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Re-Entry of Space Objects from Low Eccentricity Orbits
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作者 Cynthia Sharon Lawrence Ram Krishan Sharma 《International Journal of Astronomy and Astrophysics》 2019年第3期200-216,共17页
This paper deals with the re-entry predictions of the space objects from the low eccentric orbit. Any re-entering object re-enters the Earth’s atmosphere with a high orbital velocity. Due to the aerodynamic heating t... This paper deals with the re-entry predictions of the space objects from the low eccentric orbit. Any re-entering object re-enters the Earth’s atmosphere with a high orbital velocity. Due to the aerodynamic heating the object tends to break into multiple fragments which later pose a great risk hazard to the population. Here a satellite is considered as the space object for which the re-entry prediction is made. This prediction is made with a package where the trajectory path, the time of re-entry and the survival rate of the fragments is done. The prediction is done using DRAMA 2.0—ESA’s Debris Risk Assessment and Mitigation Analysis Tool suite, MATLAB and Numerical Prediction of Orbital Events software. The predicted re-entry time of OSIRIS 3U was found to be on 7th March 2019, 7:25 (UTC), whereas the actual re-entry time was on 7th March 2019, 7:03 (UTC). The trajectory path found was 51.5699 deg. (Lat), &minus;86.5738 deg. (Long.) with an altitude of 168.643 km. But the actual trajectory was 51.76 deg. (Lat), &minus;89.01deg. (Long.) with an altitude of 143.5 km. 展开更多
关键词 RE-ENTRY space objects Low Eccentricity Orbits DRAMA 2.0 Risk Event Statistics
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Research of Modeling Moving Objects Database over Space-time Grid
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作者 Hongtao Yu Zhongcheng Yu 《通讯和计算机(中英文版)》 2010年第3期64-68,共5页
关键词 移动对象数据库 网格模型 空时 建模 动态信息 数据库技术 运动物体 移动物体
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An analysis of close approaches and probability of collisions between LEO resident space objects and mega constellations 被引量:9
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作者 Yan Zhang Bin Li +1 位作者 Hongkang Liu Jizhang Sang 《Geo-Spatial Information Science》 SCIE EI CSCD 2022年第1期104-120,共17页
With the undergoing and planned implementations of mega constellations of thousands of Low Earth Orbiting(LEO)satellites,space will become even more congested for satellite operations.The enduring effects on the long-... With the undergoing and planned implementations of mega constellations of thousands of Low Earth Orbiting(LEO)satellites,space will become even more congested for satellite operations.The enduring effects on the long-term space environment have been investigated by various researchers using debris environment models.This paper is focused on the imminent short-term effects of LEO mega constellations on the space operation environment concerned by satellite owners and operators.The effects are measured in terms of the Close Approaches(CAs)and overall collision probability.Instead of using debris environment models,the CAs are determined from integrated orbit positions,and the collision probability is computed for each CA considering the sizes and position covariance of the involving objects.The obtained results thus present a clearer picture of the space operation safety environment when LEO mega constellations are deployed.Many mega constellations are simulated,including a Starlink-like constellation of 1584 satellites,four possible generic constellations at altitudes between 1110 km and 1325 km,and three constellations of 1584 satellites each at the altitudes of 650 km,800 km,and 950 km,respectively,where the Resident Space Object(RSO)spatial density is the highest.The increases in the number of CAs and overall collision probability caused by them are really alarming.The results suggest that highly frequent orbital maneuvers are required to avoid collisions between existing RSOs and constellation satellites,and between satellites from two constellations at a close altitude,as such the constellation operation burden would be very heavy.The study is not only useful for satellite operators but a powerful signal for various stakeholders to pay serious attention to the development of LEO mega constellations. 展开更多
