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A Task Offloading Strategy Based on Multi-Agent Deep Reinforcement Learning for Offshore Wind Farm Scenarios
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作者 Zeshuang Song Xiao Wang +4 位作者 Qing Wu yanting Tao Linghua Xu Yaohua Yin jianguo yan 《Computers, Materials & Continua》 SCIE EI 2024年第10期985-1008,共24页
This research is the first application of Unmanned Aerial Vehicles(UAVs)equipped with Multi-access Edge Computing(MEC)servers to offshore wind farms,providing a new task offloading solution to address the challenge of... This research is the first application of Unmanned Aerial Vehicles(UAVs)equipped with Multi-access Edge Computing(MEC)servers to offshore wind farms,providing a new task offloading solution to address the challenge of scarce edge servers in offshore wind farms.The proposed strategy is to offload the computational tasks in this scenario to other MEC servers and compute them proportionally,which effectively reduces the computational pressure on local MEC servers when wind turbine data are abnormal.Finally,the task offloading problem is modeled as a multi-intelligent deep reinforcement learning problem,and a task offloading model based on MultiAgent Deep Reinforcement Learning(MADRL)is established.The Adaptive Genetic Algorithm(AGA)is used to explore the action space of the Deep Deterministic Policy Gradient(DDPG),which effectively solves the problem of slow convergence of the DDPG algorithm in the high-dimensional action space.The simulation results show that the proposed algorithm,AGA-DDPG,saves approximately 61.8%,55%,21%,and 33%of the overall overhead compared to local MEC,random offloading,TD3,and DDPG,respectively.The proposed strategy is potentially important for improving real-time monitoring,big data analysis,and predictive maintenance of offshore wind farm operation and maintenance systems. 展开更多
关键词 Offshore wind MEC task offloading MADRL AGA-DDPG
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Monitoring Zenithal Total Delays over the three different climatic zones from IGS GPS final products:A comparison between the use of the VMF1 and GMF mapping functions 被引量:4
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作者 Benachour Labib jianguo yan +2 位作者 Jean-Pierre Barriot Fangzhao Zhang Peng Feng 《Geodesy and Geodynamics》 2019年第2期93-99,共7页
The International GNSS Service(IGS) final products(ephemeris and clocks-correction) have made the GNSS an indispensable low-cost tool for scientific research, for example sub-daily atmospheric water vapor monitoring. ... The International GNSS Service(IGS) final products(ephemeris and clocks-correction) have made the GNSS an indispensable low-cost tool for scientific research, for example sub-daily atmospheric water vapor monitoring. In this study, we investigate if there is a systematic difference coming from the choice between the Vienna Mapping Function 1(VMF1) and the Global Mapping Function(GMF) for the modeling of Zenith Total Delay(ZTD) estimates, as well as the Integrated Precipitable Water Vapor(IPWV) estimates that are deduced from them. As ZTD estimates cannot be fully separated from coordinate estimates, we also investigated the coordinate repeatability between subsequent measurements.For this purpose, we monitored twelve GNSS stations on a global scale, for each of the three climatic zones(polar, mid-latitudes and tropical), with four stations on each zone. We used an automated processing based on the Bernese GNSS Software Version 5.2 by applying the Precise Point Positioning(PPP)approach, L3 Ionosphere-free linear combination, 7 cutoff elevation angle and 2 h sampling. We noticed an excellent agreement with the ZTD estimates and coordinate repeatability for all the stations w.r.t to CODE(the Center for Orbit Determination in Europe) and USNO(US Naval Observatory) products, except for the Antarctic station(Davis) which shows systematic biases for the GMF related results. As a final step, we investigated the effect of using two mapping functions(VMF1 and GMF) to estimate the IPWV,w.r.t the IPWV estimates provided by the Integrated Global Radiosonde Archive(IGRA). The GPS-derived IPWV estimates are very close to the radiosonde-derived IPWV estimates, except for one station in the tropics(Tahiti). 展开更多
关键词 International GNSS Service (IGS) VIENNA MAPPING FUNCTION 1 (VMF1) Global MAPPING FUNCTION (GMF) Precise Point Positioning (PPP) Zenith TOTAL DELAY (ZTD) Zenith Wet DELAY (ZWD) Integrated Precipitable Water Vapor (IPWV)
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An Independent Degree-eight Mars Gravity Field Model and the Expected Results from the Tianwen-1 Mission 被引量:2
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作者 Shanhong Liu Jianfeng Cao +3 位作者 jianguo yan Hao Huang Xie Li Jean-Pierre Barriot 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2023年第10期267-276,共10页
