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Evaluation of multivariate time series clustering for imputation of air pollution data 多元时间序列聚类在大气污染数据插补中的应用评价
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-11-03 DOI: 10.5194/gi-10-265-2021
Wedad Alahamade, I. Lake, C. Reeves, B. de la Iglesia
Abstract. Air pollution is one of the world's leading risk factors for death, with 6.5 million deaths per year worldwide attributed to air-pollution-related diseases. Understanding the behaviour of certain pollutants through air quality assessment can produce improvements in air quality management that will translate to health and economic benefits. However, problems with missing data and uncertainty hinder that assessment. We are motivated by the need to enhance the air pollution data available. We focus on the problem of missing air pollutant concentration data either because a limited set of pollutants is measured at a monitoring site or because an instrument is not operating, so a particular pollutant is not measured for a period of time. In our previous work, we have proposed models which can impute a whole missing time series to enhance air quality monitoring. Some of these models are based on a multivariate time series (MVTS) clustering method. Here, we apply our method to real data and show how different graphical and statistical model evaluation functions enable us to select the imputation model that produces the most plausible imputations. We then compare the Daily Air Quality Index (DAQI) values obtained after imputation with observed values incorporating missing data. Our results show that using an ensemble model that aggregates the spatial similarity obtained by the geographical correlation between monitoring stations and the fused temporal similarity between pollutant concentrations produces very good imputation results. Furthermore, the analysis enhances understanding of the different pollutant behaviours and of the characteristics of different stations according to their environmental type.
摘要空气污染是世界上主要的死亡风险因素之一,全球每年有650万人死于空气污染相关疾病。通过空气质量评估了解某些污染物的行为可以改善空气质量管理,从而带来健康和经济效益。然而,数据缺失和不确定性的问题阻碍了这一评估。我们的动机是需要加强现有的空气污染数据。我们关注的是空气污染物浓度数据缺失的问题,要么是因为在监测点测量了一组有限的污染物,要么是由于仪器不工作,因此在一段时间内没有测量到特定的污染物。在我们之前的工作中,我们提出了可以估算整个缺失时间序列的模型,以加强空气质量监测。其中一些模型基于多变量时间序列(MVTS)聚类方法。在这里,我们将我们的方法应用于真实数据,并展示了不同的图形和统计模型评估函数如何使我们能够选择产生最合理估算的估算模型。然后,我们将插补后获得的每日空气质量指数(DAQI)值与包含缺失数据的观测值进行比较。我们的结果表明,使用集合模型,将监测站之间的地理相关性获得的空间相似性和污染物浓度之间的融合时间相似性进行聚合,可以产生非常好的插补结果。此外,该分析增强了对不同污染物行为的理解,以及对不同站点根据其环境类型的特征的理解。
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引用次数: 0
Analysis and reduction of the geomagnetic gradient influence on aeromagnetic compensation in a towed bird 地磁梯度对拖曳鸟航磁补偿影响的分析和减小
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-10-29 DOI: 10.5194/gi-10-257-2021
Zhijian Zhou, Zhilong Liu, Wenduo Li, Yihang Wang, Chao Wang
Abstract. Aeromagnetic exploration is an important method of geophysical exploration. We study the compensation method of the towed bird system and establish the towed bird interference model. Due to the geomagnetic gradient changing greatly, the geomagnetic gradient is considered in the towed bird interference model. In this paper, we model the geomagnetic field gradient and analyze the influence of the towed bird system on the aeromagnetic compensation results. Finally, we apply the ridge regression method to solve the problem. We verify the feasibility of this compensation method through actual flight tests and further improve the data quality of the towed bird interference.