关键词 Resident space object mega constellation close approach collision probability
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Study on Logical Relations amongUnderground Survey Objects Using Quotient Topological Space 被引量:1
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作者 陈宜金 《International Journal of Mining Science and Technology》 SCIE EI 1997年第2期7-10,共4页
A soitable data model and data structure make underground survey objects maintained and operated easier. This paper gives a formal definition for underground survey objects. By making use of the quotient topological s... A soitable data model and data structure make underground survey objects maintained and operated easier. This paper gives a formal definition for underground survey objects. By making use of the quotient topological space, the author studies the logical relations among underground survey objects, a partiallyordered space uuder some conditions. An example is given to show the data model’s possible applications. 展开更多
关键词 UNDERGROUND SURVEY objects QUOTIENT TOPOLOGICAL space logical RELATION
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Multi-view space object recognition and pose estimation based on kernel regression 被引量:3
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作者 Zhang Haopeng Jiang Zhiguo 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第5期1233-1241,共9页
The application of high-performance imaging sensors in space-based space surveillance systems makes it possible to recognize space objects and estimate their poses using vision-based methods. In this paper, we propose... The application of high-performance imaging sensors in space-based space surveillance systems makes it possible to recognize space objects and estimate their poses using vision-based methods. In this paper, we proposed a kernel regression-based method for joint multi-view space object recognition and pose estimation. We built a new simulated satellite image dataset named BUAA-SID 1.5 to test our method using different image representations. We evaluated our method for recognition-only tasks, pose estimation-only tasks, and joint recognition and pose estimation tasks. Experimental results show that our method outperforms the state-of-the-arts in space object recognition, and can recognize space objects and estimate their poses effectively and robustly against noise and lighting conditions. 展开更多
关键词 Kernel regression object recognition Pose estimation space objects Vision-based
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MSO-DETR: Metric space optimization for few-shot object detection 被引量:1
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作者 Haifeng Sima Manyang Wang +2 位作者 Lanlan Liu Yudong Zhang Junding Sun 《CAAI Transactions on Intelligence Technology》 2024年第6期1515-1533,共19页
In the metric-based meta-learning detection model,the distribution of training samples in the metric space has great influence on the detection performance,and this influence is usually ignored by traditional meta-det... In the metric-based meta-learning detection model,the distribution of training samples in the metric space has great influence on the detection performance,and this influence is usually ignored by traditional meta-detectors.In addition,the design of metric space might be interfered with by the background noise of training samples.To tackle these issues,we propose a metric space optimisation method based on hyperbolic geometry attention and class-agnostic activation maps.First,the geometric properties of hyperbolic spaces to establish a structured metric space are used.A variety of feature samples of different classes are embedded into the hyperbolic space with extremely low distortion.This metric space is more suitable for representing tree-like structures between categories for image scene analysis.Meanwhile,a novel similarity measure function based on Poincarédistance is proposed to evaluate the distance of various types of objects in the feature space.In addition,the class-agnostic activation maps(CCAMs)are employed to re-calibrate the weight of foreground feature information and suppress background information.Finally,the decoder processes the high-level feature information as the decoding of the query object and detects objects by predicting their locations and corresponding task encodings.Experimental evaluation is conducted on Pascal VOC and MS COCO datasets.The experiment results show that the effectiveness of the authors’method surpasses the performance baseline of the excellent few-shot detection models. 展开更多
