基于NPSVM模型的超新星识别方法          下载免费PDF全文

王精东  陈星星  梁吴颖  黄泽锋  全少武  沈锦泫  石雄辉 《天文学报》2021,62(2):15-53

巡天观测与高能物理、黑洞天文等领域均有密切的联系.基于星系-超新星二分类问题,研究光谱数据预处理,结合余弦相似度改善PCA(Principal Component Analysis)光谱分解特征提取方法,用SDSS(the Sloan Digital Sky Survey)、WISeREP(the Weizmann Interactive Supernova data REPository)组成的5620条光谱数据集训练支持向量机,可以得到0.498%泛化误差的识别模型和新样本分类概率.使用Neyman-Pearson决策方法建立NPSVM(Neyman-Pearson Support Vector Machine)模型可进一步降低超新星的漏判率.  相似文献   

An Automatic Method for Detecting Transients and Variable Sources in AST3 Survey Based on Image Subtraction and Random Forest     

《Chinese Astronomy and Astrophysics》2020,44(1):41-60

AST3-2 (the second Antarctic Survey Telescope) is located in Antarctic Dome A, the loftiest ice dome on the Antarctic Plateau. It produces a huge amount of observational data which require a more efficient data reduction program to be developed. Also the data transmission in Antarctica is much difficult, thus it is necessary to perform data reduction and detect variable and transient sources remotely and automatically in Antarctica, but this attempt is restricted by the unsatisfactory performance of the low power consumption computer in Antarctica. For realizing this purpose, to develop a new method based on the existing image subtraction method and random forest algorithm, taking the AST3-2 2016 dataset as the test sample, becomes an alternative choice. This method performs image subtraction on the dataset, then applies the principle component analysis to extract the features of residual images. Random forest is used as a machine learning classifier, and in the test a recall rate of 97% is resulted for the positive sample. Our work has verified the feasibility and accuracy of this method, and finally found out a batch of candidates for variable stars in the AST3-2 2016 dataset.  相似文献   

Research on Parallel Algorithms for uv-faceting Imaging     

《Chinese Astronomy and Astrophysics》2019,43(3):424-443

The uv-faceting imaging is one of the widely used large field of view imaging technologies, and will be adopted for the data processing of the low-frequency array in the first stage of the Square Kilometre Array (SKA1). Due to the scale of the raw data of SKA1 is unprecedentedly large, the efficiency of data processing directly using the original uv-faceting imaging will be very low. Therefore, a uv-faceting imaging algorithm based on the MPI (Message Passing Interface)+OpenMP (Open Multi-Processing) and a uv-faceting imaging algorithm based on the MPI+CUDA (Compute Unified Device Architecture) are proposed. The most time-consuming data reading and gridding in the algorithm are optimized in parallel. The verification results show that the results of the proposed two algorithms are basically consistent with that obtained by the current mainstream data processing software CASA (Common Astronomy Software Applications), which indicates that the proposed two algorithms are basically correct. Further analysis of the accuracy and total running time shows that the MPI+CUDA method is better than the MPI+OpenMP method in both the correctness rate and running speed. The performance test results show that the proposed algorithms are effective and have certain extensibility.  相似文献   

新疆公共服务资源空间配置与城乡互动耦合协调发展评价          下载免费PDF全文

吴文婕  韩鹤  赵艳梅  桑川  王梦珂 《干旱区地理》2020,43(4):1117-1126

公共服务资源是社会发展的“先行资本”,对于区域社会经济发展与城乡融合发展具有正面外部效应。依据公共服务资源公平性、效益性与协调性原则,结合AHP、熵值与聚类分析方法,建立新疆公共服务资源配置与城乡互动效益评价指标体系,利用协调耦合发展模型,揭示研究区公共服务、城乡互动发展以及两者耦合协调度的总体特征和空间特征。结果表明：（1） 新疆各地不同类型公共服务资源空间配置公平性有所差异,空间非公平性>人口非公平性。（2） 公共服务资源综合效益以及城乡互动发展水平呈现较低、一般（中等）、较高三个类型。（3） 公共服务效益空间分异特征呈现出东南片区>西北片区;城乡互动水平空间差异呈现出天山北坡经济带高于其他区域。（4） 新疆大部分处于城乡互动与公共服务相互影响、相互磨合的过渡发展阶段,导致公共服务损益或城乡互动损益,个别区域处在两个系统相互制约、失调衰退阶段。通过进一步提出加快建立健全城乡互动公共服务体系,构建大、中、小多层次城镇空间格局,继续完善和开拓新的公共服务增长点以满足不断增长的城乡社会发展需求等建议措施,为确保城乡居民生存发展公平与效率,促进公共服务与城乡互动耦合协调发展提供参考借鉴。  相似文献   