Tianwen-1 is China's first independent interplanetary exploration mission,targeting Mars,and includes orbiting,landing,and rover phases.Similar to previous Mars missions,the Tianwen-1 orbiter was designed for pola... Tianwen-1 is China's first independent interplanetary exploration mission,targeting Mars,and includes orbiting,landing,and rover phases.Similar to previous Mars missions,the Tianwen-1 orbiter was designed for polar orbits during the scientific mission period but has an exceptional eccentricity of approximately 0.59.We provide the first independent eight-degree Martian gravity field model in this paper,which was developed exclusively by a team working in China with our independent software as well,based on about two months of radiometric Doppler and range data from only the Tianwen-1 mission.This model is independent from the models created by the groups at NASA Jet Propulsion Laboratory and Goddard Space Flight Center in the United States,as well as the Centre National d'Etudes Spatiales in France.Furthermore,in order to optimize the engineering and scientific benefits,we proposed a number of potential orbits for the extended Tianwen-1 mission.In order to solve a higher-degree independent Mars gravity field model,the viability of modifying the perigee height was investigated,with the priority considerations of fuel savings and implementation hazards being controlled. 展开更多
关键词 GRAVITATION planets and satellites:fundamental parameters methods:observational
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Sensor fault-tolerant observer applied in UAV anti-skid braking control under control input constraint 被引量:1
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作者 Hui Sun jianguo yan +1 位作者 Yaohong Qu Jie Ren 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第1期126-136,共11页
This paper proposes a method for addressing the problem of sensor fault-tolerant control (FTC) for anti-skid braking systems (ABSs). When the wheel velocity sensor of the ABS for unmanned aerial vehicles (UAVs) become... This paper proposes a method for addressing the problem of sensor fault-tolerant control (FTC) for anti-skid braking systems (ABSs). When the wheel velocity sensor of the ABS for unmanned aerial vehicles (UAVs) becomes faulty, wheel velocity failure and feedback instability may occur. Firstly, a fault diagnosis and isolation (FDI) method based on a sliding mode observer approach is introduced to detect and isolate the fault of the sensor. When the wheel velocity sensor is in healthy conditions, the observer works in a diagnosis mode. If faults occur in the sensor, it acts as a wheel velocity estimator. Secondly, an FTC strategy, adopting a feedback compensation structure, is designed with input control constraints. In addition, based on the FDI result, a terminal sliding mode (TSM) controller is designed to guarantee that slip-ratio tracks its appropriate reference values in situations where runways change conditions during landing. The control system switches automatically from control using a wheel velocity sensor to sensorless control mode, so the observer-based FTC scheme is established. It is logical that the ABS keeps observed-state and remains stable when the wheel velocity sensor is broken and during external disturbance. Finally, simulation results show the effectiveness of the proposed method. © 1990-2011 Beijing Institute of Aerospace Information. 展开更多
关键词 BRAKING Control systems Failure analysis Fault tolerance Feedback Sensorless control Sliding mode control Unmanned aerial vehicles (UAV) Velocity WHEELS
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An improved gravity method to horizontal tectonic stresses and its applications in Tibet 被引量:1
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作者 Chuang Xu Hangtao Yu +2 位作者 Chaolong Yao Jinbo Li jianguo yan 《Geodesy and Geodynamics》 2020年第6期468-473,共6页
It is significant for identifying mass movement patterns to invert horizontal tectonic stresses at different depths underneath Tibet.In recent years,a large number of achievements focusing on two-dimensional tectonic ... It is significant for identifying mass movement patterns to invert horizontal tectonic stresses at different depths underneath Tibet.In recent years,a large number of achievements focusing on two-dimensional tectonic stresses have been obtained from gravity data.However,three-dimensional tectonic stresses in Tibet are still unknown or debatable.Therefore,in the present study an improved method to multilayer horizontal tectonic stresses using gravity observations is developed.The inverted multilayer horizontal tectonic stresses are in agreement with those from previous studies.In addition,rich tectonic structure and development can be revealed from the inverted multilayer horizontal tectonic stresses:(1)the distribution of horizontal tectonic stresses at various depths shows strong correlation with that of the tectonic elements,where major faults and earthquake epicenters are corresponding with stress highs and the stable basins are consistent with stress lows.