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火星地形对大尺度气候影响的模拟研究:基于LMD.MARS和LMD_MM_MARS模式的全球和区域加密模拟 被引量:1
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作者 孙咏 吴海斌 +4 位作者 苏宝煌 秦小光 谭宁 丁林 Ehouarn MILLOUR 《第四纪研究》 北大核心 2025年第4期831-838,M0001,共9页
文章基于LMD.MARS和LMD_MM_MARS模式,研究了火星地形对大尺度气候的影响,从全球模拟与区域降尺度视角进行了分析。LMD.MARS模拟结果表明,地形效应对火星全球平均地表温度影响较小(升温约0.3℃),但显著调控区域温度,如南半球海拉斯盆地... 文章基于LMD.MARS和LMD_MM_MARS模式,研究了火星地形对大尺度气候的影响,从全球模拟与区域降尺度视角进行了分析。LMD.MARS模拟结果表明,地形效应对火星全球平均地表温度影响较小(升温约0.3℃),但显著调控区域温度,如南半球海拉斯盆地和北半球亚马逊平原升温明显,而南北半球高纬区域呈现相反的温度响应;此外,地形效应改变了火星地表风场,显著减弱南北高纬西风,中纬地区风场由经向风转为盛行西风,并在热带区域形成跨赤道气流,促进大气沙尘在南北半球间的传输。大气沙尘分布表现出纬度迁移,南半球海拉斯盆地大气沙尘减少明显,而南极附近高纬地区大气沙尘增加显著。LMD_MM_MARS模式开展的有无奥林匹斯山地形的区域降尺度模拟(180 km、 60 km和20 km分辨率)进一步揭示了奥林匹斯山地形仅对局地风场有增强作用,但对更大范围内气候影响有限。 展开更多
关键词 火星地形 LMD.mars LMD_MM_mars MOLA 奥林匹斯山 地表温度 大气环流 大气沙尘
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基于MARS的隧道工作面安全系数预测公式构建研究 被引量:1
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作者 满建宏 黄宏伟 +1 位作者 王飞阳 陈佳耀 《应用基础与工程科学学报》 北大核心 2025年第2期526-536,共11页
为解决山岭隧道工作面稳定性评估难题,提出一种快速高效的评估模型.收集文献中包括GSI、σ_(c)和m_(i)等关键参数在内的818组数据,得到σc与mi以及GSI与σc的相关系数;结合拉丁超立方抽样和解析解构建Ⅴ级围岩隧道工作面稳定性数据库;通... 为解决山岭隧道工作面稳定性评估难题,提出一种快速高效的评估模型.收集文献中包括GSI、σ_(c)和m_(i)等关键参数在内的818组数据,得到σc与mi以及GSI与σc的相关系数;结合拉丁超立方抽样和解析解构建Ⅴ级围岩隧道工作面稳定性数据库;通过MARS(Multivariate Adaptive Regression Splines)算法建立隧道工作面安全系数的预测公式,将其评估结果与施工现场相验证.对比分析表明:相比于岩体自身参数(σ_(c)、m_(i)和GSI),隧道的几何参数更能影响工作面的稳定性;该模型对各因素之间的复杂隐式关系具有良好的可解释性,可实现快速、准确、可靠的计算.因此,该评估模型更便于施工现场的应用,可为岩石隧道工作面稳定性的快速评估提供参考. 展开更多
关键词 工作面稳定性 相关系数 解析解 mars算法 拉丁超立方抽样 快速评估
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类MARS动态密码结构不可能差分区分器的自动化分析研究
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作者 沈霞民 沈璇 卜予彤 《计算机工程与应用》 北大核心 2025年第21期297-308,共12页
动态分组密码结构设计与安全性分析已成为当前密码学领域研究的热点,王念平等人提出了类MARS动态密码结构,其线性变换层可从{0,1}^(4)上多个线性双射中选取,并从抵抗线性分析角度得出控制参数取值为1111时,是该结构线性变换层的一种优... 动态分组密码结构设计与安全性分析已成为当前密码学领域研究的热点,王念平等人提出了类MARS动态密码结构,其线性变换层可从{0,1}^(4)上多个线性双射中选取,并从抵抗线性分析角度得出控制参数取值为1111时,是该结构线性变换层的一种优化设计。为进一步研究该设计在抵抗不可能差分分析的安全性能,将控制参数取值扩展成{0,1}^(4)上线性双射集合中的一个子集,同时为提高分析效率,利用轮函数双射性质、中间相错技术和矩阵表示方法,设计了基于矩阵刻画的不可能差分自动化搜索算法,逐一对子集中16种情形的不可能差分区分器潜在轮数分析对比,当控制参数取值为0011、0101、0110、1001、1010和1100时,此6种情形存在任意轮不可能差分区分器,其他10种情形区分器为有限轮,其中控制参数1101对应结构的不可能差分区分器轮数最短。研究得出,类MARS动态密码结构同一参数设置抵抗不同密码分析强度各不相同,抗线性分析优化设计从不可能差分分析的角度看并不是最优选择,在设计密码结构时不能选择存在任意长区分器的参数,应选取抗各类密码攻击综合性能较强的设计,且提出的自动化搜索算法有助于动态密码结构的分析研究。 展开更多
关键词 分组密码 mars动态密码结构 不可能差分分析 中间相错技术 矩阵表示 自动化搜索
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基于MARS的温度对内支撑影响敏感因素分析
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作者 韩晓峰 姬建民 《建筑技术》 2025年第19期2427-2432,共6页
采用正交试验结合有限元模型,研究温度对内支撑梁轴力及变形的影响。基于MARS模型分析温度变化过程中地下连续墙厚度、腰梁(冠梁)宽度、支护结构插入比、土体水平抗力比例系数、内支撑梁长度、内支撑梁水平间距6个因素对轴力变化及位移... 采用正交试验结合有限元模型,研究温度对内支撑梁轴力及变形的影响。基于MARS模型分析温度变化过程中地下连续墙厚度、腰梁(冠梁)宽度、支护结构插入比、土体水平抗力比例系数、内支撑梁长度、内支撑梁水平间距6个因素对轴力变化及位移变化的敏感性。结果表明:地下连续墙厚度、内支撑梁长度、内支撑梁水平间距对内支撑轴力变化都是敏感因素,腰梁(冠梁)宽度则是不敏感因素。影响围护结构位移变化量的敏感因素为支撑梁长度。 展开更多
关键词 mars 有限元 温度 内支撑 轴力 变形 敏感性
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Evidence for an ancient ocean on Mars
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作者 李全忠 《疯狂英语(新读写)》 2025年第3期38-40,76,共4页
1 A possible ancient shoreline has been found in the region of Mars explored by the Chinese rover,Zhurong,providing further evidence that an ocean may once have covered a vast area of the lowlands in the planet's ... 1 A possible ancient shoreline has been found in the region of Mars explored by the Chinese rover,Zhurong,providing further evidence that an ocean may once have covered a vast area of the lowlands in the planet's northern part.2 The rover landed in southern Utopia Planitia in May 2021 and remained active for almost a year.Researchers studying data from the rover have found clues of an ancient ocean or liquid water as recently as 400,000 years ago. 展开更多
关键词 Zhurong rover utopia planitia liquid water ancient ocean mars SHORELINE southern utopia planitia
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Multi-modular UAV for Mars exploration:A concept feasibility study
