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Rescheduling of observing spacecraft using fuzzy neural network and ant colony algorithm 被引量:21
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作者 Li Yuqing Wang Rixin Xu Minqiang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第3期678-687,共10页
This paper aims at rescheduling of observing spacecraft imaging plans under uncertainties. Firstly, uncertainties in spacecraft observation scheduling are analyzed. Then, considering the uncertainties with fuzzy featu... This paper aims at rescheduling of observing spacecraft imaging plans under uncertainties. Firstly, uncertainties in spacecraft observation scheduling are analyzed. Then, considering the uncertainties with fuzzy features, this paper proposes a fuzzy neural network and a hybrid rescheduling policy to deal with them. It then establishes a mathematical model and manages to solve the rescheduling problem by proposing an ant colony algorithm, which introduces an adaptive control mechanism and takes advantage of the information in an existing schedule. Finally, the above method is applied to solve the rescheduling problem of a certain type of earth-observing satellite. The computation of the example shows that the approach is feasible and effective in dealing with uncertainties in spacecraft observation scheduling. The approach designed here can be useful in solving the problem that the original schedule is contaminated by disturbances. 展开更多
关键词 Ant colony algorithm Planning and scheduling RESCHEDULING Spacecraft observing UNCERTAINTY
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UPF based autonomous navigation scheme for deep space probe 被引量:8
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作者 Li Peng Cui Hutao Cui Pingyuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第3期529-536,共8页
The autonomous "celestial navigation scheme" for deep space probe departing from the earth and the autonomous "optical navigation scheme" for encountering object celestial body are presented. Then,... The autonomous "celestial navigation scheme" for deep space probe departing from the earth and the autonomous "optical navigation scheme" for encountering object celestial body are presented. Then, aiming at the conditions that large initial estimation errors and non-Gaussian distribution of state or measurement errors may exist in orbit determination process of the two phases, UPF (unscented particle filter) is introduced into the navigation schemes. By tackling nonlinear and non-Gaussian problems, UPF overcomes the accuracy influence brought by the traditional EKF (extended Kalman filter), UKF (unscented Kalman filter), and PF (particle filter) schemes in approximate treatment to nonlinear and non-Gaussian state model and measurement model. The numerical simulations demonstrate the feasibility and higher accuracy of the UPF navigation scheme. 展开更多
关键词 control and navigation technology of aircraft nonlinear and non-Gaussian unscented particle filter autonomous orbit determination celestial navigation optical navigation.
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Initial pre-stress finding procedure and structural performance research for Levy cable dome based on linear adjustment theory 被引量:4
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作者 ZHANG Li-mei CHEN Wu-jun DONG Shi-lin 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第9期1366-1372,共7页