摘要航磁勘探是地球物理勘探的一种重要方法。研究了拖鸟系统的补偿方法,建立了拖鸟干扰模型。由于地磁梯度变化较大,在拖曳鸟干扰模型中考虑了地磁梯度。本文建立了地磁场梯度模型,分析了拖鸟系统对航磁补偿效果的影响。最后,我们应用脊回归方法来解决这个问题。通过实际飞行试验验证了该补偿方法的可行性,进一步提高了被拖鸟干扰的数据质量。
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引用次数: 2
Glider Observations of Thermohaline Staircases in the Tropical North Atlantic Using an Automated Classifier 使用自动分类器的北大西洋热带热盐梯滑翔机观测
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-10-19 DOI: 10.5194/gi-2021-27
C. Rollo, K. Heywood, R. Hall
Abstract. Thermohaline staircases are stepped structures of alternating thick mixed layers and thin high gradient interfaces. These structures can be up to several tens of metres thick and are associated with double-diffusive mixing. Thermohaline staircases occur across broad swathes of the Arctic and tropical/subtropical oceans and can increase rates of diapycnal mixing by up to five times the background rate, driving substantial nutrient fluxes to the upper ocean. In this study, we present an improved classification algorithm to detect thermohaline staircases in ocean glider profiles. We use a dataset of 1162 glider profiles from the tropical North Atlantic collected in early 2020 at the edge of a known thermohaline staircase region. The algorithm identifies thermohaline staircases in 97.7 % of profiles that extend deeper than 300 m. We validate our algorithm against previous results obtained from algorithmic classification of Argo float profiles. Using fine resolution temperature data from a fast-response thermistor on one of the gliders, we explore the effect of varying vertical bin sizes on detected thermohaline staircases. Our algorithm builds on previous work with improved flexibility and the ability to classify staircases from profiles with poor salinity data. Using our results, we propose that the incidence of thermohaline staircases is limited by strong background vertical gradients in conservative temperature and absolute salinity.
摘要Thermohaline楼梯是由交替的厚混合层和薄的高梯度界面组成的阶梯结构。这些结构可以高达几十米厚,并且与双重扩散混合有关。热盐阶分布在北极和热带/亚热带海洋的大片海域,可以将滞育混合速率提高到背景速率的五倍,从而将大量营养物质输送到上层海洋。在这项研究中,我们提出了一种改进的分类算法来检测海洋滑翔机剖面中的温盐楼梯。我们使用了一个数据集,其中包括2020年初在已知温盐阶梯区域边缘收集的来自北大西洋热带地区的1162个滑翔机剖面。该算法识别97.7中的温盐楼梯 % 延伸深度超过300的型材 m.我们根据之前从Argo浮子剖面的算法分类中获得的结果来验证我们的算法。利用其中一架滑翔机上快速响应热敏电阻的精细分辨率温度数据,我们探索了不同垂直仓尺寸对探测到的温盐楼梯的影响。我们的算法建立在先前工作的基础上,提高了灵活性,并能够从盐度低的剖面中对楼梯进行分类。利用我们的结果,我们提出在保守的温度和绝对盐度下,温盐阶梯的发生率受到强背景垂直梯度的限制。
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引用次数: 1
Measuring electrical properties of the lower troposphere using enhanced meteorological radiosondes 利用增强型气象无线电探空仪测量对流层下层的电学特性
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-09-27 DOI: 10.5194/gi-2021-26
R. Harrison
Abstract. In atmospheric science, measurements above the surface have long been obtained by carrying instrument packages, radiosondes, aloft using balloons. Whilst occasionally used for research, most radiosondes – around one thousand are released daily – only generate data for routine weather forecasting. If meteorological radiosondes are modified to carry additional sensors, of either mass-produced commercial heritage or designed for a specific scientific application, a wide range of new measurements becomes possible. Development of add-on devices for standard radiosondes, whilst retaining the core meteorological use, is described here. Combining diverse sensors on a single radiosonde helps interpretation of findings, and yields economy of equipment, consumables and effort. A self-configuring system has been developed to allow different sensors to be easily combined, enhancing existing weather balloons and providing an emergency monitoring capability for airborne hazards. This research programme was originally pursued to investigate electrical properties of extensive layer clouds, and has expanded to include a wide range of balloon-carried sensors for solar radiation, cloud, turbulence, volcanic ash, radioactivity and space weather. For the layer cloud charge application, multiple soundings in both hemispheres have established that charging of extensive layer clouds is widespread, and likely to be a global phenomenon. This paper summarises the Christiaan Huygens medal lecture given at the 2021 European Geoscience Union meeting.
