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Regional land use/cover classification in Malaysia Based on conventional digital camera imageries 基于传统数码相机图像的马来西亚区域土地利用/覆盖分类
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839458
H. Lim, M. MatJafri, K. Abdullah, C. J. Wong, N. M. Saleh
This paper presents an economical analysis of land cover in Malaysia. Land cover classification from remotely sensed data is an important topic in remote sensing applications. We attempted to investigate the feasibility of using a conventional digital camera for acquiring high resolution imagery for land use/cover mapping. The objective of this study is to test the high-resolution digital camera imagery for land cover mapping using remote sensing technique. The study area is the Merbok River estuary, Kedah and Timah Tasoh Lake, Perlis, both located in Peninsular Malaysia. The digital images were taken from a low-attitude light aircraft. A Kodak camera, model DC290, was used to capture images from an elevation of 8000 feet on board Cessna 172Q. The use of a digital camera as a sensor to capture digital images is cheaper and more economical compared to the use of other airborne sensors. This technique overcomes the problem of the difficulty in obtaining cloud-free scenes in the Equatorial region from a satellite platform. The images consisted of the three visible bands-red, green, and blue. Supervised classification technique (Maximum Likelihood, ML, Minimum Distance-to-Mean, MDM, and Parallelepiped, P) was applied to the digital camera spectral bands (red, green and blue) to extract the thematic information from the acquired scenes. The accuracy of each classification map produced was validated using the reference data sets consisting of a large number of samples collected per category. The results produced a high degree of accuracy. This study indicates that the use of a conventional digital camera as a sensor in remote sensing studies can provide useful information for planning and development of a small area of coverage
本文对马来西亚的土地覆盖进行了经济分析。基于遥感数据的土地覆被分类是遥感应用中的一个重要课题。我们试图研究使用传统数码相机获取高分辨率图像用于土地利用/覆被制图的可行性。本研究的目的是测试高分辨率数码相机图像在土地覆盖遥感制图中的应用。研究区域是位于马来西亚半岛的吉打州的默博河河口和玻里斯的Timah Tasoh湖。这些数字图像是从一架低空轻型飞机上拍摄的。一架型号为DC290的柯达相机被用来在塞斯纳172Q飞机上从8000英尺的高度拍摄图像。与使用其他机载传感器相比,使用数码相机作为传感器来捕捉数字图像更便宜,更经济。该技术克服了从卫星平台获取赤道地区无云场景的困难问题。这些图像由红、绿、蓝三个可见波段组成。将监督分类技术(Maximum Likelihood, ML, Minimum Distance-to-Mean, MDM, Parallelepiped, P)应用于数码相机光谱波段(红、绿、蓝),从采集的场景中提取主题信息。使用由每个类别收集的大量样本组成的参考数据集验证了生成的每个分类图的准确性。结果产生了高度的准确性。这项研究表明,在遥感研究中使用传统的数码相机作为传感器可以为规划和发展小范围的覆盖区域提供有用的信息
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引用次数: 5
Method of combine orbit determination and its application in Space Based Technology 联合定轨方法及其在天基技术中的应用
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839536
Pan Xiaogang, Zhou Haiyin
Space Based technology is the tendency of new technology of space surveillance since the Space-Based Visible (SBV) gained great success within its experiment mission. With advantages of covering rate and multi-goals exploring capability, the Space Based technology had been applied to many fields such as LEO satellite determination based on GPS, midcourse ballistic missile tracking and so on, the main challenge for space based observation is errors of platform which can badly contaminate the observation data. In space, the SBV platform will be shaken with high frequency error and the axes will be circumvolved with low frequency, so the observation data contains not only stochastic errors data but also system errors data with different frequency. How to describe the system error and improve the orbit determination of spacecraft based on space based observation data is the goal of this paper. Combine orbit determination method is to deal with the SBV satellite orbit and space object satellite orbit synchronously, so the system error of SBV will be restrained. Batch orbit determination method and combine orbit determination algorithm were involved in the paper. By generating a new strategy to analyz the residuals of orbit determination, it is designed to produce the near true environment observation error model, and to compensate in calculation. Thus, semi-parametric non linear model was introduced in this paper, which can distinctly describe the LEO satellite observation model and dynamic model based on Space Based Surveillance System, and a nonparametric estimator was proposed to solve the semi-parametric non linear model, finally the Fourier Transform Method for non-parametric parts was applied to decompose the different system signals in orbit to distinguish the dynamic error model and the observation error model or satellite platform error of space based satellite.