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作者 Djahid GUERAICHE Daniel ALBITAR +1 位作者 Konstantin FEDOROV Yihan YANG 《Chinese Journal of Aeronautics》 2025年第9期94-113,共20页
A brief concept study of a modular research aircraft with potential applications to Mars exploration is conducted.Considered are dimensional and mass constraints of a launch vehicle payload compartment,mission radius ... A brief concept study of a modular research aircraft with potential applications to Mars exploration is conducted.Considered are dimensional and mass constraints of a launch vehicle payload compartment,mission radius extension applying ground mobility and overall flight envelope extension using fixed-wing aerodynamics.Also,some lessons learned from NASA Mars Ingenuity flights are considered and addressed with few solutions.The modular system includes a fixed-wing design along with a number of smaller autonomous quadcopter UAVs,encapsulated inside a geodesic spherical support through a gimbal mechanism for ground mobility.Analyzed is the feasibility of allocating to these mini drones both scout and mapping tasks of complex terrain such as crater walls,canyons and cave systems that might hold key insights into the planet's geologic history.Once docked with the mothership fixed wing,the mini drones serve as a distributed propulsion system,for vertical take-off and landing and control,completely replacing control surfaces on the flying wing itself,its engine and landing gear.CFD and structural simulations have demonstrated the flight-ability in Mars conditions of a flying wing design along with scout drone prototypes with a pentagon-hexagon geodesic shell.Also demonstrated is the great flexibility of the suggested modular approach for various research applications and mission profiles on Mars and other planets or moons,improving overall reliability and mission radius. 展开更多
关键词 Geodesic sphere Golberg polyhedron INGENUITY Low Reynolds number mars exploration Modular aircraft Multirotor Spherical drone
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MITM: A new Mars Ionosphere-Thermosphere Model
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作者 ZhiPeng Ren YunBo Liu +2 位作者 WeiXing Wan Yong Wei XinAn Yue 《Earth and Planetary Physics》 2025年第2期337-345,共9页
In this study, we present an innovative Mars Ionosphere-Thermosphere Model(MITM), which is a time-dependent, threedimensional(3-D) model that comprehensively represents the self-consistently coupled thermosphere and i... In this study, we present an innovative Mars Ionosphere-Thermosphere Model(MITM), which is a time-dependent, threedimensional(3-D) model that comprehensively represents the self-consistently coupled thermosphere and ionosphere of Mars within the altitude range of 70-300 km. The model incorporates an extensive range of parameters, including neutral number densities of CO_(2), CO,O, O_(2), N_(2), NO, N(^(2)D), N(^(4)S), Ar, and He;ion number densities of CO_(2)^(+), CO^(+), O^(+), O_(2)^(+), N_(2)^(+), NO^(+), N^(+) ions, and electrons;neutral temperature;and neutral wind fields. The MITM code employs a high-resolution grid system in a spherical geographical coordinate system, with a horizontal resolution of 5° latitude by 7.5° longitude. This altitude-resolved grid system enables accurate depiction of spatial variations in the Martian thermosphere and ionosphere. To showcase the capabilities of the MITM, we present two simulation cases: one during the equinox and another during the solstice. Both simulations reproduce key features of the Martian thermosphere and ionosphere including the characteristics of horizontal circulation, diurnal variations in chemical composition, and distribution of electron density. The MITM offers a robust framework for understanding the intricate interactions and processes that shape the Mars thermosphere and ionosphere,which are crucial for enhancing our understanding of Martian upper atmosphere and ionosphere. 展开更多
关键词 mars THERMOSPHERE IONOSPHERE MODELING
