声质点振动速度的影响,验证了理论模... 基于siren(旋笛式)激励系统,理论推导了旋笛产生的非定常脉动速度和双传声器法获得的声质点振动速度之间的能量转换关系,并通过系统的气动声学特性实验考察了激励强度、频率、马赫数以及传感器间距对声质点振动速度的影响,验证了理论模型.结果表明:由旋笛产生的非定常脉动速度并不完全转换为声质点振动速度,这种转换关系主要与马赫数有关.且当流体为不可压缩气体,即马赫数小于0.3时,能量转换因子与马赫数的平方成正比,马赫数越大,能量转换因子越大,非定常流动转换为声能的效率越高. 展开更多
关键词 旋笛式激励系统 气动声学特性 双传声器法 能量转换因子 燃烧不稳定性
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Prospects for weighing neutrinos in interacting dark energy models using joint observations of gravitational waves andγ-ray bursts
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作者 Lu Feng Tao Han +1 位作者 Jing-Fei Zhang Xin Zhang 《Chinese Physics C》 SCIE CAS CSCD 2024年第9期225-233,共9页
Cosmological observations can be used to weigh neutrinos,but this method is model-dependent,with results relying on the cosmological model considered.If we consider interactions between dark energy and dark matter,the... Cosmological observations can be used to weigh neutrinos,but this method is model-dependent,with results relying on the cosmological model considered.If we consider interactions between dark energy and dark matter,the neutrino mass constraints differ from those derived under the standard model.On the contrary,gravitational wave(GW)standard siren observations can measure absolute cosmological distances,helping to break parameter degeneracies inherent in traditional cosmological observations,thereby improving constraints on neutrino mass.This paper examines the constraints on neutrino mass within interacting dark energy(IDE)models and explores how future GW standard siren observations could enhance these results.For multi-messenger GW observations,we consider the joint observations of binary neutron star mergers by third-generation ground-based GW detectors and shortγ-ray burst observations by missions similar to the THESEUS satellite project.Using current cosmological observations(CMB+BAO+SN),we obtain an upper limit on the neutrino mass in the IDE models of 0.15(or 0.16)eV.With the inclusion of GW data,the upper limit on the neutrino mass improves to 0.14 eV.This indicates that in the context of IDE models,the improvement in neutrino mass constraints from GW observations is relatively limited.However,GW observations significantly enhance the constraints on other cosmological parameters,such as matter density parameter,the Hubble constant,and coupling strength between dark energy and dark matter. 展开更多
关键词 interacting dark energy neutrino mass gravitational wave standard siren COSMOLOGY
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Prospects for improving cosmological parameter estimation with gravitational-wave standard sirens from Taiji 被引量:3
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作者 Ze-Wei Zhao Ling-Feng Wang +1 位作者 Jing-Fei Zhang Xin Zhang 《Science Bulletin》 SCIE EI CAS CSCD 2020年第16期1340-1348,M0003,共10页
Taiji,a space-based gravitational-wave observatory,consists of three satellites forming an equilateral triangle with arm length of 3×10^6 km,orbiting around the Sun.Taiji is able to observe the gravitationalwave ... Taiji,a space-based gravitational-wave observatory,consists of three satellites forming an equilateral triangle with arm length of 3×10^6 km,orbiting around the Sun.Taiji is able to observe the gravitationalwave standard siren events of massive black hole binary(MBHB)merger,which is helpful in probing the expansion of the universe.In this paper,we preliminarily forecast the capability of Taiji for improving cosmological parameter estimation with the gravitational-wave standard siren data.We simulate fiveyear standard siren data based on three fiducial cosmological models and three models of MBHB’s formation and growth.It is found that the standard siren data from Taiji can effectively break the cosmological parameter degeneracies generated by the cosmic microwave background(CMB)anisotropies data,especially for dynamical dark energy models.The constraints on cosmological parameters are significantly improved by the data combination CMB+Taiji,compared to the CMB data alone.Compared to the current optical cosmological observations,Taiji can still provide help in improving the cosmological parameter estimation to some extent.In addition,we consider an ideal scenario to investigate the potential of Taiji on constraining cosmological parameters.We conclude that the standard sirens of MBHB from Taiji will become a powerful cosmological probe in the future. 展开更多
关键词 TAIJI Space-based gravitational-wave observatory Standard sirens Cosmological parameter estimation Dark energy
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Forecast for cosmological parameter estimation with gravitational-wave standard sirens from the LISA-Taiji network 被引量:2
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作者 Ling-Feng Wang Shang-Jie Jin +1 位作者 Jing-Fei Zhang Xin Zhang 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2022年第1期1-13,共13页
LISA and Taiji are expected to form a space-based gravitational-wave(GW)detection network in the future.In this work,we make a forecast for the cosmological parameter estimation with the standard siren observation fro... LISA and Taiji are expected to form a space-based gravitational-wave(GW)detection network in the future.In this work,we make a forecast for the cosmological parameter estimation with the standard siren observation from the LISA-Taiji network.We simulate the standard siren data based on a scenario with configuration angle of 40°between LISA and Taiji.Three models for the population of massive black hole binary(MBHB),i.e.,popⅢ,Q3d,and Q3nod,are considered to predict the events of MBHB mergers.We find that,based on the LISA-Taiji network,the number of electromagnetic(EM)counterparts detected is almost doubled compared with the case of single Taiji mission.Therefore,the LISA-Taiji network’s standard siren observation could provide much tighter constraints on cosmological parameters.For example,solely using the standard sirens from the LISA-Taiji network,the constraint precision of H;could reach 1.3%.Moreover,combined with the CMB data,the GW-EM observation based on the LISA-Taiji network could also tightly constrain the equation of state of dark energy,e.g.,the constraint precision of w reaches about 4%,which is comparable with the result of CMB+BAO+SN.It is concluded that the GW standard sirens from the LISA-Taiji network will become a useful cosmological probe in understanding the nature of dark energy in the future. 展开更多