自天基可见光卫星在实验任务中取得巨大成功以来,天基技术是空间监视新技术的发展趋势。天基技术具有覆盖速度快、多目标探测能力强等优点,已广泛应用于基于GPS的低轨道卫星定位、弹道导弹中段跟踪等领域,但天基观测面临的主要挑战是平台误差对观测数据的严重污染。在空间中,SBV平台会发生高频误差的抖动和低频轴的旋转,因此观测数据中不仅包含随机误差数据,还包含不同频率的系统误差数据。如何描述基于天基观测数据的系统误差,提高航天器的定轨精度是本文研究的目标。联合定轨方法是将星载卫星轨道与空间目标卫星轨道同步处理,从而抑制星载卫星的系统误差。研究了批量定轨方法和组合定轨算法。通过生成一种新的定轨残差分析策略,设计出接近真实环境观测误差模型,并在计算中进行补偿。为此,本文引入了能够清晰描述基于天基监视系统的LEO卫星观测模型和动态模型的半参数非线性模型,并提出了求解半参数非线性模型的非参数估计器。最后,应用非参数部件的傅立叶变换方法对在轨系统信号进行分解,以区分天基卫星的动态误差模型和观测误差模型或卫星平台误差。
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引用次数: 2
Parallelizing a multi-frame blind deconvolution algorithm on clusters of multicore processors 在多核处理器集群上并行化一种多帧盲反卷积算法
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839545
R. Linderman, S. Spetka, S. Emeny, D. Fitzgerald
The parallelization strategy of the Physically-Constrained Iterative Deconvolution (PCID) algorithm is being altered and optimized to enhance performance on emerging multi-core architectures. This paper reports results from porting PCID to multi-core architectures including the JAWS supercomputer at the Maui HPC Center (60 TFLOPS of dual-dual Xeon® nodes) and the Cell Cluster at AFRL in Rome, NY (52 TFLOPS of Playstation 3® nodes with IBM Cell Broadband Engine® multi-cores and 14 dual-quad Xeon headnodes). For 512×512 image sizes FFT performance exceeding 60 GFLOPS has been observed on dual-quad Xeon nodes. Multi-core architectures programmed with multiple threads delivered significantly better performance for parallelization of the low level image convolution operations compared to earlier parallelization across cluster nodes with MPI. Another focus of the PCID multi-core effort was to move from MPI message passing to a publish-subscribe-query approach to information management. The publish, subscribe and query infrastructure was optimized for large scale machines, such as JAWS, and features a “loose coupling“ of publishers to subscribers through intervening brokers. This change makes runs on large HPCs with thousands of intercommunicating cores more flexible and more fault tolerant.
物理约束迭代反卷积(PCID)算法的并行化策略正在改变和优化,以提高在新兴多核架构上的性能。本文报告了将pcd移植到多核架构的结果,包括Maui HPC中心的JAWS超级计算机(双双Xeon®节点的60 TFLOPS)和纽约罗马AFRL的Cell集群(Playstation 3®节点的52 TFLOPS与IBM Cell宽带引擎®多核和14双四Xeon头节点)。对于512×512图像大小,在双四Xeon节点上观察到FFT性能超过60 GFLOPS。与使用MPI跨集群节点的早期并行化相比,使用多线程编程的多核架构在低级图像卷积操作的并行化方面提供了明显更好的性能。PCID多核工作的另一个重点是从MPI消息传递转向信息管理的发布-订阅-查询方法。发布、订阅和查询基础设施针对大型机器(如JAWS)进行了优化,并通过中介将发布者与订阅者“松耦合”。这一变化使得在具有数千个相互通信核心的大型高性能计算机上运行更加灵活,容错能力也更强。
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引用次数: 3
Performances of variable step-size adaptive algorithms in non-Gaussian interference environments 非高斯干扰环境下变步长自适应算法的性能
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839470
Y. R. Zheng, R. Lynch
Two variable step-size normalized least mean square (VSS-NLMS) algorithms, namely the Non-Parametric VSS-NLMS and Switched Mode VSS-NLMS, are reformulated into complex signal form for STAP applications. The performances of these two VSS NLMS algorithms in Gaussian and compound-K clutters are evaluated via a phased array space-slow-time STAP example. We find that the misadjustment behaviors are inconsistent with the excess MSEs which is a better measure of STAP performance. Both VSS-NLMS algorithms outperform conventional fixed step-size (FSS) NLMS algorithms with fast convergence and low steady-state excess MSE. The SM-VSS-NLMS provides a better performance compromise than the NP-VSS-NLMS with much lower steady-state excess MSEs and slightly slower convergence speeds. The performance gain of both VSS algorithms reduces in heavy-tailed clutter environments than that in Gaussian clutters. Their robustness against impulsive interference is better than conventional FSS-NLMS.