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Deep-operator-network-based Mars entry parametric bank angle profile optimization
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作者 Bo TANG Yanning GUO +2 位作者 Youmin GONG Jie MEI Weiren WU 《Chinese Journal of Aeronautics》 2025年第9期383-400,共18页
Rapid and reliable onboard optimization of bank angle profiles is crucial for mitigating uncertainties during Mars atmospheric entry.This paper presents a neural-network-accelerated methodology for optimizing parametr... Rapid and reliable onboard optimization of bank angle profiles is crucial for mitigating uncertainties during Mars atmospheric entry.This paper presents a neural-network-accelerated methodology for optimizing parametric bank angle profiles in Mars atmospheric entry missions.The methodology includes a universal approach to handling path constraints and a reliable solution method based on the Particle Swarm Optimization(PSO)algorithm.For illustrative purposes,a mission with the objective of maximizing terminal altitude is considered.The original entry optimization problem is converted into optimizing three coefficients for the bank angle profiles with terminal constraints by formulating a parametric Mars entry bank angle profile and constraint handling methods.The parameter optimization problem is addressed using the PSO algorithm,with reliability enhanced by increasing the PSO swarm size.To improve computational efficiency,an enhanced Deep Operator Network(Deep ONet)is used as a dynamics solver to predict terminal states under various bank angle profiles rapidly.Numerical simulations demonstrate that the proposed methodology ensures reliable convergence with a sufficiently large PSO swarm while maintaining high computational efficiency facilitated by the neural-network-based dynamics solver.Compared to the existing methodologies,this methodology offers a streamlined process,the reduced sensitivity to initial guesses,and the improved computational efficiency. 展开更多
关键词 Bank angle profile mars entry Neural networks Operator learning Particle swarm optimization
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Tempo-spatial distribution and formation mechanism of Recurring Slope Lineae on Mars
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作者 HE Jinxin YANG Yongbin +2 位作者 YANG Chen ZHANG Hanya ZHOU Junhong 《Global Geology》 2025年第3期186-198,共13页
Recurring Slope Lineae(RSL)are seasonally observed dark streaks on the Martian surface that exhibit distinct spatial and temporal distribution characteristics.Exploring their formation mechanisms can deepen our unders... Recurring Slope Lineae(RSL)are seasonally observed dark streaks on the Martian surface that exhibit distinct spatial and temporal distribution characteristics.Exploring their formation mechanisms can deepen our understanding of surface activity on Mars and provide scientific basis for future Mars exploration.This study aims to gain a comprehensive understanding of the spatial and temporal distribution characteristics and formation mechanisms of RSL by reviewing relevant literature and synthesizing various viewpoints and experimental results.RSL typically appear during warm seasons,disappear during cold seasons,and repeat over multiple Martian years.The formation mechanisms can be broadly categorized into three types:dry mode,wet mode,and mixed mode.However,a definitive explanation for the formation of RSL is still lacking,and both the dry and wet models have their respective limitations.It is likely that the formation of RSL is the result of the combined action of multiple mechanisms.The next step should be to search for terrestrial analogs of RSL and conduct research at high spatial and temporal resolutions to understand the forming processes of RSL. 展开更多
关键词 mars Recurring Slope Lineae Tempo-spatial distribution formation mechanism
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Statistical properties of hot flow anomalies around Mars