The cable-strut structural system is statically and kinematically indeterminate. The initial pre-stress is a key factor for determining the shape and load carrying capacity. A new numerical algorithm is presented here... The cable-strut structural system is statically and kinematically indeterminate. The initial pre-stress is a key factor for determining the shape and load carrying capacity. A new numerical algorithm is presented herein for the initial pre-stress finding procedure of complete cable-strut assembly. This method is based on the linear adjustment theory and does not take into account the material behavior. By using this method,the initial pre-stress of the multi self-stress modes can be found easily and the cal-culation process is simplified and efficient also. Finally,the initial pre-stress and structural performances of a particular Levy cable dome are analyzed comprehensively. The algorithm has proven to be efficient and correct,and the numerical results are valuable for practical design of Levy cable dome. 展开更多
关键词 Linear adjustment theory Cable-strut structure Initial pre-stress Levy cable dome Structural performances analysis
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Experimental and Stowing/Deploying Dynamical Simulation of Lenticular Carbon Fiber Reinforced Polymer Thin-Walled Tubular Space Boom 被引量:2
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作者 李瑞雄 陈务军 付功义 《Journal of Shanghai Jiaotong university(Science)》 EI 2012年第1期58-64,共7页
The stowing and deploying experiment was conducted for three 700 mm long thin-walled tubes,and the structural behavior characteristics parameters were measured clearly,including strain,deformation and wrapping moment.... The stowing and deploying experiment was conducted for three 700 mm long thin-walled tubes,and the structural behavior characteristics parameters were measured clearly,including strain,deformation and wrapping moment.3D finite element models(FEM)were built subsequently and explicit dynamic method was used to simulate the stowing and deploying of the lenticular carbon fiber reinforced polymer(CFRP)thin-walled tubular space boom,which was designed as four-ply(45°/-45°/45°/-45°)lay-up.The stress and energy during the wrapping process were got and compared with different wrapping angular velocity,the reasonable wrapping angular velocity and effective method were conformed,and structural behavior characteristics were obtained.The results were compared and discussed as well,and the results show that the numerical results by 0.628 rad/s velocity agree well with the measured values.In this paper,the numerical procedure and experimental results are valuable to the optimization design of CFRP thin-walled tubular space boom and future research. 展开更多
关键词 lenticular carbon fiber reinforced polymer thin-walled tube space boom explicit method stowing and deploying wrapping moment
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Spacecraft formation control strategy on Sun-Earth Lissajous orbit 被引量:1
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作者 李鹏 崔平远 崔祜涛 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第6期805-809,共5页
To carry out the deep space exploration tasks near Sun-Earth Libration point L2, the CRTBP dynamic model was built up and the numerical conditional quasi-periodic orbit (Lissajons orbit) was computed near L2. Then, ... To carry out the deep space exploration tasks near Sun-Earth Libration point L2, the CRTBP dynamic model was built up and the numerical conditional quasi-periodic orbit (Lissajons orbit) was computed near L2. Then, a formation controller was designed with linear matrix inequality to overcome the difficuhy of parameter tuning. To meet the demands of formation accuracy and present thruster's capability, a threshold scheme was adopted for formation control. Finally, some numerical simulations and analysis were completed to demonstrate the feasibility of the proposed control strategy. 展开更多