乌鲁木齐公共交通基础设施对低收入群体就业的影响研究     

张纯  程志华  于晓萍  王亚群  沈忱 《地理科学进展》2020,39(1):111-119

中国西部城市在大规模、快速度和高投资的交通基础设施推进的同时,审视其建设的社会经济效益就显得尤为重要。尤其对于城市低收入群体来说,公共交通基础设施投入是否能对提升就业水平、提升整体生活品质产生积极作用,值得规划者和决策者关注。论文基于乌鲁木齐2014年居民交通出行调查数据,采用带有交叉变量的多元线性回归和多元Logit回归方法,考察快速公交(Bus Rapid Transit, BRT)对于提升低收入群体就业可达性和通勤满意度的影响。分析结果显示：在就业可达性方面,低收入、男性和拥有住房产权者的通勤时间更长,距离BRT车站越近则通勤时间更短,私家车出行的通勤时间更长;在通勤满意度方面,低收入群体的通勤满意度水平更低,距离BRT车站近、选择私家车出行的通勤满意度水平更高。分析也表明,通勤时间短,通勤满意度水平不一定就高。这些研究结果表明,整体上公共交通基础设施建设对于提升就业可达性和满意度有着积极的带动作用,但个体经济社会属性的差异影响也不可忽视。研究乌鲁木齐公共交通基础设施对就业可达性和满意度的影响,有助于帮助西部城市制定提升低收入群体整体就业水平的公共政策,尤其对于促进地方就业稳定和带动区域经济发展有重要意义。  相似文献   

Low-energy Lunar Trajectories with Lunar Flybystwo     

Wei Bing-wei  Li Yin-shan 《Chinese Astronomy and Astrophysics》2018,42(4):575-593

The low-energy lunar trajectories with lunar flybys are investigated based on the Sun-Earth-Moon bicircular problem (BCP). The characteristics of the distribution of trajectories in the phase space are summarized. Using the invariant manifolds in the BCP system, the low-energy lunar trajectories with lunar flybys are sought. Then, take time as an augmented dimension in the phase space of a nonautonomous system, we present the state space map and reveal the distribution of these lunar trajectories in the phase space. Consequently, we find that the low-energy lunar trajectories exist as families, and that the every moment in the Sun-Earth-Moon synodic period can be the departure date. Finally, we analyse the velocity increment, transfer duration, and system energy for the different trajectory families, and obtain the velocity-impulse optimal family and the transfer-duration optimal family, respectively.  相似文献   

基于广义回归神经网络的全球表层海水1°×1°二氧化碳分压数据推演     

钟国荣  李学刚  曲宝晓  王彦俊  袁华茂  宋金明 《海洋学报》2020,42(10):70-79

表层海水二氧化碳分压是评估海洋碳源汇强度的关键参数，但其实测数据较少、时空分布极不均匀，导致二氧化碳交换通量的估算有很大的不确定性，海洋源汇特征就不能确切获取。为了解决这个难题，在收集的表层大洋二氧化碳地图(Surface Ocean CO₂ Atlas，SOCAT)实测数据集基础上，运用广义回归神经网络建立二氧化碳分压与经纬度、时间、温度、盐度和叶绿素浓度间的非线性关系，构建了1998?2018年间全球1°×1°经纬度的表层海水二氧化碳分压格点数据，其标准误差为16.93 μatm，平均相对误差为2.97%，优于现有研究中的前反馈神经网络、自组织映射神经网络和机器学习算法等方法。根据构建的数据所绘制的全球表层海水二氧化碳分压的分布与现有研究有较好的一致性。  相似文献   

The Public Is Intellectual     

Willie Jamaal Wright 《The Professional geographer》2019,71(1):172-178

This article is a discussion and critique of public intellectualism in the present. Rather than reify a self-aggrandized form of public intellectualism within academia that centers individualized intellectual development and that encourages a greater flow of findings outward to communities, I highlight black women public intellectuals who have used their skills, talents, and station within the university and society in novel ways. Moreover, I suggest that scholars take seriously the questions, research methods, and analyses emerging from the general public, particularly from within communal and political organizations. These encouragements are illustrated by highlighting three political education workshops that have been developed across the United States.  相似文献   

兼顾志愿者地理信息的国家应急测绘公众服务平台设计     

杨靓  黄蔚  查祝华  张红平 《测绘通报》2019,(9):147-151

随着互联网技术的进步和新一代网络信息传播模式的深入发展，志愿者地理信息的研究和应用日益广泛，但由于其规范性和均一性方面的缺陷，在应急公共服务领域，志愿者信息的有效利用依旧是亟需突破的难题。本文将重点介绍国家应急测绘公众服务平台设计思路和总体架构，并结合志愿者地理信息特点，探讨该类信息在国家应急测绘公众服务平台建设中的处理流程和应用模式，力求在应急信息资源共享和服务平台共建方面进行新的尝试，为我国突发事件应急体系建设提供有益实践。  相似文献   

"政社分开"大背景下社会组织创新发展的思考与建议 ——以海洋社会组织为例          下载免费PDF全文

毛可佳  陈洁  张继承  李晓燕 《海洋开发与管理》2019,36(7):8-11,24

党的十九大以来,随着我国社会组织的不断发展和政府职能转变的逐步推进,社会组织面临着前所未有的机遇与挑战。文章以海洋社会组织为例,研究在"政社分开"过程中遇到的问题。研究表明,"政社分开"后,社会组织遇到的困难一是失去物质资源,难以正常开展活动;二是失去"主心骨",难以建立公信力;三是失去主要业务来源,发展内生动力不足。为新形势下社会组织如何更好地健康发展,提出了建立健全社会组织法律法规、加强对社会组织的扶持力度、拓展社会组织经费来源结构等对策建议。  相似文献