关键词 few-shot object detection hyperbolic space META-LEARNING metric space
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AFL-YOLO:基于YOLOv8改进的小目标检测算法
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作者 陈鹏宇 王烈 +2 位作者 梁钰墁 何广斌 陈洪帅 《电讯技术》 北大核心 2026年第2期229-238,共10页
针对小目标检测任务中存在的精度低、漏检和误检等问题,提出了一种基于YOLOv8n的小目标检测算法AFL-YOLO。首先,引入Shape-IoU损失函数,其动态特征适应机制能够更好聚焦于边框的形状与尺度,实现更准确的边框回归。其次,在骨干网络中融... 针对小目标检测任务中存在的精度低、漏检和误检等问题,提出了一种基于YOLOv8n的小目标检测算法AFL-YOLO。首先,引入Shape-IoU损失函数,其动态特征适应机制能够更好聚焦于边框的形状与尺度,实现更准确的边框回归。其次,在骨干网络中融入空间深度转换卷积(Space-to-Depth Convolution,SPD-Conv),改善细粒度信息丢失的问题。然后,引入感受野注意力卷积(Receptive-Field Attention Convolution,RFAConv),构建C2F_RFAConv模块,增强模型对全局上下文信息特征的学习能力。最后,优化检测层,提高检测精度,降低模型参数量。实验表明,AFL-YOLO在VisDrone2019数据集上相比YOLOv8n,mAP@0.5、mAP@0.5:0.95、精度和召回率分别提升了5.3%、3.6%、4.4%、4%,同时参数量减少了20.5%。此外,还在TinyPerson数据集上进行了泛化对比实验,证明提出的AFL-YOLO算法在保证模型轻量化的同时,显著提高了对小目标物体的检测精度。 展开更多
关键词 小目标检测 YOLOv8 损失函数 空间深度转换卷积 感受野注意力卷积
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Multi-objective Collaborative Optimization for Scheduling Aircraft Landing on Closely Spaced Parallel Runways Based on Genetic Algorithms 被引量:1
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作者 Zhang Shuqin Jiang Yu Xia Hongshan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2016年第4期502-509,共8页
A scheduling model of closely spaced parallel runways for arrival aircraft was proposed,with multi-objections of the minimum flight delay cost,the maximum airport capacity,the minimum workload of air traffic controlle... A scheduling model of closely spaced parallel runways for arrival aircraft was proposed,with multi-objections of the minimum flight delay cost,the maximum airport capacity,the minimum workload of air traffic controller and the maximum fairness of airlines′scheduling.The time interval between two runways and changes of aircraft landing order were taken as the constraints.Genetic algorithm was used to solve the model,and the model constrained unit delay cost of the aircraft with multiple flight tasks to reduce its delay influence range.Each objective function value or the fitness of particle unsatisfied the constrain condition would be punished.Finally,one domestic airport hub was introduced to verify the algorithm and the model.The results showed that the genetic algorithm presented strong convergence and timeliness for solving constraint multi-objective aircraft landing problem on closely spaced parallel runways,and the optimization results were better than that of actual scheduling. 展开更多
关键词 air transportation runway scheduling closely spaced parallel runways genetic algorithm multi-objections
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Method for Collision Avoidance in Spacecraft Rendezvous Problems with Space Objects in a Phasing Orbit
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作者 Danhe Chen A.A.Baranov +2 位作者 Chuangge Wang M.O.Karatunov N.Yu.Makarov 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第6期977-991,共15页
As the number of space objects(SO)increases,collision avoidance problem in the rendezvous tasks or reconstellation of satellites with SO has been paid more attention,and the dangerous area of a possible collision shou... As the number of space objects(SO)increases,collision avoidance problem in the rendezvous tasks or reconstellation of satellites with SO has been paid more attention,and the dangerous area of a possible collision should be derived.In this paper,a maneuvering method is proposed for avoiding collision with a space debris object in the phasing orbit of the initial optimal solution.Accordingly,based on the plane of eccentricity vector components,relevant dangerous area which is bounded by two parallel lines is formulated.The axises of eccentricity vector system pass through the end of eccentricity vector of phasing orbit in the optimal solution,and orientation of axis depends on the latitude argument where a collision will occur.The dangerous area is represented especially with the graphical dialogue,and it allows to find a compromise between the SO avoiding and the fuel consumption reduction.The proposed method to solve the collision avoidance problem provides simplicity to calculate rendezvous maneuvers,and possibility to avoid collisions from several collisions or from“slow”collisions in a phasing orbit,when the protected spacecraft and the object fly dangerously close to each other for a long period. 展开更多