关键词 deep space formation eollinear libration point Lissajous orbit linear matrix inequality threshold control
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Impulsive orbit control for spacecraft around asteroid 被引量:1
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作者 崔祜涛 崔平远 栾恩杰 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2003年第4期349-352,共4页
An impulse feedback control law to change the mean orbit elements of spacecraft around asteroid is presented. First, the mean orbit elements are transferred to the osculating orbit elements at the burning time. Then, ... An impulse feedback control law to change the mean orbit elements of spacecraft around asteroid is presented. First, the mean orbit elements are transferred to the osculating orbit elements at the burning time. Then, the feedback control law based on Gauss’s perturbation equations of motion is given. And the impulse control for targeting from the higher circulation orbit to the specified periapsis is developed. Finally, the numerical simulation is performed and the simulation results show that the presented impulse control law is effective. 展开更多
关键词 Impulse feedback control Mean orbit elements orbit transfer
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Timeline based autonomous mission planning system for deep space exploration 被引量:1
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作者 徐瑞 崔平远 +2 位作者 徐晓飞 崔祜涛 栾恩杰 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2004年第1期60-66,共7页
In order to realize the explorer autonomy, the software architecture of autonomous mission management system (AMMS) is given for the deep space explorer, and the autonomous mission planning system, the kernel part of ... In order to realize the explorer autonomy, the software architecture of autonomous mission management system (AMMS) is given for the deep space explorer, and the autonomous mission planning system, the kernel part of this architecture, is designed in detail. In order to describe the parallel activity, the state timeline is introduced to build the formal model of the planning system and based on this model, the temporal constraint satisfaction planning algorithm is proposed to produce the explorer’s activity sequence. With some key subsystems of the deep space explorer as examples, the autonomous mission planning simulation system is designed. The results show that this system can calculate the executable activity sequence with the given mission goals and initial state of the explorer. 展开更多
关键词 deep space exploration autonomous mission planning system state timeline temporal constraint satisfaction
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Motion modeling and formation form analysis of spacecraft near collinear libration points
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作者 崔平远 李鹏 崔祜涛 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第5期687-692,共6页