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作者 MingYu Wu HeYin Wang +7 位作者 Lei Wang GuoQiang Wang SuDong Xiao YangJun Chen Qi Lü Peng E AiMin Du TieLong Zhang 《Earth and Planetary Physics》 2025年第4期891-903,共13页
Hot flow anomalies(HFAs)are not only a terrestrial phenomenon,but also a solar-system-wide phenomenon,one that can cause significant perturbations in planetary magnetospheres and ionospheres.In this study,based on the... Hot flow anomalies(HFAs)are not only a terrestrial phenomenon,but also a solar-system-wide phenomenon,one that can cause significant perturbations in planetary magnetospheres and ionospheres.In this study,based on the observations of Mars Atmosphere and Volatile EvolutioN(MAVEN)mission in the region upstream of the Martian bow shock from the year 2014 to 2020,we have investigated the statistical properties of HFAs around Mars.Our results show that HFAs can be found in a wide region of Mars,from the dayside to the terminator region.On average,these HFAs last 63 seconds,with a thickness of 28 local proton gyroradii.They are more prevalent when the ambient solar wind is denser and faster,and usually occur when the interplanetary magnetic field magnitude is between 1-4 nT.Martian HFAs can also lead to solar wind dynamics multiplying in pressure by factors of ten within only tens of seconds,which could significantly influence the heights of the Martian ionopause and induced magnetosphere boundary.By comparing HFAs around Earth,we suggest that these phenomena are primarily governed by solar wind dynamics rather than local planetary conditions. 展开更多
关键词 magnetic fields mars solar wind hot flow anomaly
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Recent progress in studying orbital forcing of late Amazonian climate changes on Mars from Polar Layered Deposits
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作者 Xiang Li Xu Wang XiaoGuang Qin 《Earth and Planetary Physics》 2025年第2期435-443,共9页
The polar layered deposits(PLD) of Mars can provide deep insight into paleoclimate changes over the planet's last several million years. Since the 1960s, researchers have studied almost all aspects of Martian PLD ... The polar layered deposits(PLD) of Mars can provide deep insight into paleoclimate changes over the planet's last several million years. Since the 1960s, researchers have studied almost all aspects of Martian PLD properties, searching for patterns that might reveal periodic characteristics of the planet's climate history. Although much progress has been made in our understanding of orbital periodicities reflected in the PLD, questions remain regarding how Martian orbital changes have affected the formation of the PLD and regarding the extent of climate information that is recorded in the PLD. Future studies of PLD should be carried out via integrated research that targets multi-profiles throughout the entire Martian polar regions that would clarify their general features at the hemisphere scale. Numerical modeling, coupled with modern observations of dust and water vapor transportation, should greatly advance our understanding of planetary climate evolution. Furthermore, future landing missions may help to clarify the paleoclimatic characteristics reflected in the PLD by drilling into these layered deposits and measuring mineralogical and geochemical compositions of the drilled samples. 展开更多
关键词 mars Polar Layered Deposits(PLD) climate change orbital forcing
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Autonomous Spacecraft Formation Flying Implementation Near Mars Synchronous Orbit Based on Fuzzy Logic Control
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作者 BIYOGO NCHAMA Vicente Angel Obama HASAN Mehedi +1 位作者 MASUM Sajjad Hossain SHI Peng 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第S1期1-11,共11页