关键词 spaceCRAFT collision avoidance rendezvous problem space objects phasing orbit
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Multi-Scale Object Perception with Embedding Textural Space
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作者 Kewei Wu Zhao Xie Jun Gao 《International Journal of Intelligence Science》 2012年第2期32-39,共8页
This paper mainly focuses on the issues about generic multi-scale object perception for detection or recognition. A novel computational model in visually-feature space is presented for scene & object representatio... This paper mainly focuses on the issues about generic multi-scale object perception for detection or recognition. A novel computational model in visually-feature space is presented for scene & object representation to purse the underlying textural manifold statistically in nonparametric manner. The associative method approximately makes perceptual hierarchy in human-vision biologically coherency in specific quad-tree-pyramid structure, and the appropriate scale-value of different objects can automatically be selected by evaluating from well-defined scale function without any priori knowledge. The sufficient experiments truly demonstrate the effectiveness of scale determination in textural manifold with object localization rapidly. 展开更多
关键词 object PERCEPTION Scale space Textural MANIFOLD Quad-Tree Structure NONPARAMETRIC Estimation
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Spatiotemporal Dynamics of Urban Open Space Utilization Pre,During,and Post COVID-19 Pandemic:A Case Study of Lanzhou City,China
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作者 WANG Yuliang ZHANG Zhiming +2 位作者 LI Feifei LIU Dan ZHANG Zilong 《Chinese Geographical Science》 2025年第2期262-278,I0001-I0003,共20页
Urban open spaces(UOS)play a crucial role in enhancing city livability and resident well-being,yet there remains a gap in utilizing social media to analyze changes in UOS utilization across different COVID(Corona Viru... Urban open spaces(UOS)play a crucial role in enhancing city livability and resident well-being,yet there remains a gap in utilizing social media to analyze changes in UOS utilization across different COVID(Corona Virus Disease)-19 phases.Our research applied Sina Weibo data to scrutinize UOS engagement across pre-pandemic(2019),pandemic(2021),and post-pandemic(2023)periods in Lanzhou City,China,revealing evolving spatiotemporal patterns and highlighting the pandemic's impact on UOS usage.Initially,scenic mountains and urban parks dominated visitor preferences in 2019.However,during the pandemic,there was a trend towards destinations that combined elements of tourism,business,entertainment,and culture,reflecting a growing appetite for diverse experiences.Despite this shift,the post-pandemic period did not see a complete return to pre-pandemic travel patterns,with a noticeable decline in visits to traditional green open spaces during lockdowns.We identified key attractions in main urban areas,highlighting geographical variations in tourism and Cultural Ecosystem Services(CES)distribution that warrant further attention.The post-pandemic landscape reveals a resurging interest in green-blue spaces and nature-focused tourism,highlighting a continued preference for cultural and natural experiences,and emphasizing the need to harmonize development with the preservation of natural and cultural heritage.This study introduces the use of social media data across pandemic phases to guide UOS management,offering insights for creating resilient,multifunctional urban spaces that address public needs and enhance community well-being. 展开更多
关键词 COVID(Corona Virus Disease)-19 urban open spaces(UOS) social media spatiotemporal dynamics cultural ecosystem services Lanzhou City China
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Gamma-ray Emission from the γ-ray-loud BL Lac Objects