To meet the increasing research demand for deep space exploration,especially for the second libration point (L2) conditional periodic orbit (Halo orbit) in the Sun-Earth system,the methods to get analytical Halo orbit... To meet the increasing research demand for deep space exploration,especially for the second libration point (L2) conditional periodic orbit (Halo orbit) in the Sun-Earth system,the methods to get analytical Halo orbit and differential-correction Halo orbit were described firstly,and the corresponding orbits accuracy was analyzed.Then,based on the results of third-order and differential-correction Halo orbits,the formation form was studied.Analysis was carried out to discuss the influence of system amplitude,initial phase,and phase difference on the formation form,as well as that of initial orbit values on form accuracy.Finally,some simulation results demonstrate the validity of the proposed methods. 展开更多
关键词 space exploration collinear libration point Halo orbit formation flying form analytical solution and differential-correction
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Quasi-static Deployment Simulation for Deployable Space Truss Structures
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作者 陈务军 付功义 +1 位作者 何艳丽 董石麟 《Journal of Shanghai Jiaotong university(Science)》 EI 2004年第1期26-30,共5页
A new method was proposed for quasi-static deployment analysis of deployable space truss structures. The structure is assumed a rigid assembly, whose constraints are classified as three categories:rigid member constra... A new method was proposed for quasi-static deployment analysis of deployable space truss structures. The structure is assumed a rigid assembly, whose constraints are classified as three categories:rigid member constraint, joint-attached kinematic constraint and boundary constraint. And their geometric constraint equations and derivative matrices are formulated. The basis of the null space and M-P inverse of the geometric constraint matrix are employed to determine the solution for quasi-static deployment analysis. The influence introduced by higher terms of constraints is evaluated subsequently. The numerical tests show that the new method is efficient. 展开更多
关键词 deployable space truss quasi-static deployment simulation geometric constraint equation
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Spacecraft motion analysis about rapid rotating small body
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作者 史雪岩 崔祜涛 +1 位作者 崔平远 栾恩杰 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2003年第4期363-366,共4页
The orbital dynamics equation of a spacecraft around an irregular sphere small body is established based on the small body’s gravitational potential approximated with a tri-axial ellipsoid. According to the Jacobi in... The orbital dynamics equation of a spacecraft around an irregular sphere small body is established based on the small body’s gravitational potential approximated with a tri-axial ellipsoid. According to the Jacobi integral constant, the spacecraft zero-velocity curves in the vicinity of the small body is described and feasible motion region is analyzed. The limited condition and the periapsis radius corresponding to different eccentricity against impact surface are presented. The stability of direct and retrograde equator orbits is analyzed based on the perturbation solutions of mean orbit elements. 展开更多
关键词 SPACECRAFT orbital dynamics small body
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Application of the sun line-of-sight vector in the optimal attitude estimation of deep-space probe
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作者 常晓华 崔祜涛 邵巍 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第2期96-100,共5页