(2)the mass movement patterns of whole Tibet present clockwise,and the material movement directions in the west and east are approximately southnorth and east-west,respectively.(3)in eastern Tibet,the eastward materials caused by the south-north extrusion between Indian and Eurasian plates are divided into two parts by the stable Sichuan Block,one flowing nearly southeast and the other moving almost northeast.The inverted multilayer horizontal tectonic stresses may provide direct evidences for mass movement patterns in Tibet. 展开更多
关键词 GRAVITY Horizontal tectonic stresses TIBET MULTILAYER
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A new high-precision gravity solid tidal model for Precision Gravity Measurement Facility 被引量:1
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作者 Chuang Xu Rongrui Xu +1 位作者 Wenrui Zeng jianguo yan 《Geodesy and Geodynamics》 2020年第4期265-272,共8页
It is significant for establishing gravity datum to construct precise gravity solid tidal model,A simple method with relatively low performance is to interpolate tidal parameters from the global gravity solid tide mod... It is significant for establishing gravity datum to construct precise gravity solid tidal model,A simple method with relatively low performance is to interpolate tidal parameters from the global gravity solid tide models.A competitive approach is to determine local gravity solid tidal model by harmonic analysis using long-time serial gravity observations.In this paper a new high-precision gravity solid tidal model for Precision Gravity Measurement Facility is estimated from two co-site gravimeters in the cave laboratory using modern international standard data processing techniques,whose accuracy is evaluated further by comparing with previous publications.The results show that:(1)the determined gravity solid tidal models from two co-site gravimeters are in good agreement with each other,of which the maximum differences for amplitude factors and phase delays don’t exceed 0.01700%and 2.50990°,respectively.(2)the performance of the obtained gravity solid tidal model is 0.00411 for amplitude factors and 0.24120°for phase delays,which is a little better than that of previous publications using superconducting gravity data from Wuhan station.(3)our results and methods are corrective and effective.(4)our model is tiny different from that provided by Wuhan station,which implies that it is necessary to construct a gravity solid tidal model for Precision Gravity Measurement Facility,rather than just adopting existing models at Wuhan station.Our results are helpful in realizing the goal of Precision Gravity Measurement Facility. 展开更多
关键词 Gravity solid tidal model Precision gravity measurement facility Amplitude factor Phase delay
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Precise orbit determination for Tianwen-1 during mapping phase
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作者 Shanhong Liu Jing Kong +4 位作者 Jianfeng Cao Hao Huang Haijun Man jianguo yan Xie Li 《Astrodynamics》 EI CSCD 2024年第3期471-481,共11页
The mapping phase is a key stage of the Tianwen-1 orbiter. It has the longest exploration time and gathers abundant radio tracking data via the Chinese deep space network. Thus, it also provides opportunities for radi... The mapping phase is a key stage of the Tianwen-1 orbiter. It has the longest exploration time and gathers abundant radio tracking data via the Chinese deep space network. Thus, it also provides opportunities for radio science research topics such as the Mars gravity field model, ephemeris, and radio occultation experiments. At this stage, the need for imaging takes the highest priority, leading to frequent attitude adjustments for the spacecraft, which presents challenges for Precise Orbit Determination (POD). To improve the accuracy of the spacecraft’s orbit, this study analyzes the effects of arc length, the empirical acceleration, and the solar radiation pressure parameters on POD, considering the limited number of radio tracking observations. For one-day arcs, the POD is not able to adequately account for wheel off-loading and a few unknown forces with limited observations, but reasonable fitting is performed for the wheel off-loading occurring during tracking periods or the gap between two tracking periods. When extending the POD arc to three days, the estimated empirical acceleration can be well-fitted and reflects the aggregation feature, but the solar radiation pressure parameter has little impact on POD results. The root mean square of two-way range-rate residuals after POD is about 0.18-0.35 mm/s;the orbital position accuracy of 60% of the arcs is better than 100 m. 展开更多