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作者 Guang-ZhongXie Ben-ZhongDai +1 位作者 En-WeiLiang Zhao-HuaXie 《Chinese Journal of Astronomy and Astrophysics》 CSCD 北大核心 2001年第6期494-500,共7页
Using the HST observation data of BL Lac objects by Urry et al. and γ-ray observation data, we find that there is a correlation between Fγ and Fonuclei forγ-ray-loud BL Lac objects (correlation coefficients: 7γ=0.... Using the HST observation data of BL Lac objects by Urry et al. and γ-ray observation data, we find that there is a correlation between Fγ and Fonuclei forγ-ray-loud BL Lac objects (correlation coefficients: 7γ=0.63,p = 4.0 × 10-2), but no correlation between Fγ and Fohost, where Fonuclei and Fohost are the fluxes of nuclei and host galaxy in V-band. For 19γ-ray-loud BL Lac objects with observed spectral index in multi-wavebands, the spectral index correlations between any two bands are as follow: (1) there is a strong correlation between aγ and aK for 15 BL Lac objects(γ = 0.84,p = 3.11 × 10-4); (2) the correlation between aγ and ao for 12 BL Lac objects isγ = 0.82, p = 1.5 × 10-3; (3) there is no correlation between a7 and ax for 16 BL Lac objects. The results, together with characteristic double-humped shape of their SEDs, show that the synchrotron self-Compton mechanism might be a main mechanism for theγ-ray emission of the BL Lac objects. The electrons emitting JR and optical radiation via synchrotron are also responsible for upscattering these photons toγ-rays, and a variability in IR-optical regime should be accompanied by a change in theγ-rays. 展开更多
关键词 gamma rays - BL Lacertae objects: general
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A Study of the Energy Sources of Herbig-Haro Objects
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作者 Jing-Wen Yue-FangWu 《Chinese Journal of Astronomy and Astrophysics》 CSCD 北大核心 2002年第1期33-42,共10页
We make a statistical study of the energy sources of high-velocity phenomena, Herbig-Haro (HH) objects. IRAS counterparts of HH objects are identified. Their colors, brightness, geometric relation to the RH objects an... We make a statistical study of the energy sources of high-velocity phenomena, Herbig-Haro (HH) objects. IRAS counterparts of HH objects are identified. Their colors, brightness, geometric relation to the RH objects and SED are analysed. The sources are found to be concentrated in a band-shaped region in the IRAS color-color diagram. We suggest an explanation of thick surrounding material for this distribution. We propose a new method for identifying the energy sources based on color arid brightness. This method is applied to more than 200 HR objects whose energy sources are still unknown. Finally, a group of very young stellar object candidates which have similar properties to the RH energy sources is picked out. Their large-scale distribution is discussed. 展开更多
关键词 star: formation - ISM: Herbig-Haro objects - stars: pre-main- sequence
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Multi-objective Evolutionary Algorithm Based on Target Space Partitioning Method
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作者 尚兆霞 刘弘 李焱 《Journal of Donghua University(English Edition)》 EI CAS 2011年第2期177-181,共5页
Considering the defects of conventional optimization methods, a novel optimization algorithm is introduced in this paper. Target space partitioning method is used in this algorithm to solve multi-objective optimizatio... Considering the defects of conventional optimization methods, a novel optimization algorithm is introduced in this paper. Target space partitioning method is used in this algorithm to solve multi-objective optimization problem, thus achieve the coherent solution which can meet the requirements of all target functions, and improve the population's overall evolution level. The algorithm which guarantees diversity preservation and fast convergence to the Pareto set is applied to structural optimization problems. The empirical analysis supports the algorithm and gives an example with program. 展开更多
关键词 OPTIMIZATION ALGORITHM MULTI-objectIVE TARGET space partitioning METHOD
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基于Object-Z的形式化验证方法 被引量:7
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作者 文志诚 缪淮扣 张新林 《计算机科学》 CSCD 北大核心 2007年第5期247-251,共5页