This paper proposed an optimal algorithm using the sun line-of-sight vector to improve the probe attitude estimation accuracy in deep-space mission.Firstly,the elaborate analysis of the attitude estimation error from ... This paper proposed an optimal algorithm using the sun line-of-sight vector to improve the probe attitude estimation accuracy in deep-space mission.Firstly,the elaborate analysis of the attitude estimation error from vector observations was done to demonstrate that the geometric relation between the reference vectors is an important factor which influences the accuracy of attitude estimation.Then,with introduction of the sun line-of-sight vector,the attitude quaternion obtained from the star-sensor was converted into a pair of mutually perpendicular reference vectors perpendicular to the sun vector.The normalized weights were calculated according to the accuracy of the sensors.Furthermore,the optimal attitude estimation in the least squares sense was achieved with the quaternion estimation method.Finally,the results of simulation demonstrated the validity of the proposed optimal algorithm based on the practical data of the Deep Impact mission. 展开更多
关键词 sun line-of-sight vector attitude estimation deep-space probe
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基于MODIS数据的青藏高原草地物候变化特征及其月际滞后效应
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作者 屈鹏 李真 +2 位作者 王君艳 高玉峰 康鸿杰 《测绘通报》 北大核心 2025年第7期118-125,共8页
青藏高原植被物候变化对全球气候变化背景下陆地生态系统碳收支平衡发挥了重要作用。但目前针对该区域单月气候变化对物候滞后影响研究尚显不足。因此,本文以遥感数据MODIS(MOD13A2)NDVI为数据源,采用动态阈值法反演2000-2023年青藏高... 青藏高原植被物候变化对全球气候变化背景下陆地生态系统碳收支平衡发挥了重要作用。但目前针对该区域单月气候变化对物候滞后影响研究尚显不足。因此,本文以遥感数据MODIS(MOD13A2)NDVI为数据源,采用动态阈值法反演2000-2023年青藏高原草原植被物候变化。结果显示:①青藏高原降水和气温变化具有明显地带性规律,降水西低东高;气温整体呈西低东高趋势。②第111~192 d为返青期SOS发生的主要时间范围,占总面积的61.21%;第227~283 d为EOS发生的主要时间范围;LOS主要发生时间集中在第92~233 d。③2月气温与SOS正相关区域占比例最高,为55.96%;EOS与7-11月气温相关性表现为:越靠近11月,正相关区域面积越大,其中10月气温与EOS正相关面积达78.79%。主要结论为:①青藏高原SOS在2000-2023年整体呈提前趋势,而EOS则表现出推迟趋势。②SOS与生长季前期2月降水负相关,EOS与生长季末期8月降水正相关。 展开更多
关键词 青藏高原 物候变化 年均温 年降水 滞后效应
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民营经济强镇的企业空间格局及其影响因素——以晋江市陈埭镇鞋服企业为例
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作者 黄晶涛 寇新卓 +4 位作者 陈英煌 许著赟 李越 连宇锋 盛明洁 《经济地理》 北大核心 2025年第7期148-158,167,共12页
文章以“中国鞋都”——晋江市陈埭镇为例,基于全域鞋服企业和相关建成环境、社会经济数据,综合采用核密度估计、标准差椭圆、空间自相关和地理加权回归模型等方法,系统解析了陈埭镇鞋服企业空间格局及其影响因素。研究发现:(1)陈埭镇... 文章以“中国鞋都”——晋江市陈埭镇为例,基于全域鞋服企业和相关建成环境、社会经济数据,综合采用核密度估计、标准差椭圆、空间自相关和地理加权回归模型等方法,系统解析了陈埭镇鞋服企业空间格局及其影响因素。研究发现:(1)陈埭镇鞋服企业呈现出“多点集聚、少量带状分布”的空间特征,不同产业链环节企业空间分异明显。(2)建成环境主要影响制造环节,社会经济、设施条件主要影响上游设计研发、下游包装销售环节,营商环境主要影响上游设计研发、中游成品制造环节,上述因素的影响呈现明显的空间异质性。研究结论可为民营经济强镇产业空间优化、经济健康可持续发展提供借鉴。 展开更多
关键词 民营经济强镇 企业空间格局 晋江模式 鞋服企业 产业集聚 产业链 建成环境
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基于有限质点法的分布协调式多尺度分析 被引量:1
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作者 姚俊杰 郑延丰 +3 位作者 唐敬哲 汪伟 杨超 罗尧治 《工程力学》 北大核心 2025年第2期64-75,117,共13页
多尺度模型采用“整体宏观,局部精细”的方式来平衡结构数值模拟的计算精度与计算代价,能够在把握结构整体特征的同时获得结构局部信息。该文基于有限质点法点值描述与显式求解的特点,提出了一种考虑界面变形的分布协调式多尺度耦合方... 多尺度模型采用“整体宏观,局部精细”的方式来平衡结构数值模拟的计算精度与计算代价,能够在把握结构整体特征的同时获得结构局部信息。该文基于有限质点法点值描述与显式求解的特点,提出了一种考虑界面变形的分布协调式多尺度耦合方法。该文详述了分布协调式多尺度耦合的基本原理,给出了分布协调式多尺度耦合的有限质点法实现流程:计算界面处的作用力,依据力平衡关系将主质点上的界面作用力分配到从质点上,再依据位移协调关系和运动方程求解得到的从质点位移增量来求解主质点的运动。该文实现了梁-平面、梁-壳、梁-实体三种类型的多尺度连接,避免了耦合界面上的应力集中问题,通过算例对比验证了该方法在几何非线性与动力问题中的稳定性与可靠性,为结构多尺度精细化分析提供有效手段。 展开更多
关键词 有限质点法 分布协调式多尺度耦合 主从质点耦合体系 位移协调关系 力平衡关系
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立体索桁光伏支架结构风致振动特点和简化设计方法
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作者 顾瑜恒 刘宏创 邓华 《空间结构》 北大核心 2025年第1期35-44,65,共11页
采用显式动力分析法研究了立体索桁光伏支架结构分别在下压风和上掀风作用下的风振响应特点.通过分析位移响应的功率谱,指出下压风使支架结构产生扭转为主的共振响应,而上掀风作用下下弦索发生松弛使结构的共振响应以竖向弯曲为主.支架... 采用显式动力分析法研究了立体索桁光伏支架结构分别在下压风和上掀风作用下的风振响应特点.通过分析位移响应的功率谱,指出下压风使支架结构产生扭转为主的共振响应,而上掀风作用下下弦索发生松弛使结构的共振响应以竖向弯曲为主.支架结构的风致动力响应表现为围绕准静力响应进行高频波动,故可利用准静力响应标准差来近似估算结构动力响应标准差.采用分位数图验证了结构的风致响应近似符合正态分布.考察了基本风速、结构跨度、拉索预张力和光伏板倾角四个主要设计参数对结构风振响应的影响.通过多元线性回归分析筛选出影响结构动力响应的关键参数,并针对下压风和上掀风工况分别给出了动力响应标准差的拟合公式.最后给出了估算立体索桁光伏支架结构跨中风致位移和索内力的简化方法. 展开更多