两种变步长归一化最小均方(VSS-NLMS)算法,即非参数VSS-NLMS和切换模式VSS-NLMS,被重新表述为用于STAP应用的复杂信号形式。通过相控阵空间-慢时STAP实例,对这两种VSS NLMS算法在高斯和复合k杂波下的性能进行了评价。我们发现失调行为与过剩的mse不一致,而过剩的mse是衡量STAP绩效的一个更好的指标。两种VSS-NLMS算法均优于传统的固定步长(FSS) NLMS算法,具有快速收敛和低稳态过量MSE的特点。SM-VSS-NLMS提供了比NP-VSS-NLMS更好的性能折衷,具有更低的稳态过剩mse和稍慢的收敛速度。两种VSS算法在重尾杂波环境下的性能增益都比在高斯杂波环境下的性能增益降低。它们对脉冲干扰的鲁棒性优于传统的FSS-NLMS。
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引用次数: 2
A general likelihood function decomposition that is linear in target state 在目标状态下线性的一般似然函数分解
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839482
R. Streit, R. Wojtowicz
Likelihood function decomposition is a technique to coordinate deployed fields of multiple diverse heterogeneous sensors and for the automated processing of large volumes of multisensor data. It is an innovative new concept that is potentially useful in many of the kinds of nonlinear problems that arise in sensor fields used for detection, classification, and localization. Algorithms derived via the likelihood decompositionmethod are of interest because they have linear computational complexity in many of the parameters in distributed networked sensors — the number targets, the number of measurements, and the number of sensors. This efficiency is complemented with the ease with which the decompositions can be adapted to important application requirements such as land mass avoidance and ID/classification tags. The decomposition method also provides a natural way to exploit the spatial diversity of a sensor field to enable estimation of the aspect dependent targets. Observed information matrices derived from the likelihood decompositions can be exploited to maintain control of the field. The likelihood function decomposition method also simplifies the unconditional data likelihood function, enabling it to be written as an integral that is independent of the dimension of the target state space. This greatly reduces the computational complexity of the clutter rejection problem
似然函数分解是一种协调多个不同异构传感器的部署域和对大量多传感器数据进行自动化处理的技术。这是一个创新的新概念,在用于检测、分类和定位的传感器领域中出现的许多非线性问题中具有潜在的用途。通过似然分解方法导出的算法很有趣,因为它们在分布式网络传感器中的许多参数(目标数量、测量数量和传感器数量)中具有线性计算复杂性。这种效率与分解可以轻松适应重要的应用需求(如陆地块避免和ID/分类标签)相辅相成。该分解方法还提供了一种自然的方法,利用传感器场的空间多样性来实现对方面相关目标的估计。由似然分解得到的观察到的信息矩阵可以用来维持对场的控制。似然函数分解方法还简化了无条件数据似然函数,使其可以写成与目标状态空间维数无关的积分。这大大降低了杂波抑制问题的计算复杂度
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引用次数: 4
Search for earth-analogs with the Planet Hunter Mission 用行星猎人任务寻找地球类似物
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839466
R. Goullioud, J. Marr, M. Shao, G. Marcy
Planet Hunter is a design for a space borne astrometric mission. Planet Hunter utilizes technology developed for the Space Interferometry Mission (SIM). The instrument consists of two Michelson stellar interferometers and a telescope. The first interferometer chops between the target star and a set of reference stars. The second interferometer monitors the attitude of the instrument in the direction of the target star. The telescope monitors the attitude of the instrument in the other two directions.