摘要在大气科学中,长期以来,地表以上的测量都是通过携带仪器包、无线电探空仪、利用气球升空来获得的。虽然偶尔用于研究,但大多数无线电探空仪(每天发布约1000个)仅为常规天气预报提供数据。如果对气象无线电探空仪进行改造,使其携带更多的传感器,无论是大规模生产的商业遗产,还是为特定的科学应用而设计的传感器,就有可能进行范围广泛的新测量。本文描述了标准无线电探空仪的附加装置的发展,同时保留了核心的气象用途。在单个无线电探空仪上结合多种传感器有助于解释发现结果,并节省设备、消耗品和工作量。一种自配置系统已经开发出来,允许不同的传感器容易地组合在一起,增强现有的气象气球,并提供对空中危险的紧急监测能力。这项研究计划最初是为了调查广泛层云的电学特性,现在已经扩展到包括广泛的气球携带传感器,用于太阳辐射、云、湍流、火山灰、放射性和空间天气。对于层云电荷的应用,在两个半球的多次探测已经确定,广泛的层云电荷是普遍存在的,并且可能是一个全球性的现象。本文总结了在2021年欧洲地球科学联盟会议上发表的克里斯蒂安·惠更斯奖章演讲。
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引用次数: 3
On the determination of ionospheric electron density profiles using multi-frequency riometry 用多频测距法测定电离层电子密度剖面
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-09-13 DOI: 10.5194/gi-2021-25
D. McKay, J. Vierinen, A. Kero, N. Partamies
Abstract. Radio wave absorption in the ionosphere is a function of electron density, collision frequency, radio wave polarisation, magnetic field and radio wave frequency. Several studies have used multi-frequency measurements of cosmic radio noise absorption to determine electron density profiles. Using the framework of statistical inverse problems, we investigated if an electron density altitude profile can be determined by using multi-frequency, dual-polarisation measurements. It was found that the altitude profile cannot be uniquely determined from a complete measurement of radio wave absorption for all frequencies and two polarisation modes. This implies that accurate electron density profile measurements cannot be ascertained using multi-frequency riometer data alone, but that the reconstruction requires a strong additional a priori assumption of the electron density profile, such as a parameterised model for the ionisation source. Nevertheless, the spectral index of the absorption could be used to determine if there is a significant component of hard precipitation that ionises the lower part of the D region, but it is not possible to infer the altitude distribution uniquely with this technique alone.
摘要电离层中的无线电波吸收是电子密度、碰撞频率、无线电波极化、磁场和无线电波频率的函数。一些研究已经使用宇宙无线电噪声吸收的多频率测量来确定电子密度分布。使用统计反问题的框架,我们研究了是否可以通过使用多频率、双极化测量来确定电子密度高度分布。研究发现,通过对所有频率和两种偏振模式的无线电波吸收的完整测量,不能唯一地确定海拔剖面。这意味着,仅使用多频测距仪数据无法确定精确的电子密度分布测量,但重建需要对电子密度分布进行强有力的额外先验假设,例如电离源的参数化模型。然而,吸收的光谱指数可以用来确定是否存在使D区下部电离的硬降水的重要成分,但仅凭这项技术不可能唯一地推断海拔分布。
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引用次数: 1
The fluxgate magnetometer of the Low Orbit Pearl Satellites (LOPS): overview of in-flight performance and initial results 低轨道珍珠卫星(LOPS)磁通门磁强计:飞行性能概述和初步结果
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-09-09 DOI: 10.5194/GI-10-227-2021
Ye Zhu, A. Du, H. Luo, Qiao Donghai, Ying Zhang, Y. Ge, Jiefeng Yang, Sun Shuquan, Zhao-Qing Lin, J. Ou, Zhifan Guo, Lin Tian
Abstract. The Low Orbit Pearl Satellite series consists of sixconstellations, with each constellation consisting of three identicalmicrosatellites that line up just like a string of pearls. The firstconstellation of three satellites were launched on 29 September 2017, withan inclination of ∼ 35.5∘ and ∼ 600 kmaltitude. Each satellite is equipped with three identical fluxgatemagnetometers that measure the in situ magnetic field and its low-frequency fluctuations in the Earth's low-altitude orbit. The triple sensorconfiguration enables separation of stray field effects generated by thespacecraft from the ambient magnetic field (e.g., Zhang et al., 2006). Thispaper gives a general description of the magnetometer including the instrumentdesign, calibration before launch, in-flight calibration, in-flight performance, and initial results. Unprecedented spatial coverageresolution of the magnetic field measurements allow for the investigation of thedynamic processes and electric currents of the ionosphere and magnetosphere,especially for the ring current and equatorial electrojet during bothquiet geomagnetic conditions and storms. Magnetic field measurements from LOPS could be important for studyingthe method to separate their contributions of the Magnetosphere-Ionosphere (M-I) current system.
