首页 > 最新文献

2014 International Radar Conference最新文献

英文 中文
Squinted array beamforming for wall back plate detection 斜视阵列波束形成墙后板检测
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060371
M. Amin, F. Ahmad, A. Hoorfar
We consider the problem of detection of wall back plates, which intentionally or unintentionally block electromagnetic wave penetrations and prevent the waves from reaching the indoor scene. This renders the result of through-the-wall radar imaging incorrect and misleading. The proposed approach employs squint beamforming to avoid the strong direct returns from the front side of the exterior wall and allow the diffraction for the plate placed against or near to the back side of the wall to be detected. We aid squint beamforming with a wall removal technique based on eigenstructure of the data matrix. This technique is applied prior to imaging and mitigates sidelobe wall scattering residuals, which may still obscure the relative weak plate radar return.
我们考虑了墙后板的检测问题,它有意无意地阻挡了电磁波的穿透,阻止了电磁波到达室内场景。这使得穿墙雷达成像的结果不正确和具有误导性。所提出的方法采用斜视波束形成,以避免来自外墙正面的强烈直接回波,并允许检测靠近墙壁背面或靠近墙壁背面的板的衍射。采用基于数据矩阵特征结构的去壁技术辅助斜视波束形成。该技术应用于成像之前,并减轻了可能仍然掩盖相对弱板雷达回波的副瓣壁散射残余。
{"title":"Squinted array beamforming for wall back plate detection","authors":"M. Amin, F. Ahmad, A. Hoorfar","doi":"10.1109/RADAR.2014.7060371","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060371","url":null,"abstract":"We consider the problem of detection of wall back plates, which intentionally or unintentionally block electromagnetic wave penetrations and prevent the waves from reaching the indoor scene. This renders the result of through-the-wall radar imaging incorrect and misleading. The proposed approach employs squint beamforming to avoid the strong direct returns from the front side of the exterior wall and allow the diffraction for the plate placed against or near to the back side of the wall to be detected. We aid squint beamforming with a wall removal technique based on eigenstructure of the data matrix. This technique is applied prior to imaging and mitigates sidelobe wall scattering residuals, which may still obscure the relative weak plate radar return.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127739699","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High range resolution X-band urban radar clutter model for a DRFM-based hardware in the loop radar environment simulator 基于drfm的环内雷达环境模拟器的高距离分辨率x波段城市雷达杂波模型
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060264
J. J. Strydom, J. D. de Witt, J. Cilliers
This paper describes measurements of urban ground clutter made from the CSIR campus in Pretoria, South-Africa. The measurements were made using a wideband X-band radar. The radar clutter is analysed and a Doppler spectrum based clutter model is derived. The clutter model is optimised for implementation on a digital radio frequency memory (DRFM) based hardware in the loop (HIL) radar environment simulation system. The clutter model was compared to a different measurement in the dataset and it was found to provide an accurate fit to urban ground clutter for the low grazing angles under consideration. The coherent component matched that of the data, while the slow diffuse component matched well for low clutter bandwidths of less than 1 Hz. For clutter bandwidths larger than 1 Hz there was approximately a 2 dB mismatch in the spectral tails.