定理证明是一种形式化验证技术,也是形式化方法的重要组成部分,它能从形式规格说明中推理出应具备的性质与属性,从而可以对规格说明进行形式验证。Object-Z是形式规格说明语言Z的面向对象扩充,基于集合论与数理逻辑,具有严密的逻辑性,... 定理证明是一种形式化验证技术,也是形式化方法的重要组成部分,它能从形式规格说明中推理出应具备的性质与属性,从而可以对规格说明进行形式验证。Object-Z是形式规格说明语言Z的面向对象扩充,基于集合论与数理逻辑,具有严密的逻辑性,适合精确地描述大型软件系统,并且可以对其形式规格说明进行推理。本文首先给出了基于Object-Z规格说明的定理证明验证方法,接着用Object-Z描述了一个电梯操作系统的实例,在此基础上给出了其形式规格说明的定理证明方法来进行形式化验证。 展开更多
关键词 object-Z 形式化验证 前后置条件 状态空间 电梯操作系统
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Review on strategies of space-based optical space situational awareness 被引量:12
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作者 HU Yunpeng LI Kebo +1 位作者 LIANG Yan’gang CHEN Lei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第5期1152-1166,共15页
Space-based optical(SBO)space surveillance has attracted widespread interest in the last two decades due to its considerable value in space situation awareness(SSA).SBO observation strategy,which is related to the per... Space-based optical(SBO)space surveillance has attracted widespread interest in the last two decades due to its considerable value in space situation awareness(SSA).SBO observation strategy,which is related to the performance of space surveillance,is the top-level design in SSA missions reviewed.The recognized real programs about SBO SAA proposed by the institutions in the U.S.,Canada,Europe,etc.,are summarized firstly,from which an insight of the development trend of SBO SAA can be obtained.According to the aim of the SBO SSA,the missions can be divided into general surveillance and space object tracking.Thus,there are two major categories for SBO SSA strategies.Existing general surveillance strategies for observing low earth orbit(LEO)objects and beyond-LEO objects are summarized and compared in terms of coverage rate,revisit time,visibility period,and image processing.Then,the SBO space object tracking strategies,which has experienced from tracking an object with a single satellite to tracking an object with multiple satellites cooperatively,are also summarized.Finally,this paper looks into the development trend in the future and points out several problems that challenges the SBO SSA. 展开更多
关键词 space situation awareness(SSA) space-based space surveillance space-based optical(SBO)observation strategy general surveillance space object tracking
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Research of Underwater Bottom Object and Reverberation in Feature Space 被引量:8
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作者 Xiukun Li Zhi Xia 《Journal of Marine Science and Application》 2013年第2期235-239,共5页
The critical technical problem of underwater bottom object detection is founding a stable feature space for echo signals classification. The past literatures more focus on the characteristics of object echoes in featu... The critical technical problem of underwater bottom object detection is founding a stable feature space for echo signals classification. The past literatures more focus on the characteristics of object echoes in feature space and reverberation is only treated as interference. In this paper, reverberation is considered as a kind of signal with steady characteristic, and the clustering of reverberation in frequency discrete wavelet transform (FDWT) feature space is studied. In order to extract the identifying information of echo signals, feature compression and cluster analysis are adopted in this paper, and the criterion of separability between object echoes and reverberation is given. The experimental data processing results show that reverberation has steady pattern in FDWT feature space which differs from that of object echoes. It is proven that there is separability between reverberation and object echoes. 展开更多
关键词 underwater bottom object pattern of reverberation feature clustering feature space underwater object detection
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Dynamics and adaptive control of a dual-arm space robot with closed-loop constraints and uncertain inertial parameters 被引量:22
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作者 Ying-Hong Jia Quan Hu Shi-Jie Xu 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2014年第1期112-124,共13页