关键词 empirical acceleration mapping phase precise orbit determination(POD) radio science
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月球重力场的确定与月面重力测量 被引量:5
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作者 李斐 郑翀 +4 位作者 郝卫峰 叶茂 邓青云 鄢建国 Jean-Pierre Brriota 《中国科学基金》 CSSCI CSCD 北大核心 2022年第6期851-858,共8页
本文简要介绍了月球重力场的获取历程及其在月球研究中的作用,包括具有代表性的月球重力场模型和在内部结构反演中的代表性成果。并针对目前月球重力场模型存在的一些问题,阐述了进行月面重力测量的重要性与必要性。通过对国内外重力仪... 本文简要介绍了月球重力场的获取历程及其在月球研究中的作用,包括具有代表性的月球重力场模型和在内部结构反演中的代表性成果。并针对目前月球重力场模型存在的一些问题,阐述了进行月面重力测量的重要性与必要性。通过对国内外重力仪的分析,结合我国的探月工程,对月面重力测量的可行性及前景进行了展望。 展开更多
关键词 月球重力场模型 重力仪 月面重力测量
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Functional Cure of Chronic Hepatitis B with Antiviral Treatment in Children having High-level Viremia and Normal or Mildly Elevated Serum Aminotransferase 被引量:5
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作者 Jing Li Peiyao Fan +11 位作者 Zhiqiang Xu Yi Dong Fuchuan Wang Weiguo Hong Jinfang Zhao Yinjie Gao jianguo yan Lili Cao Chao Zhang Shishu Zhu Fu-Sheng Wang Min Zhang 《Journal of Clinical and Translational Hepatology》 SCIE 2023年第5期1011-1022,共12页
Background and Aims:There is a lack of data supporting the notion that antiviral treatments can beneft children with chronic hepatitis B(CHB)having high viremia and normal or mildly elevated serum alanine aminotransfe... Background and Aims:There is a lack of data supporting the notion that antiviral treatments can beneft children with chronic hepatitis B(CHB)having high viremia and normal or mildly elevated serum alanine aminotransferase(ALT)levels.We aimed t analyze the efficacy of antiviral treatments in children with CHB and explore the factors associated with functional cure.Methods:Forty-eight children with CHB having high viremia and normal or mildly elevated serum ALT levels were screened in this real-world study.Thirty-two children received either interferon-alpha(IFN-α)monother-apy,IFN-a therapy with a nucleoside analog(NA)add-on,or IFN-α and NA combination therapy.The 16 children in the control group did not receive antiviral treatment.All 48 chil-dren were available for follow-up assessments for the entire 36-month study period.We identified a functional cure with respect to hepatitis B virus(HBV)DNA loss,loss/seroconver-sion of circulating hepatitis B e antigen(HBeAg),and loss of hepatitis B surface antigen(HBsAg)with or without serocon-version.Cox regression analysis was employed to evaluate the factors that may have influenced the functional cure.Re-sults:After 36 months,the cumulative functional cure rate was 56.25%(18/32)in the treated group and 0%(0/16)in the control group(p<0.001).In the treated group,the serum HBV DNA levels declined rapidly at the end of a 6-month visit and the cured children achieved a loss rate of 100%(18/18)within 16 months of beginning treatment,compared with 64.29%(9/14)of the uncured children(p<0.001).The rates of HBeAg seroconversion were significantly higher among the cured children than among the uncured children(p<0.001).All 16 children in the control group maintained high levels of serum HBV DNA and were positive for both serum HBeAg and HBsAg during the entire 36 months of the study period.Func tional cure was associated with younger ages(1-6 vs.7-14 years,p=0.013),CD8^(+)T lymphocyte counts(p=0.013),and B lymphocyte counts(p=0.003).No serious adverse events were observed.Conclusions:Antiviral treatment achieved a functional cure of CHB in a high proportion of children having high-level viremia and normal or mildly elevated ALT levels.Younger age and high peripheral lymphocyte counts were as sociated with this functional cure. 展开更多
关键词 Child HBV Chronic hepatitis B Antiviral therapy Functional cure
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Mapping of cropland,cropping patterns and crop types by combining optical remote sensing images with decision tree classifier and random forest 被引量:2
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作者 Aqil Tariq jianguo yan +2 位作者 Alexandre S.Gagnon Mobushir Riaz Khan Faisal Mumtaz 《Geo-Spatial Information Science》 SCIE EI CSCD 2023年第3期302-320,共19页