摘要低轨道珍珠卫星系列由六个星座组成,每个星座由三颗相同的微卫星组成,就像一串珍珠。首个卫星星座于2017年9月29日发射,卫星倾角为~ 35.5°,高度为~ 600度。每颗卫星都配备了三个相同的磁通门磁力计,用于测量地球低空轨道上的原位磁场及其低频波动。三重传感器配置可以将航天器产生的杂散场效应与环境磁场分离(例如,Zhang等人,2006)。本文介绍了磁力计的总体设计、发射前的校准、飞行中校准、飞行中性能和初始结果。磁场测量的空前空间覆盖分辨率允许研究电离层和磁层的动态过程和电流,特别是在安静地磁条件和风暴期间的环电流和赤道电喷流。LOPS的磁场测量对于研究分离它们对磁层-电离层(M-I)电流系统的贡献的方法是重要的。
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引用次数: 2
Accounting for meteorological effects in the detector of the charged component of cosmic rays 在宇宙射线的带电成分的探测器中计算气象效应
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-09-08 DOI: 10.5194/GI-10-219-2021
M. Philippov, V. Makhmutov, G. Bazilevskaya, F. Zagumennov, V. Fomenko, Y. Stozhkov, A. Orlov
Abstract. In this paper, we discuss the influence of meteorological effectson the data of the ground installation CARPET, which is a detector of thecharged component of secondary cosmic rays (CRs). This device is designed inthe P.N. Lebedev Physical Institute (LPI, Moscow, Russia) and installed atthe Dolgoprudny scientific station (Dolgoprudny, Moscow region;55.56∘ N, 37.3∘ E; geomagnetic cutoff rigidity (Rc = 2.12 GV) in 2017. Based on the data obtained in 2019–2020, the barometricand temperature correction coefficients for the CARPET installation weredetermined. The barometric coefficient was calculated from the data of thebarometric pressure sensor included in the installation. To determine thetemperature effect, we used the data of upper-air sounding of the atmosphereobtained by the Federal State Budgetary Institution “Central AerologicalObservatory” (CAO), also located in Dolgoprudny. Upper-air sounds launchtwice a day and can reach an altitude of more than 30 km.