关键词 光伏支架结构 立体索桁架 风致振动 结构性能 设计方法
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建筑膜材生命周期碳足迹分析
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作者 王若晖 胡建辉 陈务军 《西安建筑科技大学学报(自然科学版)》 北大核心 2025年第1期31-40,共10页
建筑膜材是膜结构建筑中最具特色的建材,研究其碳足迹能够为膜结构碳排放计算提供基础数据支撑.采用生命周期评价方法量化评估建筑膜材“从摇篮到大门”系统边界内的碳足迹,对数据进行敏感度分析和数据质量分析;提出膜材生产减排建议,... 建筑膜材是膜结构建筑中最具特色的建材,研究其碳足迹能够为膜结构碳排放计算提供基础数据支撑.采用生命周期评价方法量化评估建筑膜材“从摇篮到大门”系统边界内的碳足迹,对数据进行敏感度分析和数据质量分析;提出膜材生产减排建议,设定减碳路径并评估减碳效果.结果表明:P类膜(P2等级)、G类膜(G5等级)、E类膜的碳足迹分别为3537、6825、10127 kgCO_(2) e/t,原料生产阶段碳排放量占比最大,是膜材生产过程降碳的关键环节.优化生产工艺,使用低碳、绿色、再生原料,调整能源结构,使用清洁电力,是降低建筑膜材碳足迹的有效手段. 展开更多
关键词 建筑膜材 生命周期评价 碳足迹
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抵近中躲避非合作目标视场的航天器轨迹规划
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作者 王义宇 张泽旭 +2 位作者 包为民 袁帅 崔祜涛 《航空学报》 北大核心 2025年第16期297-312,共16页
针对空间攻防中航天器抵近非合作目标并规避其视场的轨迹规划问题进行研究,面向多约束非线性强的轨迹优化问题,提出了一种高效的凸化和参数化重构方法。首先,将航天器抵近轨迹规划转化为包含非凸约束的最优控制问题,创新性地提出了针对... 针对空间攻防中航天器抵近非合作目标并规避其视场的轨迹规划问题进行研究,面向多约束非线性强的轨迹优化问题,提出了一种高效的凸化和参数化重构方法。首先,将航天器抵近轨迹规划转化为包含非凸约束的最优控制问题,创新性地提出了针对视场规避约束的新型凸化技术,通过引入松弛变量对一类非凸约束进行维度扩展和软化处理,进而实现了整体向凸问题的转化;然后,基于微分平坦理论对动力学系统进行高效重构,并采用非均匀有理b样条曲线对状态变量、控制变量及引入的松弛变量进行参数化建模,大幅降低了计算复杂性;最后,通过设计多类不同仿真场景进行仿真分析,验证了算法在严格遵守各种运动约束条件下可以成功规划出有效轨迹,既可确保航天器安全躲避障碍又可避开非合作目标探测视场范围,通过对比仿真分析,所提算法相较于传统的模型预测控制方法与伪谱法,轨迹优化质量相当且在求解速度上具有优势。 展开更多
关键词 非合作目标 轨迹优化 禁飞区 微分平坦性 非均匀有理B样条 凸优化
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国产G类膜材双轴力学性能及参数特征
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作者 易钰奇 高成军 +1 位作者 陈务军 王玉梅 《建筑材料学报》 北大核心 2025年第8期743-750,共8页
对9种国产G类膜材进行双轴拉伸试验,研究了双轴拉伸弹性模量与单轴极限抗拉强度以及各项技术参数之间的相关性。结果表明:9种膜材的经向弹性模量均大于纬向,泊松比均大于0.5;膜材的抗拉强度、纱线密度、基布面密度、膜面密度和厚度与弹... 对9种国产G类膜材进行双轴拉伸试验,研究了双轴拉伸弹性模量与单轴极限抗拉强度以及各项技术参数之间的相关性。结果表明:9种膜材的经向弹性模量均大于纬向,泊松比均大于0.5;膜材的抗拉强度、纱线密度、基布面密度、膜面密度和厚度与弹性模量呈正相关,纤维直径与弹性模量呈负相关;弹性模量不由单一因素决定,而是多因素相互作用的结果,研究结果可以为膜材多尺度分析和参数化设计提供科学依据。 展开更多
关键词 G类膜材 双轴拉伸应力-应变曲线 双轴拉伸弹性模量 多元相关性分析 线性回归
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大跨马鞍面索网支承柔性光伏支架的静力及风振响应分析
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作者 王憬慧 苏亮 欧一鸿 《空间结构》 北大核心 2025年第1期45-57,共13页
提出了一种大跨马鞍面索网支承柔性光伏支架结构,可突破现有柔性光伏支架的跨度达到百米级.介绍了该新型柔性光伏支架的结构组成、有限元模型和设计准则.基于提出的设计准则,通过ANSYS有限元软件进行了40~100 m跨度的结构参数设计.选取6... 提出了一种大跨马鞍面索网支承柔性光伏支架结构,可突破现有柔性光伏支架的跨度达到百米级.介绍了该新型柔性光伏支架的结构组成、有限元模型和设计准则.基于提出的设计准则,通过ANSYS有限元软件进行了40~100 m跨度的结构参数设计.选取60×60 m跨度下的基本结构模型探讨了光伏组件倾角和马鞍面索网矢跨比对结构静力响应的影响,并对结构自振特性进行分析.在此基础上对60 m跨度结构模型进行了风振时程分析,考察了不同光伏组件倾角和基本风压下的结构风振响应,计算得到了典型位置处的风振系数建议取值.结果表明,光伏组件倾角对纵向稳定拉索索力影响最大,马鞍面索网矢跨比对承重索索力影响最大.综合考虑安全性和经济性,可取承重索的矢跨比范围为1/20~1/15,稳定索的矢跨比范围为1/25~1/18.此外,根据设计关注重点可取下层矩形马鞍面索网正风下的内力风振系数为1.4,负风下的内力风振系数为4;取上层水平组件索的位移风振系数为1.8.结构的设计分析过程及结果可为实际工程应用提供参考. 展开更多
关键词 柔性光伏支架 马鞍面索网 结构设计 静力特性 风振响应
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面向地球背景与空间目标纹理的数据集增强学习方法
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作者 张凡 张泽旭 +2 位作者 宋卓 黄烨飞 袁萌萌 《宇航学报》 北大核心 2025年第7期1456-1466,共11页
针对航天领域深度学习的监督训练数据集难以完全模拟真实地球背景与目标纹理的问题,提出一种基于深度学习的数据增强方法。首先,基于梯度惩罚式Wasserstein生成对抗网络生成虚拟太空背景图像,通过学习原始图像中的地球背景信息并生成相... 针对航天领域深度学习的监督训练数据集难以完全模拟真实地球背景与目标纹理的问题,提出一种基于深度学习的数据增强方法。首先,基于梯度惩罚式Wasserstein生成对抗网络生成虚拟太空背景图像,通过学习原始图像中的地球背景信息并生成相似的虚假纹理,丰富地球纹理变化;同时,训练一种随机化风格迁移网络对数据集的目标表面纹理风格进行随机生成。该网络在保留空间目标结构和图像高维语义信息的基础上,提高目标纹理的多样性。最后,在光照一致性约束下对生成的地球背景和表面纹理风格化的目标进行融合,构建完整的增强图像数据集。对位姿估计网络进行仿真实验;结果表明,利用该方法构建的增强数据集相比原始训练集,网络的位姿计算精度得到显著提升。 展开更多
关键词 空间目标 数据增强 生成对抗网络 风格迁移网络 深度学习
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