本文描述了在南非比勒陀利亚的CSIR校园进行的城市地面杂波测量。测量是使用宽带x波段雷达进行的。对雷达杂波进行了分析,推导了基于多普勒谱的杂波模型。对杂波模型进行了优化,以实现基于数字射频存储器(DRFM)的硬件在环雷达环境仿真系统。将杂波模型与数据集中的另一种测量方法进行了比较,发现在考虑低掠射角的情况下,该模型可以准确地拟合城市地面杂波。相干分量与数据相匹配,而慢漫射分量在小于1hz的低杂波带宽下匹配良好。对于杂波带宽大于1hz的杂波,在频谱尾部存在大约2db的失配。
{"title":"High range resolution X-band urban radar clutter model for a DRFM-based hardware in the loop radar environment simulator","authors":"J. J. Strydom, J. D. de Witt, J. Cilliers","doi":"10.1109/RADAR.2014.7060264","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060264","url":null,"abstract":"This paper describes measurements of urban ground clutter made from the CSIR campus in Pretoria, South-Africa. The measurements were made using a wideband X-band radar. The radar clutter is analysed and a Doppler spectrum based clutter model is derived. The clutter model is optimised for implementation on a digital radio frequency memory (DRFM) based hardware in the loop (HIL) radar environment simulation system. The clutter model was compared to a different measurement in the dataset and it was found to provide an accurate fit to urban ground clutter for the low grazing angles under consideration. The coherent component matched that of the data, while the slow diffuse component matched well for low clutter bandwidths of less than 1 Hz. For clutter bandwidths larger than 1 Hz there was approximately a 2 dB mismatch in the spectral tails.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121931998","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 13
Estimation of surface topography from single polarimetric SAR imagery using RADARSAT2 利用RADARSAT2从单极化SAR图像估计地表地形
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060466
B. Souissi, M. Ouarzeddine, Houda Latreche
In this paper a practical method is demonstrated for estimating terrain slopes in azimuth and ground range directions for digital elevation model (DEM) generation without any prior knowledge on the terrain by using only one single pass of polarimetric synthetic aperture radar (PolSAR) instead of two-pass or interferometric SAR (INSAR). The basic approach is by combing the orientation angle estimation and a shape-from-shading technique (SFS) which is mostly used by the computer vision community. In particular, when limited PolSAR data are available, this technique provides an alternative way for DEM generation. The polarization orientation angle (POA) is related to both the range and azimulh angles of the tilted surface and radar viewing angle and it can be estimated from the PolSAR data by using the circular polarization method which shows the best performance in computation efficiency and accuracy with respect to the other methods. After terrain slopes in both the range and azimuth directions have been estimated initially by the combination of the POA estimation and the SFS algorithm, a least squares method similar to that used in interferometric phase unwrapping is used to generate the topography. The least squares approach to phase unwrapping obtains an unwrapped solution by minimizing the differences between the discrete partial derivatives of the (wrapped) phase data and the discrete partial derivatives of the unwrapped solution. We illustrate our results by using the polarimetric SAR images acquired in Algeria by the RadarSAT2 (FQ19) in C-band.
本文提出了一种实用的方法,在不需要任何地形先验知识的情况下,利用偏振合成孔径雷达(PolSAR)单通道而不是双通道或干涉SAR (INSAR)来估算地形方位角和地面距离方向上的坡度,从而生成数字高程模型(DEM)。基本方法是将方向角估计与计算机视觉界常用的形状-阴影技术(SFS)相结合。特别是,当PolSAR数据有限时,该技术为生成DEM提供了另一种方法。偏振取向角(POA)与倾斜表面的距离角、方位角和雷达视角都有关系,利用圆偏振法可以从PolSAR数据中估计出偏振取向角,相对于其他方法在计算效率和精度上都表现出最好的性能。在结合POA估计和SFS算法初步估计了距离和方位角方向上的地形坡度后,使用类似于干涉相位展开的最小二乘法生成地形。相位展开的最小二乘方法通过最小化(包裹)相位数据的离散偏导数与未包裹解的离散偏导数之间的差异来获得未包裹解。我们使用RadarSAT2 (FQ19)在阿尔及利亚获得的c波段偏振SAR图像来说明我们的结果。
{"title":"Estimation of surface topography from single polarimetric SAR imagery using RADARSAT2","authors":"B. Souissi, M. Ouarzeddine, Houda Latreche","doi":"10.1109/RADAR.2014.7060466","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060466","url":null,"abstract":"In this paper a practical method is demonstrated for estimating terrain slopes in azimuth and ground range directions for digital elevation model (DEM) generation without any prior knowledge on the terrain by using only one single pass of polarimetric synthetic aperture radar (PolSAR) instead of two-pass or interferometric SAR (INSAR). The basic approach is by combing the orientation angle estimation and a shape-from-shading technique (SFS) which is mostly used by the computer vision community. In particular, when limited PolSAR data are available, this technique provides an alternative way for DEM generation. The polarization orientation angle (POA) is related to both the range and azimulh angles of the tilted