In response to the need for a supportive on-orbit platform for future Mars exploration missions,this paper proposes the design and implementation of an autonomous spacecraft formation flying system near the Martian sy... In response to the need for a supportive on-orbit platform for future Mars exploration missions,this paper proposes the design and implementation of an autonomous spacecraft formation flying system near the Martian synchronous orbit using fuzzy learning-based intelligent control.A detailed analysis of spacecraft relative motion in the Mars environment is conducted,deducing the necessary conditions to reach the Martian synchronous orbit constraints.The modified Clohessy-Wiltshire(C-W)equation with Martian J_(2)(Oblateness index)perturbation is used as a reference to design a fuzzy learning-based intelligent and robust nonlinear control approach,which helps to autonomously track the desired formation configuration and stabilizes it.An introduction to spacecraft propulsion mechanisms is provided to analyze the feasibility of using electrical thrusters for spacecraft formation configuration tracking and stabilization in Martian synchronous orbits.The simulations show the effectiveness of the proposed control system for long-term on-orbit operations and reveal its reliability for designing intelligent deep-space formation flying configurations,such as an autonomous Mars observatory,a Martian telescope,or an interferometer. 展开更多
关键词 mars space station spacecraft formation flying fuzzy logic-based spacecraft formation control intelligent control
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Mars Express observations of the stretch effect of mini-magnetospheres formed by crustal fields on the Martian bow shock location
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作者 LiHui Chai MengDan Guo 《Earth and Planetary Physics》 2025年第6期1171-1176,共6页
The strong crustal magnetic fields significantly alter the structure of the Martian space environment,including all plasma boundaries.The stretches of mini-magnetospheres formed by crustal fields from the location of ... The strong crustal magnetic fields significantly alter the structure of the Martian space environment,including all plasma boundaries.The stretches of mini-magnetospheres formed by crustal fields from the location of the Martian bow shocks were first found from the Mars Atmosphere and Volatile EvolutioN(MAVEN)observations.The present study aims to test whether this effect is also present in the shocks observed by Mars Express(MEX).We find that the bow shocks above the crustal field regions are enlarged,resulting in a north−south asymmetry and a longitude dependence in the shock size.The longitude dependence is more pronounced for near-subsolar shocks,and more dispersed for near-terminator shocks.The enlarged shocks are also observed to have shifted tailward from the longitudes of the strongest crustal fields.Due to a dawnside bias in MEX shock crossings,the enlarged shocks generally display a westward shift from the strongest crustal field region.These results confirm that stretches of the mini-magnetosphere are also present in the MEX shock observations. 展开更多
关键词 mars bow shock crustal fields
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Mars Clocks and other novel analog clocks,using Earth Standard Seconds
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作者 Eric Wim Flesch Reggis Eric Sanders 《Astronomical Techniques and Instruments》 2025年第3期210-217,共8页
We present analog clocks fitted to the Mars solar day.These clocks use the standard Earth-based second of the International System of Units(SI)as their operational unit of time,unlike current practice for Mars timekee... We present analog clocks fitted to the Mars solar day.These clocks use the standard Earth-based second of the International System of Units(SI)as their operational unit of time,unlike current practice for Mars timekeeping.We discuss the importance of preserving the SI second.On this basis,we identify the two analog clocks most suitable for public use by a future Mars population.These are a 20-hour clock with a hand motion similar to that of the standard Earth clock,and a 24-hour clock with a novel“Martian”hand motion which strikes the hour when all 3 hands converge onto that hour mark on the dial.Both clocks have Earth-day equivalents to assist learning.We also present a 24-hour“SpaceClock”,similar to the Martian clock but with no favored reference plane,hence equally readable from any viewing orientation. 展开更多