Mapping and monitoring the distribution of croplands and crop types support policymakers and international organizations by reducing the risks to food security,notably from climate change and,for that purpose,remote s... Mapping and monitoring the distribution of croplands and crop types support policymakers and international organizations by reducing the risks to food security,notably from climate change and,for that purpose,remote sensing is routinely used.However,identifying specific crop types,cropland,and cropping patterns using space-based observations is challenging because different crop types and cropping patterns have similarity spectral signatures.This study applied a methodology to identify cropland and specific crop types,including tobacco,wheat,barley,and gram,as well as the following cropping patterns:wheat-tobacco,wheat-gram,wheat-barley,and wheat-maize,which are common in Gujranwala District,Pakistan,the study region.The methodology consists of combining optical remote sensing images from Sentinel-2 and Landsat-8 with Machine Learning(ML)methods,namely a Decision Tree Classifier(DTC)and a Random Forest(RF)algorithm.The best time-periods for differentiating cropland from other land cover types were identified,and then Sentinel-2 and Landsat 8 NDVI-based time-series were linked to phenological parameters to determine the different crop types and cropping patterns over the study region using their temporal indices and ML algorithms.The methodology was subsequently evaluated using Landsat images,crop statistical data for 2020 and 2021,and field data on cropping patterns.The results highlight the high level of accuracy of the methodological approach presented using Sentinel-2 and Landsat-8 images,together with ML techniques,for mapping not only the distribution of cropland,but also crop types and cropping patterns when validated at the county level.These results reveal that this methodology has benefits for monitoring and evaluating food security in Pakistan,adding to the evidence base of other studies on the use of remote sensing to identify crop types and cropping patterns in other countries. 展开更多
关键词 Sentinel-2 Random Forest CROPLAND crop types cropping patterns Decision Tree Classifier
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Illumination and regolith temperature at China's next candidate lunar landing site Shackleton crater 被引量:2
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作者 Zhen ZHONG jianguo yan +3 位作者 Huaiyu HE Qiling WEN Deyun LIU Jean-Pierre BARRIOT 《Science China Earth Sciences》 SCIE EI CAS CSCD 2023年第2期417-429,共13页
This study focuses on the illumination and temperature at China’s next lunar candidate landing site Shackleton crater.We used the NASA’s SPICE system to evaluate the terrain obscuration effect on real-time illuminat... This study focuses on the illumination and temperature at China’s next lunar candidate landing site Shackleton crater.We used the NASA’s SPICE system to evaluate the terrain obscuration effect on real-time illumination;the resulting illumination map resembles previous studies,validating the methodologies used in our study.In addition,we estimated an accumulated illumination map for the period of likely rover movement.The map indicates the illuminated inner wall of the Shackleton crater is close to 27%of the whole,meaning that the rover will likely receive solar radiation during its movement.Using the real-time illumination and the distributed 1-D thermal diffusion model,we continuously evaluated the regolith temperature for more than 20 years to stabilize the temperature,and selected the temperature of the end time as the initial value used in a thermal study set for July 20,2023 and May 8,2027.Our results indicate the temperature in the permanent shadow region remains nearly constant,thus validating the stability of our estimated initial temperature.Our results also indicate that the surface temperature is more sensitive to transient illumination,but the subsurface temperature is more likely to be associated with the accumulated illumination.This difference indirectly implies that the conductivity of the lunar regolith is inefficient.The locations receiving more solar radiation show a temperature larger than the threshold(~112 K)of ice stability.The permanently shadowed regions can be as cold as 25 K,and such extreme coldness is a hazard to the rover.There are suitable temperature locations which have a warm surface but cold subsurface to preserve water ice.To further ensure normal rover movement,we provided a map of suitable temperature sites and found that these locations exist not only in the Shackleton crater’s inner wall,but also outside the crater.We suggested four trade-off sampling sites with suitable temperatures and gradual slopes. 展开更多
关键词 Real-time illumination Regolith temperature Shackleton crater Map of landing site
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Understanding the Moon's internal structure through moonquake observations and remote sensing technologies 被引量:2
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作者 Weifeng HAO Fei LI +2 位作者 Chi XIAO jianguo yan Mao YE 《Science China Earth Sciences》 SCIE EI CAS CSCD 2018年第8期995-1006,共12页