摘要本文讨论了气象效应对二次宇宙射线(CRs)带电成分探测地面装置CARPET数据的影响。这个装置是在列别捷夫物理研究所(LPI,莫斯科,俄罗斯)设计的,安装在多尔戈普鲁德尼科学站(多尔戈普鲁德尼,莫斯科地区);55.56°N, 37.3°E;2017年地磁截止刚度Rc = 2.12 GV。根据2019-2020年的数据,确定了CARPET安装的气压和温度校正系数。根据安装的气压传感器的数据计算气压系数。为了确定温度效应,我们使用了同样位于多尔戈普鲁德尼的联邦国家预算机构“中央气象台”(CAO)获得的大气高空探测数据。高空声音每天发射两次,可以达到30公里以上的高度。
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引用次数: 2
Observation of the rock slope thermal regime, coupled with crackmeter stability monitoring: initial results from three different sites in Czechia (central Europe) 岩石边坡热状态观察,结合裂纹计稳定性监测:来自捷克(中欧)三个不同地点的初步结果
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-09-06 DOI: 10.5194/gi-10-203-2021
O. Racek, J. Blahůt, F. Hartvich
Abstract. This paper describes a newly designed, experimental, and affordable rock slope monitoring system. This system is being used to monitor three rock slopes in Czechia for a period of up to 2 years. The instrumented rock slopes have different lithology (sandstone, limestone, and granite), aspect, and structural and mechanical properties. Induction crackmeters monitor the dynamic of joints, which separate unstable rock blocks from the rock face. This setup works with a repeatability of measurements of 0.05 mm. External destabilising factors (air temperature, precipitation, incoming and outgoing radiation, etc.) are measured by a weather station placed directly within the rock slope. Thermal behaviour in the rock slope surface zone is monitored using a compound temperature probe, placed inside a 3 m deep subhorizontal borehole, which is insulated from external air temperature. Additionally, one thermocouple is placed directly on the rock slope surface. From the time series measured to date (the longest since autumn 2018), we are able to distinguish differences between the annual and diurnal temperature cycles of the monitored sites. From the first data, a greater annual joint dynamic is measured in the case of larger blocks; however, smaller blocks are more responsive to short-term diurnal temperature cycles. Differences in the thermal regime between the sites are also recognisable and are caused mainly by different slope aspect, rock mass thermal conductivity, and colour. These differences will be explained by the statistical analysis of longer time series in the future.
摘要本文介绍了一种新设计的、实验性的、价格合理的岩石边坡监测系统。该系统用于监测捷克的三个岩石边坡,监测期长达2年。仪器化岩石边坡具有不同的岩性(砂岩、石灰岩和花岗岩)、形态以及结构和力学性质。感应式裂缝仪监测节理的动态,将不稳定的岩石块体与岩石表面分离。该设置的测量重复性为0.05 mm。外部不稳定因素(气温、降水、进出辐射等)由直接放置在岩石边坡内的气象站测量。使用复合温度探头监测岩石坡面区域的热行为,该探头位于3 m深的亚水平钻孔,与外部空气温度隔绝。此外,一个热电偶直接放置在岩石坡面上。根据迄今为止测量的时间序列(自2018年秋季以来最长的时间序列),我们能够区分监测点的年温度周期和日温度周期之间的差异。根据第一个数据,在较大区块的情况下,测量到更大的年度节理动态;然而,较小的区块对短期昼夜温度循环的反应更大。现场之间的热状况差异也是可以识别的,主要是由不同的坡向、岩体热导率和颜色引起的。这些差异将在未来通过更长时间序列的统计分析来解释。
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引用次数: 4
Passive seismic experiment “AniMaLS” in the Polish Sudetes (NE Variscides) 波兰苏台德地区的被动地震实验“动物”
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-09-02 DOI: 10.5194/GI-10-183-2021
Monika Bociarska, Julia Rewers, D. Wójcik, W. Materkowska, P. Środa
Abstract. The paper presents information about the seismicexperiment “AniMaLS” which aims to provide a new insight into the crust andupper mantle structure beneath the Polish Sudetes (NE margin of the Variscanorogen). The seismic network composed of 23 temporary broadband stations wasoperated continuously for about 2 years (October 2017 to October 2019).The dataset was complemented by records from eight permanent stations located inthe study area and in the vicinity. The stations were deployed with aninter-station spacing of approximately 25–30 km. As a result, recordings oflocal, regional and teleseismic events were obtained. We describe the aimsand motivation of the project, the station deployment procedure, as well asthe characteristics of the temporary seismic network and of the permanentstations. Furthermore, this paper includes a description of important issueslike data transmission setup, status monitoring systems, data qualitycontrol, near-surface geological structure beneath stations and related siteeffects, etc. Special attention was paid to verification of correctorientation of the sensors. The obtained dataset will be analysed usingseveral seismic interpretation methods, including analysis of seismicanisotropy parameters, with the objective of extending knowledge about thelithospheric and sublithospheric structure and the tectonic evolution ofthe study area.