“行星猎人”是一项太空天体测量任务的设计。行星猎人利用了为空间干涉测量任务(SIM)开发的技术。该仪器由两个迈克尔逊恒星干涉仪和一个望远镜组成。第一个干涉仪在目标恒星和一组参考恒星之间进行切割。第二个干涉仪监测仪器在目标恒星方向上的姿态。望远镜监视仪器在另外两个方向的姿态。
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引用次数: 0
Application of genetic algorithm for flight system verification and validation 遗传算法在飞行系统验证与验证中的应用
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839631
G. Sacco, K. Barltrop, Cin-Young Lee, G. Horvath, R. Terrile, Seungwon Lee
Most complex systems nowadays heavily rely on software, and spacecraft and satellite systems are no exception. Moreover as systems capabilities increase, the corresponding software required to integrate and address system tasks becomes more complex. Hence, in order to guarantee a system's success, testing of the software becomes imperative. Traditionally exhaustive testing of all possible behaviors was conducted. However, given the increased complexity and number of interacting behaviors of current systems, the time required for such thorough testing is prohibitive. As a result many have adopted random testing techniques to achieve sufficient coverage of the test space within a reasonable amount of time. In this paper we propose the use of genetic algorithms (GA) to greatly reduce the number of tests performed, while still maintaining the same level of confidence as current random testing approaches. We present a GA specifically tailored for the systems testing domain. In order to validate our algorithm we used the results from the Dawn test campaign. Preliminary results seem very encouraging, showing that our approach, when searching the worst test cases, outperforms random search , limiting the search to a mere 6 % of the full search domain.
如今,大多数复杂的系统都严重依赖软件,航天器和卫星系统也不例外。此外,随着系统能力的增加,集成和处理系统任务所需的相应软件变得更加复杂。因此,为了保证系统的成功,对软件进行测试变得势在必行。传统上,对所有可能的行为进行详尽的测试。然而,考虑到当前系统中交互行为的复杂性和数量的增加,进行这种彻底测试所需的时间是令人望而却步的。因此,许多人采用了随机测试技术,以便在合理的时间内实现对测试空间的充分覆盖。在本文中,我们提出使用遗传算法(GA)来大大减少执行的测试数量,同时仍然保持与当前随机测试方法相同的置信度水平。我们提出了一个专门为系统测试领域量身定制的遗传算法。为了验证我们的算法,我们使用了《Dawn》测试活动的结果。初步结果看起来非常鼓舞人心,表明我们的方法在搜索最差的测试用例时优于随机搜索,将搜索限制在整个搜索域的6%。
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引用次数: 4
A new efficient method for system structural analysis and generating Analytical Redundancy Relations 一种新的系统结构分析和生成解析冗余关系的有效方法
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839665
A. Fijany, F. Vatan
In this paper we present a new efficient algorithmic method for generating the Analytical Redundancy Relations (ARRs). ARRs are one of the crucial tools for model-based diagnosis as well as for optimizing, analyzing, and validating the system of sensors. However, despite the importance of the ARRs for both system diagnosis and sensor optimization, it seems that less attention has been paid to the development of systematic and efficient approaches for their generation. In this paper we discuss the complexity in derivation of ARRs and present a new efficient algorithm for their derivation. Given a system with a set of L ARRs, our algorithm achieves a complexity of O(L4) for generating the ARRs. To our knowledge, this is the first algorithm with a polynomial complexity for derivation of ARRs. We also present the results of application of our algorithms, for generating the complete set of ARRs, to both synthetic and industrial examples.