Explorations for the interior structure of the Moon mainly involve three technologies: the early gravitational observations via circumlunar satellites, the moonquake observations during the Apollo period, and the rece... Explorations for the interior structure of the Moon mainly involve three technologies: the early gravitational observations via circumlunar satellites, the moonquake observations during the Apollo period, and the recent high-resolution remote sensing observations. Based on these technologies, we divided the development of the moon's interior structure into three stages. The first stage is the discovery of high-density anomalous masses(mascons) on the lunar surface with the low-order gravitational field models, which were obtained by observing perturbations of the early lunar orbital satellites. The second stage is the preliminary understanding of the layer structure with the help of moonquake observations during the Apollo period. The third stage is the deep understanding of the structure of the lunar crust, mantle, and core, with the use of high-resolution remote sensing data and the reassessment of moonquake data from the Apollo's mission. This paper gave detailed introduction and comments on different observation technologies, gathered data, and data processing techniques used at the three stages. In addition, this paper analyzed the current issues in the researches on the Moon's internal structure and discussed the prospects for future explorations. 展开更多
关键词 Moon Mascon Moonquake Remote sensing Lunar internal structure
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Adaptive vector field based accurate homing control of aerial delivery systems
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作者 Yiming GUO jianguo yan +2 位作者 Cihang WU Xiwei WU Bing XIAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第2期256-269,共14页
This paper investigates the homing control problem of a flexible aerial delivery system with external wind,at-mospheric turbulence,and aerodynamic uncertainties.An accurate homing control strategy is presented,consist... This paper investigates the homing control problem of a flexible aerial delivery system with external wind,at-mospheric turbulence,and aerodynamic uncertainties.An accurate homing control strategy is presented,consisting of a trajectory generation algorithm and a lateral tracking controller.A high-altitude trajectory generation is de-veloped with system characteristics explicitly considered to generate the desired trajectory for the aerial delivery control system design.It significantly compensates for the altitude deviation of the existing multiphase theory based trajectory generation methodologies.A novel adaptive vector field control law is then designed to accomplish the lateral tracking maneuvers.The key feature of the proposed method is that the complete lateral closed-loop control,including position and heading angle loops,is achieved in the presence of disturbances and dynamic uncertainties.The homing control with high landing accuracy is therefore achieved.Simulation and hardware-in-loop testing results are finally presented to validate the proposed method’s effectiveness compared to a conventional homing control scheme. 展开更多
关键词 Asymptotic stability Adaptive control Aerial delivery system Parafoil system Tracking control
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Volcanism and Deep Structures of the Moon
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作者 Jiannan Zhao Le Qiao +6 位作者 Feng Zhang Yuefeng Yuan Qian Huang jianguo yan Yuqi Qian Yongliao Zou Long Xiao 《Space(Science & Technology)》 EI 2023年第1期514-527,共14页
Volcanism is the most important endogenic geological process of the Moon,which is closely related to its internal structure and thermal history.Lunar volcanism is one of the most important topics for lunar science and... Volcanism is the most important endogenic geological process of the Moon,which is closely related to its internal structure and thermal history.Lunar volcanism is one of the most important topics for lunar science and explorations.Recent lunar orbital observations,in situ explorations,and sample return missions have returned a new generation of high-resolution datasets,which greatly enriched our knowledge of lunar volcanism.Here,we summarize recent advances in the duration and spatial distribution of lunar mare volcanism,as well as origin of volcanic landforms such as lava flows,sinuous rilles,lava tubes,domes,and cones.We proposed several outstanding problems in the study of temporal and spatial span of lunar volcanism,the formation mechanism of the varied volcanic landforms,and their relation with deep structures.To solve these problems,more in situ explorations and sample return missions from various volcanic units are needed. 展开更多
关键词 VOLCANIC enriched RETURN
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