关键词 CLOCK mars
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Snow and regolith albedo variations using CRISM data at McMurdo crater,Mars
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作者 Sehajpal Singh Deepak Singh 《Earth and Planetary Physics》 EI CAS CSCD 2024年第2期338-355,共18页
The cryosphere component provides the most reliable and insightful indications of any planet’s climate dynamics.Using data from the Compact Reconnaissance Imaging Spectrometer for Mars(CRISM),we develop a novel appro... The cryosphere component provides the most reliable and insightful indications of any planet’s climate dynamics.Using data from the Compact Reconnaissance Imaging Spectrometer for Mars(CRISM),we develop a novel approach to determining the broadband Visible and Near Infrared(VNIR)albedo of the Martian surface.This study focuses on albedo changes in the McMurdo crater,part of Mars’s south polar layer deposits.We compare seasonal and interannual variations of the McMurdo surface albedo before,during,and after the Global Dust Storm(GDS)of Martian Year(MY)34.As the seasons progressed from spring to summer,the mean albedo in MY 32 and 34 plunged by over 40%,by about 35%in MY 33,and by slightly more than 30%in MY 35.Compared interannually,however,mean albedo values within both seasons(spring and summer)exhibited no significant differences in those same years.Notably,interannual albedo difference maps reveal albedo variation of more than±0.3 in certain regions of the crater.Considering only snow-covered pixels,interannual albedo differences suggest that Mars dust had a pervasive impact on Mars’s cryosphere.Variations in maximum and minimum albedo values as high as 0.5 were observed,depending upon differences in the dust levels in Martian snow/ice.The maximum and the minimum snow albedo values were lowest in MY 34,indicating the effect of the intense dust storm event that year.The average snow albedo decreased from 0.45 in MY 32 to 0.40 in MY 33 and to 0.33 in MY 34,and then rose back to 0.40 in MY 35.This trajectory suggests a temporary deposition of dust,partially reversed after the GDS by self-cleaning mechanisms(local aeolian process and CO_(2)sublimation/deposition cycle). 展开更多
关键词 mars Martian ice ALBEDO dust storm mars surface Martian climate
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Research on internal gravity waves in the Martian atmosphere based on Tianwen-1 and Mars Global Surveyor occultation data
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作者 Luo Xiao CunYing Xiao +2 位作者 Xiong Hu ZeWei Wang XiaoQi Wu 《Earth and Planetary Physics》 EI CAS CSCD 2024年第6期890-898,共9页
Internal gravity waves(IGWs)are critical in driving Martian atmospheric motion and phenomena.This study investigates Martian IGWs by using high-resolution data from China’s Tianwen-1 mission and the National Aeronaut... Internal gravity waves(IGWs)are critical in driving Martian atmospheric motion and phenomena.This study investigates Martian IGWs by using high-resolution data from China’s Tianwen-1 mission and the National Aeronautics and Space Administration’s Mars Global Surveyor(MGS)by the radio occultation(RO)technique.Key IGW parameters,such as vertical and horizontal wavelengths,intrinsic frequency,and energy density,are extracted based on vertical temperature profiles from the Martian surface to~50 km altitude.Data reveal that the Martian IGWs are predominantly small-scale waves,with vertical wavelengths between 6 and 13 km and horizontal wavelengths extending to thousands of kilometers.These waves propagate almost vertically and exhibit low intrinsic frequencies close to the inertial frequency,with the characteristic of low-frequency inertial IGWs.Tianwen-1 data indicate stronger IGW activity,higher energy density,and less dissipation than MGS data in the northern hemisphere.Moreover,MGS data in the southern hemisphere show higher buoyancy frequencies and lower vertical wavelengths,suggesting more stable atmospheric conditions conducive to IGW propagation.These extracted IGW characteristics can enhance our understanding of the atmospheric dynamics on Mars and contribute valuable information for parameterization in global circulation models. 展开更多