A dynamics-based adaptive control approach is proposed for a planar dual-arm space robot in the presence of closed-loop constraints and uncertain inertial parameters of the payload. The controller is capable of contro... A dynamics-based adaptive control approach is proposed for a planar dual-arm space robot in the presence of closed-loop constraints and uncertain inertial parameters of the payload. The controller is capable of controlling the po- sition and attitude of both the satellite base and the payload grasped by the manipulator end effectors. The equations of motion in reduced-order form for the constrained system are derived by incorporating the constraint equations in terms of accelerations into Kane's equations of the unconstrained system. Model analysis shows that the resulting equations perfectly meet the requirement of adaptive controller design. Consequently, by using an indirect approach, an adaptive control scheme is proposed to accomplish position/attitude trajectory tracking control with the uncertain parameters be- ing estimated on-line. The actuator redundancy due to the closed-loop constraints is utilized to minimize a weighted norm of the joint torques. Global asymptotic stability is proven by using Lyapunov's method, and simulation results are also presented to demonstrate the effectiveness of the proposed approach. 展开更多
关键词 space robot Dynamics. Adaptive control Closed-loop constraint Parameter uncertainty - Kane's equation
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国土空间规划体系下的农业空间管控策略--以村庄范围内耕地为例
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作者 马石林 陈国平 +2 位作者 黄惠芳 李永平 查文倩 《地矿测绘》 2025年第3期79-84,共6页
基于农业空间管控机制下,未纳入“三区三线”带位置确定的耕地保护目标范围的村庄范围内耕地,探讨该部分耕地在国土空间规划体系下,现状与用途管制的匹配关系。以云南省村庄范围内耕地分析为例,探索从国土调查现状耕地统计到规划编制“... 基于农业空间管控机制下,未纳入“三区三线”带位置确定的耕地保护目标范围的村庄范围内耕地,探讨该部分耕地在国土空间规划体系下,现状与用途管制的匹配关系。以云南省村庄范围内耕地分析为例,探索从国土调查现状耕地统计到规划编制“三区三线”划定耕地保护目标,再到用地审批尺度统一机制,发挥“多规合一”优势,在守牢耕地保护红线的同时减少社会矛盾,为加快构建国土空间规划编制审批体系、实施监督体系奠定基础。研究表明:村庄范围内耕地均调查标注为村庄建设用地(203),在村庄规划编制中应严守安全底线的同时引导农村建房、农业产业等向村庄建设边界内聚集,在具体实施管理中,若落实耕地“占补平衡”,则群众无法承担其规费,受耕地后备资源限制,政府亦无法统筹兜底补足。因此,位于国土变更调查203范围内的耕地可按建设用地管理,建设项目涉及占用该部分耕地不再落实“占补平衡”,这样既不会冲突耕地保护红线,又能解决群众建房及乡村振兴产业发展用地需求,确保调查、规划和用途管制的一致性,从而提升政府的公信力。 展开更多
关键词 农业空间 国土空间规划体系 耕地保护目标 村庄范围 占补平衡
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3D Bounding Box Proposal for on-Street Parking Space Status Sensing in Real World Conditions 被引量:1
20
作者 Yaocheng Zheng Weiwei Zhang +1 位作者 Xuncheng Wu Bo Zhao 《Computer Modeling in Engineering & Sciences》 SCIE EI 2019年第6期559-576,共18页
Vision-based technologies have been extensively applied for on-street parking space sensing,aiming at providing timely and accurate information for drivers and improving daily travel convenience.However,it faces great... Vision-based technologies have been extensively applied for on-street parking space sensing,aiming at providing timely and accurate information for drivers and improving daily travel convenience.However,it faces great challenges as a partial visualization regularly occurs owing to occlusion from static or dynamic objects or a limited perspective of camera.This paper presents an imagery-based framework to infer parking space status by generating 3D bounding box of the vehicle.A specially designed convolutional neural network based on ResNet and feature pyramid network is proposed to overcome challenges from partial visualization and occlusion.It predicts 3D box candidates on multi-scale feature maps with five different 3D anchors,which generated by clustering diverse scales of ground truth box according to different vehicle templates in the source data set.Subsequently,vehicle distribution map is constructed jointly from the coordinates of vehicle box and artificially segmented parking spaces,where the normative degree of parked vehicle is calculated by computing the intersection over union between vehicle’s box and parking space edge.In space status inference,to further eliminate mutual vehicle interference,three adjacent spaces are combined into one unit and then a multinomial logistic regression model is trained to refine the status of the unit.Experiments on KITTI benchmark and Shanghai road show that the proposed method outperforms most monocular approaches in 3D box regression and achieves satisfactory accuracy in space status inference. 展开更多
关键词 3D object PROPOSAL image processing and analysis PARKING space detection fully convolutional network MULTINOMIAL LOGISTIC regression model
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