摘要本文介绍了“动物”地震实验的信息,该实验旨在提供对波兰苏台德(万里海造山带东北缘)地壳和上地幔结构的新认识。由23个临时宽带台站组成的地震台网连续运行约2年(2017年10月至2019年10月)。该数据集由位于研究区及其附近的八个常设站点的记录补充。这些台站之间的间距约为25-30公里。结果,获得了本地、区域和远震事件的记录。本文介绍了该项目的目的和动机,台站部署程序,以及临时地震台网和常设台站的特点。此外,本文还介绍了数据传输设置、状态监测系统、数据质量控制、站下近地表地质构造及相关场地效应等重要问题。特别注意的是验证传感器的正确方向。获得的数据集将使用几种地震解释方法进行分析,包括地震各向异性参数分析,目的是扩展对岩石圈和亚岩石圈结构以及研究区构造演化的认识。
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引用次数: 1
Production of Definitive Data from Indonesian Geomagnetic Observatories 印度尼西亚地磁观测站的最终数据制作
IF 1.8 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-08-18 DOI: 10.5194/gi-2021-4
R. Margiono, C. Turbitt, C. Beggan, K. Whaler
Abstract. Measurement of the geomagnetic field in Indonesia is undertaken by the Meteorology, Climatology and Geophysics Agency (BMKG). Routine activities at each observatory include the determination of declination, inclination and total field using absolute and variation measurements. The oldest observatory is Tangerang (TNG), started in 1964, followed by Tuntungan (TUN) in 1980, Tondano (TND) in 1990, Pelabuhan Ratu (PLR) and Kupang (KPG) in 2000 and Jayapura (JAY) in 2012. One of the main obligations of a geomagnetic observatory is to produce final measurements, released as definitive data, for each year and make them widely available both for scientific and non-scientific purposes, for example to the World Data Centre of Geomagnetism (WDC-G). Unfortunately, some Indonesian geomagnetic observatories do not share their data to the WDC and often have difficulty in producing definitive data. In addition, some more basic problems still exist such as low quality data due to man-made or instrumental noise, a lack of data processing knowledge, and limited observer training. In this study, we report on the production of definitive data from Indonesian observatories and some recommendations are provided about how to improve the data quality. These methods and approaches are applicable to other institutes seeking to enhance their data quality and scientific utility for example in main field modelling or space weather monitoring.
摘要印度尼西亚的地磁场测量是由气象、气候学和地球物理局(BMKG)进行的。每个天文台的日常工作包括使用绝对和变化测量来确定赤纬、倾角和总场。最古老的天文台是坦格朗(TNG),于1964年开始,其次是屯干(TUN)于1980年,东达诺(TND)于1990年,佩拉布汉拉图(PLR)和库邦(KPG)于2000年和查亚普拉(JAY)于2012年。地磁观测站的主要义务之一是每年产生最终测量结果,作为确定数据发布,并使其广泛用于科学和非科学目的,例如提供给世界地磁数据中心(WDC-G)。不幸的是,一些印度尼西亚地磁观测站不向世界数据中心分享它们的数据,而且常常难以产生确定的数据。此外,一些更基本的问题仍然存在,如人为或仪器噪声导致的数据质量低,缺乏数据处理知识,以及有限的观察者训练。在本研究中,我们报告了印度尼西亚天文台的确定数据的产生,并就如何提高数据质量提出了一些建议。这些方法和办法也适用于寻求提高其数据质量和科学效用的其他研究所,例如在主要实地建模或空间天气监测方面。
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引用次数: 1
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