surface and radar viewing angle and it can be estimated from the PolSAR data by using the circular polarization method which shows the best performance in computation efficiency and accuracy with respect to the other methods. After terrain slopes in both the range and azimuth directions have been estimated initially by the combination of the POA estimation and the SFS algorithm, a least squares method similar to that used in interferometric phase unwrapping is used to generate the topography. The least squares approach to phase unwrapping obtains an unwrapped solution by minimizing the differences between the discrete partial derivatives of the (wrapped) phase data and the discrete partial derivatives of the unwrapped solution. We illustrate our results by using the polarimetric SAR images acquired in Algeria by the RadarSAT2 (FQ19) in C-band.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125799125","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation of radar propagation prediction methods using ARTIST data 基于艺术家数据的雷达传播预测方法研究
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060265
H. Wheelwright, W. Wallace, W. Dawber, D. Manson
This article examines the assessment of propagation conditions using data from a state-of-the-art, multi-function radar, namely the advanced radar technology integrated system testbed (ARTIST). The radar was situated at Wallops Island, USA and an extensive series of clutter recordings was conducted in 2010. The recordings are compared to site specific modelling using the naval electromagnetic environmental simulation suite (NEMESiS) software. Using this modelling software, it is shown that refractivity profiles predicted using local environmental measurements, in conjunction with analytical descriptions of evaporation ducts, do not result in a high fidelity reproduction of the clutter observed. Refractivity profiles recorded with radiosondes result in a better match to the data, but can produce an over-prediction of clutter. It is concluded that the most robust way to accurately assess propagation conditions is through a direct analysis of the radar clutter data, in conjunction with detailed modelling. This approach, duct inversion, is explored and is shown to have the potential of providing a quasi-real time assessment of propagation conditions, as required for environmentally aware radar.
本文使用最先进的多功能雷达,即先进雷达技术集成系统试验台(ARTIST)的数据检查传播条件的评估。该雷达位于美国沃洛普斯岛,并于2010年进行了一系列广泛的杂波记录。使用海军电磁环境模拟套件(NEMESiS)软件将记录与现场特定建模进行比较。使用该建模软件,表明利用当地环境测量预测的折射率剖面,结合蒸发管道的分析描述,不能产生观察到的杂波的高保真再现。用无线电探空仪记录的折射率剖面结果与数据吻合得更好,但可能会产生对杂波的过度预测。结论是,准确评估传播条件的最可靠方法是通过对雷达杂波数据的直接分析,并结合详细的建模。研究人员探索了这种管道反演方法,并证明该方法具有提供准实时传播条件评估的潜力,这是环境感知雷达所需要的。
{"title":"Investigation of radar propagation prediction methods using ARTIST data","authors":"H. Wheelwright, W. Wallace, W. Dawber, D. Manson","doi":"10.1109/RADAR.2014.7060265","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060265","url":null,"abstract":"This article examines the assessment of propagation conditions using data from a state-of-the-art, multi-function radar, namely the advanced radar technology integrated system testbed (ARTIST). The radar was situated at Wallops Island, USA and an extensive series of clutter recordings was conducted in 2010. The recordings are compared to site specific modelling using the naval electromagnetic environmental simulation suite (NEMESiS) software. Using this modelling software, it is shown that refractivity profiles predicted using local environmental measurements, in conjunction with analytical descriptions of evaporation ducts, do not result in a high fidelity reproduction of the clutter observed. Refractivity profiles recorded with radiosondes result in a better match to the data, but can produce an over-prediction of clutter. It is concluded that the most robust way to accurately assess propagation conditions is through a direct analysis of the radar clutter data, in conjunction with detailed modelling. This approach, duct inversion, is explored and is shown to have the potential of providing a quasi-real time assessment of propagation conditions, as required for environmentally aware radar.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"165 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127306494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Dual function radar communication Time-modulated array 双功能雷达通信时调阵列
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060416
J. Euziére, R. Guinvarc’h, M. Lesturgie, B. Uguen, R. Gillard
This paper introduces the use of Time-modulated array methods to realize a dual function array. It is able to do a radar function in the mainlobe, while realizing a communication in the side lobe.