关键词 LISA-Taiji network gravitational-wave standard siren cosmological parameter estimation massive black hole binary electromagnetic counterpart
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Gravitational wave standard sirens and cosmological parameter measurement
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作者 Xin Zhang 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2019年第11期146-150,共5页
The first detection of gravitational waves (GWs) produced by the binary neutron star (BNS) merger in August 17, 2017[1] is fairly meaningful because it initiated the new era of multi-messenger astronomy. In this BNS m... The first detection of gravitational waves (GWs) produced by the binary neutron star (BNS) merger in August 17, 2017[1] is fairly meaningful because it initiated the new era of multi-messenger astronomy. In this BNS merger event, we not only detected the gravitational waves. 展开更多
关键词 CDM GRAVITATIONAL WAVE STANDARD sirens and COSMOLOGICAL PARAMETER measurement
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Impacts of gravitational-wave standard siren observations from Einstein Telescope and Cosmic Explorer on weighing neutrinos in interacting dark energy models
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作者 Shang-Jie Jin Rui-Qi Zhu +3 位作者 Ling-Feng Wang Hai-Li Li Jing-Fei Zhang Xin Zhang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2022年第10期96-109,共14页
Multi-messenger gravitational wave(GW)observation for binary neutron star merger events could provide a rather useful tool to explore the evolution of the Universe.In particular,for the third-generation GW detectors,i... Multi-messenger gravitational wave(GW)observation for binary neutron star merger events could provide a rather useful tool to explore the evolution of the Universe.In particular,for the third-generation GW detectors,i.e.the Einstein Telescope(ET)and the Cosmic Explorer(CE),proposed to be built in Europe and the U.S.,respectively,lots of GW standard sirens with known redshifts could be obtained,which would exert great impacts on the cosmological parameter estimation.The total neutrino mass could be measured by cosmological observations,but such a measurement is model-dependent and currently only gives an upper limit.In this work,we wish to investigate whether the GW standard sirens observed by ET and CE could help improve the constraint on the neutrino mass,in particular in the interacting dark energy(IDE)models.We find that the GW standard siren observations from ET and CE can only slightly improve the constraint on the neutrino mass in the IDE models,compared to the current limit.The improvements in the IDE models are weaker than those in the standard cosmological model.Although the limit on neutrino mass can only be slightly updated,the constraints on other cosmological parameters can be significantly improved by using the GW observations. 展开更多
关键词 gravitational-wave standard sirens neutrino mass interacting dark energy model cosmological parameter estimation Einstein telescope cosmic explorer
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Constraining the Hubble constant to a precision of about 1% using multi-band dark standard siren detections
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作者 Liang-Gui Zhu Ling-Hua Xie +6 位作者 Yi-Ming Hu Shuai Liu En-Kun Li Nicola R.Napolitano Bai-Tian Tang Jian-Dong Zhang Jianwei Mei 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2022年第5期114-140,共27页
Gravitational wave signal from the inspiral of stellar-mass binary black hole can be used as standard sirens to perform cosmological inference.This inspiral covers a wide range of frequency bands,from the millihertz b... Gravitational wave signal from the inspiral of stellar-mass binary black hole can be used as standard sirens to perform cosmological inference.This inspiral covers a wide range of frequency bands,from the millihertz band to the audio-band,allowing for detections by both space-borne and ground-based gravitational wave detectors.In this work,we conduct a comprehensive study on the ability to constrain the Hubble constant using the dark standard sirens,or gravitational wave events that lack electromagnetic counterparts.To acquire the redshift information,we weight the galaxies within the localization error box with photometric information from several bands and use them as a proxy for the binary black hole redshift.We discover that Tian Qin is expected to constrain the Hubble constant to a precision of roughly 30%through detections of 10 gravitational wave events;in the most optimistic case,the Hubble constant can be constrained to a precision of<10%,assuming Tian Qin I+II.In the optimistic case,the multi-detector network of Tian Qin and LISA is capable of constraining the Hubble constant to within 5%precision.It is worth highlighting that the multi-band network of Tian Qin and Einstein Telescope is capable of constraining the Hubble constant to a precision of about 1%.We conclude that inferring the Hubble constant without bias from photo-z galaxy catalog is achievable,and we also demonstrate self-consistency using the P-P plot.On the other hand,high-quality spectroscopic redshift information is crucial for improving the estimation precision of Hubble constant. 展开更多
关键词 gravitational wave standard siren Hubble constant stellar-mass binary black hole photometric luminosity multi-band gravitational wave detection
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