本文提出了一种新的高效的生成解析冗余关系的算法。arr是基于模型的诊断以及优化、分析和验证传感器系统的关键工具之一。然而,尽管arr对系统诊断和传感器优化都很重要,但似乎很少有人关注其生成的系统和有效方法的发展。本文讨论了arr求导的复杂性,提出了一种新的有效的arr求导算法。给定一个具有L个arr集合的系统,我们的算法生成arr的复杂度为0 (L4)。据我们所知,这是第一个具有多项式复杂度的arr推导算法。我们还介绍了我们的算法在合成和工业实例中的应用结果,用于生成完整的arr集。
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引用次数: 11
TRANSPONDERS: Research and analysis for the development of telecommunication payloads in Q/v bands 应答器:对Q/v波段电信有效载荷发展的研究与分析
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839341
C. Stallo, M. Lucente, T. Rossi, E. Cianca, M. Ruggieri, A. Paraboni, C. Cornacchini, A. Vernucci, M. T. Nocerino, A. Ceccarelli, L. Bruca, G. Codispoti, M. De Sanctis
Since the 70s Italy has had a pioneering approach to higher frequencies, at first at Ka band (20/30 GHz) with the Sirio experience (launched in 1978), when such a range was still a frontier, and then with Italsat F1 and F2 experiments in the 90s [1], studying Q and V bands in addition to Ka one as well. After those experiences, Italy through the Italian Space Agency (ASI) was one of the first European countries that have made an effort toward the exploitation of Q/V band in telecommunications. In 2004 ASI funded a feasibility study (phase A), called TRANSPONDERS, Italian acronym for “research, analysis and study of Q/V payloads for telecommunications”, aimed at studying and designing a payload to be used to fully characterize the channel at Q/V bands and to test novel adaptive interference/fading mitigation techniques such as ACM (Adaptive Coding and Modulation). Finally, the feasibility and performance of preliminary broadband services in such frequencies can be verified through this study .A new phase has recently started (April 2008), called TRANSPONDERS-2 and leaded by Space Engineering S.p.A., to continue the achievements gained during the first phase. In this scenario, it is mandatory to identify pre-operative experimental missions aiming at fully verifying the feasibility of future Q/V bands satellite telecommunication applications. The experimental goals are mainly to test the effectiveness of Propagation Impairment Mitigation Techniques (PIMTs) [2] in such frequency bands and the minimization of implementation risks for operative system characterized by a series of technological challenges.
自70年代以来,意大利在更高频率方面具有开创性的方法,首先是在Ka频段(20/30 GHz)与Sirio经验(1978年推出),当时这个范围仍然是一个前沿,然后在90年代通过Italsat F1和F2实验[1],除了Ka一之外,还研究了Q和V频段。经过这些经验,意大利通过意大利航天局(ASI)成为第一批努力开发电信Q/V频段的欧洲国家之一。2004年,ASI资助了一项可行性研究(a阶段),称为transsponders,意为"电信Q/V有效载荷的研究、分析和研究",旨在研究和设计一种有效载荷,用于充分表征Q/V波段的信道,并测试新的自适应干扰/衰落缓解技术,如ACM(自适应编码和调制)。最后,初步宽带服务在这些频率上的可行性和性能可以通过这项研究得到验证。一个新的阶段最近开始了(2008年4月),称为transsponders -2,由空间工程公司领导,继续在第一阶段取得的成就。在这种情况下,必须确定旨在充分验证未来Q/V波段卫星通信应用可行性的术前实验任务。实验目的主要是测试传播损伤缓解技术(Propagation Impairment Mitigation Techniques, PIMTs)[2]在该频段的有效性,以及如何将存在一系列技术挑战的操作系统的实施风险最小化。
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引用次数: 5
Constellation program's stretch goal requirements 星座计划的延伸目标要求
Pub Date : 2009-03-07 DOI: 10.1109/AERO.2009.4839729
Young H. Lee, Kevin A. Ingoldsby, Roger A. Galpin
In 2004, the Vision for Space Exploration (VSE) was announced by the United States President's Administration in an effort to explore space and to extend a human presence across our solar system. Subsequently, NASA established the Exploration Systems Mission Directorate (ESMD) to develop a constellation of new capabilities, supporting technologies, and foundational research that allows for the sustained and affordable exploration of space. Then, ESMD specified the primary mission for the Constellation Program (CxP)—to carry out a series of human expeditions, ranging from Low Earth Orbit (LEO) to the surface of Mars and beyond for the purposes of conducting human exploration of space. The CxP was established at the Lyndon B. Johnson Space Center (JSC) to manage the development of the flight and ground infrastructure and systems that require enabling continued and extended human access to space.
2004年,美国总统政府宣布了太空探索愿景(VSE),旨在探索太空,并将人类的存在扩展到我们的太阳系。随后,NASA成立了探索系统任务理事会(ESMD),以开发一系列新能力、支持技术和基础研究,从而实现可持续的、可负担的太空探索。然后,ESMD指定了星座计划(CxP)的主要任务——执行一系列人类探险,范围从低地球轨道(LEO)到火星表面以及更远的地方,以进行人类太空探索。CxP是在林登·约翰逊航天中心(JSC)建立的,目的是管理飞行和地面基础设施和系统的发展,这些基础设施和系统需要使人类能够持续和扩展地进入太空。
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引用次数: 0
期刊
2009 IEEE Aerospace conference
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