本文介绍了利用时调制阵列的方法来实现双功能阵列。它可以在主瓣中实现雷达功能,在副瓣中实现通信功能。
{"title":"Dual function radar communication Time-modulated array","authors":"J. Euziére, R. Guinvarc’h, M. Lesturgie, B. Uguen, R. Gillard","doi":"10.1109/RADAR.2014.7060416","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060416","url":null,"abstract":"This paper introduces the use of Time-modulated array methods to realize a dual function array. It is able to do a radar function in the mainlobe, while realizing a communication in the side lobe.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"64 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132791148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 113
Multistatic ISAR - chances and challenges 多静态ISAR——机遇与挑战
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060243
Stefan Brisken
This paper is concerned with recent and future developments in the field of multistatic radar imaging of moving targets. It briefly reviews traditional monostatic ISAR imaging and identifies its drawbacks. We then present ideas, some of them have meanwhile been verified in experiments, how a multistatic setup can overcome some of these problems. Clearly, a multistatic setup leads to increased complexity and new problems. We display these new problems and present approaches to solve some of them. We use mind maps to illustrate the context. Multichannel techniques like interferometric or polarimetric ISAR are out of the scope of this paper.
本文介绍了多基地雷达运动目标成像领域的最新研究进展。简要回顾了传统的单站ISAR成像,并指出了其缺点。然后,我们提出了一些想法,其中一些已经在实验中得到了验证,多静态设置如何克服这些问题。显然,多静态设置会增加复杂性和新问题。我们展示了这些新问题,并提出了解决其中一些问题的方法。我们用思维导图来说明上下文。干涉或偏振ISAR等多通道技术不在本文讨论范围之内。
{"title":"Multistatic ISAR - chances and challenges","authors":"Stefan Brisken","doi":"10.1109/RADAR.2014.7060243","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060243","url":null,"abstract":"This paper is concerned with recent and future developments in the field of multistatic radar imaging of moving targets. It briefly reviews traditional monostatic ISAR imaging and identifies its drawbacks. We then present ideas, some of them have meanwhile been verified in experiments, how a multistatic setup can overcome some of these problems. Clearly, a multistatic setup leads to increased complexity and new problems. We display these new problems and present approaches to solve some of them. We use mind maps to illustrate the context. Multichannel techniques like interferometric or polarimetric ISAR are out of the scope of this paper.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128596676","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
Development of CARINA bistatic VHF-band SAR CARINA双基地甚高频SAR的研制
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060354
L. Ulander, A. Gustavsson, T. Jonsson, R. Ragnarsson, G. Stenstrom
The paper presents results from developing and testing a bistatic SAR system for ground surveillance in the VHF band (25-83 MHz). It is based on two radars developed by FOI: The monostatic LORA system installed in an aircraft and the bistatic and passive CARINA system installed on a helicopter. CARINA is based on direct RF sampling of two receiver channels (2 × 14 bits @ 250 MSPS) together with continuous non-interrupted data storage capability. The system has recently been developed by FOI and is described in detail. System architecture, installation in the helicopter platform and results from early trials in bistatic SAR mode are described. Results show forest clutter can be significantly reduced in bistatic SAR geometries compared to the signature of a small truck (van).