关键词 internal gravity waves mars Tianwen-1 mars Global Surveyor radio occultation
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基于MARS的岩石抗拉强度预测模型 被引量:1
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作者 徐国权 王鑫瑀 《长江科学院院报》 CSCD 北大核心 2024年第2期135-141,共7页
将无损检测技术与机器学习相结合,通过建立预测模型来快速确定岩石抗拉强度已经成为热门研究方向之一。为了建立预测模型,提出一种基于多元自适应回归样条(MARS)的数据驱动建模技术,用于岩石抗拉强度预测。共收集了80组试验数据,包括施... 将无损检测技术与机器学习相结合,通过建立预测模型来快速确定岩石抗拉强度已经成为热门研究方向之一。为了建立预测模型,提出一种基于多元自适应回归样条(MARS)的数据驱动建模技术,用于岩石抗拉强度预测。共收集了80组试验数据,包括施密特回弹数、干密度、点荷载强度指数以及巴西抗拉强度。所有数据被随机分为2个部分,其中70%的数据用于训练模型,剩余30%的数据用于测试模型性能。同时开发了人工神经网络、支持向量机和决策树3种数据驱动模型。选择了4种常用的模型性能评价指标,分别为均方根误差、平均绝对误差、相关系数和决定系数,以此来对所开发模型的预测性能进行比较。结果表明:所开发的智能模型均能够提供较高的预测精度,其中MARS模型性能优于其他3种模型,支持向量机和人工神经网络模型次之,决策树模型相对较差。值得一提的是,MARS模型能够通过方差分析来评估每个变量的相对重要性。研究成果有助于快速确定岩石抗拉强度。 展开更多
关键词 岩石力学 抗拉强度 多元自适应回归样条(mars) 机器学习 预测模型
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Evaluating the biosignature potential of ammonium in Proterozoic red beds and implications for the search for life on Mars
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作者 Eva E.Stüeken Philip Fralick +1 位作者 Stephen Hillier Anthony R.Prave 《Earth and Planetary Physics》 EI CAS CSCD 2024年第6期836-853,共18页
Over the past two decades,it has become increasingly apparent that early Mars may once have been warmer,wetter and more habitable for microbial life than it is today,which has spurred discussions about potential biosi... Over the past two decades,it has become increasingly apparent that early Mars may once have been warmer,wetter and more habitable for microbial life than it is today,which has spurred discussions about potential biosignatures that may be preserved in Martian sediments.An impediment to this line of research is the pervasive oxidation of Mars’surface due to photochemical oxidants that have likely destroyed remnants of organic matter.Here,we investigate whether nitrogen(N)transferred from biomass to phyllosilicate minerals during diagenesis can be preserved in oxidized mudrocks.We investigate two sequences of terrestrial Proterozoic red beds,namely the Sibley Group(1.4 Ga)in Canada and the Stoer Group(1.2 Ga)in Scotland,and we find enrichments in authigenic N in the range of several tens of ppm in both units.The highest concentrations(ca.100 ppm on average)are found in the most desiccated red beds of the Stoer Group,concurrent with enrichments in potassium(K).We discuss similarities and differences between the two sets of rocks with regards to salinity,pH,biological productivity and K-metasomatism,and we conclude that the ideal mechanism for the preservation of biogenic N in red beds may be in-situ release of ammonium from microbial mats into the clay substrate,possibly facilitated by early diagenetic,biologically induced illitization.Illite and smectite have been observed on Mars,and experiments suggest that Martian waters contained moderate amounts of dissolved K.Hence,it is conceivable that a similar K and N enrichment process could have occurred as to what we document for the Proterozoic,preserving evidence of life that may have survived to the modern day. 展开更多
关键词 red beds BIOSIGNATURE mars NITROGEN AMMONIUM clay minerals
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Quantifying the chemical composition of weathering products of Hainan basalts with reflectance spectroscopy and its implications for Mars
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作者 Xing Wu JiaCheng Liu +5 位作者 WeiChao Sun Yang Liu Joseph Michalski Wei Tan XiaoRong Qin YongLiao Zou 《Earth and Planetary Physics》 EI CAS CSCD 2024年第6期854-867,共14页