本文介绍了一种用于VHF频段(25-83 MHz)地面监视的双基地SAR系统的开发和测试结果。它基于由FOI公司开发的两种雷达:安装在飞机上的单基地LORA系统和安装在直升机上的双基地被动CARINA系统。CARINA基于两个接收器通道(2 × 14位@ 250 MSPS)的直接射频采样以及连续不间断的数据存储能力。该系统最近由FOI开发,并进行了详细描述。描述了系统架构、在直升机平台上的安装以及双基地SAR模式的早期试验结果。结果表明,与小型卡车(面包车)的特征相比,双基地SAR几何形状可以显著减少森林杂波。
{"title":"Development of CARINA bistatic VHF-band SAR","authors":"L. Ulander, A. Gustavsson, T. Jonsson, R. Ragnarsson, G. Stenstrom","doi":"10.1109/RADAR.2014.7060354","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060354","url":null,"abstract":"The paper presents results from developing and testing a bistatic SAR system for ground surveillance in the VHF band (25-83 MHz). It is based on two radars developed by FOI: The monostatic LORA system installed in an aircraft and the bistatic and passive CARINA system installed on a helicopter. CARINA is based on direct RF sampling of two receiver channels (2 × 14 bits @ 250 MSPS) together with continuous non-interrupted data storage capability. The system has recently been developed by FOI and is described in detail. System architecture, installation in the helicopter platform and results from early trials in bistatic SAR mode are described. Results show forest clutter can be significantly reduced in bistatic SAR geometries compared to the signature of a small truck (van).","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116832112","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
Dual-polarization X-band phased array weather radar: Technology update 双偏振x波段相控阵气象雷达:技术更新
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060423
Peter R. Drake, J. Bourgeois, A. Hopf, Francis Lok, D. McLaughlin
A Raytheon-developed dual polarization X-band active phased array radar has been designed and is being tested for use as a multi-mission, weather and surveillance, radar. The radar is optimized for integration into existing networks with the capability of being deployed on existing telecom, turbine or building infrastructures. The partnership between Raytheon and CASA brings together years of expertise to meet future requirements of en route and terminal air surveillance and weather remote sensing. This paper provides an update to this Raytheon dual polarization active phased array radar technology.
雷神公司开发的双偏振x波段有源相控阵雷达已经设计完成,并正在测试用于多任务、天气和监视雷达。该雷达针对集成到现有网络进行了优化,具有部署在现有电信、涡轮机或建筑基础设施上的能力。雷声公司和CASA之间的合作伙伴关系汇集了多年的专业知识,以满足未来航路和终端空中监视以及天气遥感的需求。本文对雷神公司的双极化有源相控阵雷达技术进行了更新。
{"title":"Dual-polarization X-band phased array weather radar: Technology update","authors":"Peter R. Drake, J. Bourgeois, A. Hopf, Francis Lok, D. McLaughlin","doi":"10.1109/RADAR.2014.7060423","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060423","url":null,"abstract":"A Raytheon-developed dual polarization X-band active phased array radar has been designed and is being tested for use as a multi-mission, weather and surveillance, radar. The radar is optimized for integration into existing networks with the capability of being deployed on existing telecom, turbine or building infrastructures. The partnership between Raytheon and CASA brings together years of expertise to meet future requirements of en route and terminal air surveillance and weather remote sensing. This paper provides an update to this Raytheon dual polarization active phased array radar technology.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117126247","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
A Mixed Integer Programming approach to maximum margin 0 – 1 loss classification 最大余量0 - 1损失分类的混合整数规划方法
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060267
Yufang Tang, Xueming Li, Yan Xu, Shuchang Liu, Shuxin Ouyang
Many of the most successful classifiers are based on convex surrogate loss functions. However, it is widely accepted that the 0 - 1 loss would be more natural for classification performance evaluation and many surrogate loss functions can be understood as convex approximations to the 0 - 1 loss. Therefore, in this paper, we attempt to minimize the 0 - 1 loss directly via Mixed Integer Programming and a maximum margin 0 - 1 loss is presented. To test the performance of the proposed loss measurement, two maximum margin 0 - 1 loss classifiers are implemented for binary classification and semi-supervised classification respectively. According to the experiment results of the publicly available UCI datasets, the maximum margin 0 - 1 loss approach has achieved superior performance. Meanwhile, in term of computational efficiency, with the rapid development of Mixed Integer Programming in recent years, the state-of-art solvers can output the global optimum solution of the proposed approach in seconds when the number of training instances N and the dimension of feature space D are relatively small (Empirically N ≤ 100, D ≤ 20). Therefore, it can already be adopted to solve small-scale classification problems in the real world.
许多最成功的分类器是基于凸代理损失函数的。然而,人们普遍认为0 - 1损失对于分类性能评估更为自然,许多替代损失函数可以被理解为0 - 1损失的凸近似。因此,本文尝试通过混合整数规划直接最小化0 - 1损失,并给出了最大裕度0 - 1损失。为了测试所提出的损失度量的性能,分别对二值分类和半监督分类实现了两个最大余量0 - 1损失分类器。根据公开的UCI数据集的实验结果,最大边际0 - 1损失方法取得了较好的性能。同时,在计算效率方面,随着近年来混合整数规划的快速发展,当训练实例数N和特征空间维数D相对较小(经验N≤100,D≤20)时,现有的求解器可以在秒内输出所提方法的全局最优解。因此,它已经可以用于解决现实世界中的小规模分类问题。
{"title":"A Mixed Integer Programming approach to maximum margin 0 – 1 loss classification","authors":"Yufang Tang, Xueming Li, Yan Xu, Shuchang Liu, Shuxin Ouyang","doi":"10.1109/RADAR.2014.7060267","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060267","url":null,"abstract":"Many of the most successful classifiers are based on convex surrogate loss functions. However, it is widely accepted that the 0 - 1 loss would be more natural for classification performance evaluation and many surrogate loss functions can be understood as convex approximations to the 0 - 1 loss. Therefore, in this paper, we attempt to minimize the 0 - 1 loss directly via Mixed Integer Programming and a maximum margin 0 - 1 loss is presented. To test the performance of the proposed loss measurement, two maximum margin 0 - 1 loss classifiers are implemented for binary classification and semi-supervised classification respectively. According to the experiment results of the publicly available UCI datasets, the maximum margin 0 - 1 loss approach has achieved superior performance. Meanwhile, in term of computational efficiency, with the rapid development of Mixed Integer Programming in recent years, the state-of-art solvers can output the global optimum solution of the proposed approach in seconds when the number of training instances N and the dimension of feature space D are relatively small (Empirically N ≤ 100, D ≤ 20). Therefore, it can already be adopted to solve small-scale classification problems in the real world.","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114319415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Numerical simulation of bistatic electromagnetic scattering by contaminated sea surface 污染海面双基地电磁散射的数值模拟
Pub Date : 2014-10-01 DOI: 10.1109/RADAR.2014.7060310
H. Ghanmi, A. Khenchaf, F. Comblet
The aim of this paper is to study the influence of the pollutants (oil spills) on the electromagnetic signature of sea surface observed in bistatic configuration. Therefore, we will start the numerical analyses of the pollutants influence on the sea surface roughness. Then, we will evaluate the electromagnetic scattering coefficients of the contaminated sea surface (sea surface covered by oil layer) in bistatic case by using the numerical Forward-Backward Method (FBM). The model used for the numerical simulation of bistatic scattering coefficients of clean and contaminated sea surface has been analyzed as a function of various parameters (sea state, type of pollutant, incidence and observation angles, radar frequency and polarizations).
本文的目的是研究污染物(石油泄漏)对在双基地结构下观测到的海面电磁特征的影响。因此,我们将开始对污染物对海面粗糙度的影响进行数值分析。在此基础上,采用数值正-倒向法(FBM)计算了污染海面(油层覆盖海面)在双基地条件下的电磁散射系数。分析了洁净海面和污染海面双基地散射系数数值模拟模型与海况、污染物类型、入射角和观测角、雷达频率和极化等参数的关系。
{"title":"Numerical simulation of bistatic electromagnetic scattering by contaminated sea surface","authors":"H. Ghanmi, A. Khenchaf, F. Comblet","doi":"10.1109/RADAR.2014.7060310","DOIUrl":"https://doi.org/10.1109/RADAR.2014.7060310","url":null,"abstract":"The aim of this paper is to study the influence of the pollutants (oil spills) on the electromagnetic signature of sea surface observed in bistatic configuration. Therefore, we will start the numerical analyses of the pollutants influence on the sea surface roughness. Then, we will evaluate the electromagnetic scattering coefficients of the contaminated sea surface (sea surface covered by oil layer) in bistatic case by using the numerical Forward-Backward Method (FBM). The model used for the numerical simulation of bistatic scattering coefficients of clean and contaminated sea surface has been analyzed as a function of various parameters (sea state, type of pollutant, incidence and observation angles, radar frequency and polarizations).","PeriodicalId":317910,"journal":{"name":"2014 International Radar Conference","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115340928","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
期刊
2014 International Radar Conference
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1