With the development of the hyperspectral remote sensing technique,extensive chemical weathering profiles have been identified on Mars.These weathering sequences,formed through precipitation-driven leaching processes,... With the development of the hyperspectral remote sensing technique,extensive chemical weathering profiles have been identified on Mars.These weathering sequences,formed through precipitation-driven leaching processes,can reflect the paleoenvironments and paleoclimates during pedogenic processes.The specific composition and stratigraphic profiles mirror the mineralogical and chemical trends observed in weathered basalts on Hainan Island in south China.In this study,we investigated the laboratory reflectance spectra of a 53-m-long drilling core of a thick basaltic weathering profile collected from Hainan Island.We established a quantitative spectral model by combining the genetic algorithm and partial least squares regression(GA-PLSR)to predict the chemical properties(SiO2,Al2O3,Fe2O3)and index of laterization(IOL).The entire sample set was divided into a calibration set of 25 samples and a validation set of 12 samples.Specifically,the GA was used to select the spectral subsets for each composition,which were then input into the PLSR model to derive the chemical concentration.The coefficient of determination(R2)values on the validation set for SiO2,Al2O3,Fe2O3,and the IOL were greater than 0.9.In addition,the effects of various spectral preprocessing techniques on the model accuracy were evaluated.We found that the spectral derivative treatment boosted the prediction accuracy of the GA-PLSR model.The improvement achieved with the second derivative was more pronounced than when using the first derivative.The quantitative model developed in this work has the potential to estimate the contents of similar weathering basalt products,and thus infer the degree of alteration and provide insights into paleoclimatic conditions.Moreover,the informative bands selected by the GA can serve as a guideline for designing spectral channels for the next generation of spectrometers. 展开更多
关键词 reflectance spectroscopy weathered basalts terrestrial analog quantitative retrieval mars
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Response of InSight resonance modes to environmental factors on Mars
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作者 LiFei Tian HuaJian Yao 《Earth and Planetary Physics》 EI CAS CSCD 2024年第4期579-588,共10页
The InSight(Interior Exploration using Seismic Investigations,Geodesy,and Heat Transport)mission has recorded continuous ambient noise signals with many spectral peaks since its landing in 2018.The majority of these p... The InSight(Interior Exploration using Seismic Investigations,Geodesy,and Heat Transport)mission has recorded continuous ambient noise signals with many spectral peaks since its landing in 2018.The majority of these peaks are modes produced by instrumental vibrations and are associated with environmental factors,such as temperature and wind energy fluctuations.Understanding how these modes react under various conditions is crucial because it aids in identifying their origins.In this study,we analyzed the three-component spectra of InSight recordings from sols 184–738 and obtained the horizontal-to-vertical spectral ratio(HVSR,also known as H/V)curves for different time intervals.The primary modes,such as those at 3.3 and 4.1 Hz,exhibited different behaviors,suggesting diverse origins.Some modes were sensitive to low temperature and some were sensitive to high temperature.Additionally,we investigated the influence of wind and temperature on the H/V curve.The peak frequency was mainly affected by temperature,whereas the H/V value was not associated with the temperature or wind only.Characterizing these modes and elucidating their origins are significant for processing signals from InSight and can provide valuable guidance for designing future planetary seismometers. 展开更多
关键词 mars INSIGHT spectral peaks H/V curve
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