基于改进Faster R-CNN的农田残膜识别方法

为了实现农田残膜的精准捡拾,提高残膜回收机的回收率.将改进Faster R-CNN卷积神经网络运用到农田残膜的识别检测中,提出了一种农田残膜的识别方法.以11MS-1850残膜回收机工作后遗留在农田表面的残膜为研究对象,分别在晴天、阴天不同时间段采集图像共计1648幅.通过更改图像亮度、旋转等方式扩充数据集,最终得到4950幅残膜样本图像,按照7:2:1划分为训练集(3465幅)、验证集(990幅)、测试集(495幅);采用双阈值算法替代传统的单阈值算法,降低了阈值对模型性能的影响;通过对比试验,选取具有残差网络结构的ResNet50作为主干特征提取网络,准确率可达88.84％,召回率为87.70％,总体精度为88.27％;为了使检测模型对小目标更加灵敏,根据数据集中残膜尺寸大小,在原有锚点基础上增加322和642的尺度参数,准确率、召回率、总体精度分别提升了1.29％、0.67％、0.97％,单幅检测时间为284.13 ms,基本满足了识别残膜的要求.可为残膜回收机加装补收装置提供参考,为研制人工智能残膜回收机提供理论基础.     

Simultaneous anti-windup synthesis for linear systems subject to actuator saturation

A synthesis method for global stability and performance of input constrained linear systems, which uses a linear outputfeedback controller and a static anti-windup compensator is investigated. Different from the traditional two-step anti-windup design procedure, the proposed method synthesizes all controller parameters simultaneously. Sufficient conditions for global stability and minimizing the induced L2 gain are formulated and solved as a linear matrix inequalities(LMIs) optimization problem, which also provides an opportunity to search for a better performance tradeoff between the linear controller and the anti-windup compensator.The well-posedness of the close-loop system is also guaranteed.Simulation results show the effectiveness of the proposed method.     

江苏省县域经济增长的趋同与差异分析

运用统计分析方法对江苏省2000~2011年县域经济增长的趋同与差异问题进行实证分析.结果表明,在这11年内出现了σ趋同,但不明显,且该阶段存在绝对β趋同;进一步分析发现,江苏省县域经济差距经历了先扩大后缩小的过程,特别是2007年以来,差距缩小的趋势明显.     

Modeling eBay price using stochastic differential equations

Online auctions have become increasingly popular in recent years. There is a growing body of research on this topic, whereas modeling online auction price curves constitutes one of the most interesting problems. Most research treats price curves as deterministic functions, which ignores the random effects of external and internal factors. To account for the randomness, a more realistic model using stochastic differential equations is proposed in this paper. The online auction price is modeled by a stochastic differential equation in which the deterministic part is equivalent to the second‐order differential equation model proposed in Wang et al. (Journal of the American Statistical Association, 2008, 103, 1100–1118). The model also includes a component representing the measurement errors. Explicit expressions for the likelihood function are also obtained, from which statistical inference can be conducted. Forecast accuracy of the proposed model is compared with the ODE (ordinary differential equation) approach. Simulation results show that the proposed model performs better.     

Notch Effect and Frequency Compensation of Dual-Sensor OBC Data in Shallow Water

Reverberation is significant in shallow water and produces obvious notches in OBC spec-tra. It also degrades the quality of sections and increases the difficulty of processing and interpretation. This ...     

面向中亚地区的多语种专业领域术语库及本体知识库构建

针对目前乌兹别克语、哈萨克语等中亚语种急缺专业领域词典、术语库及知识本体库的问题,文章以安全领域为例,利用现有术语作为种子词,自动采集维基百科及双语专业词典中的术语对,人工校对后构建了中型中、俄、乌、哈多语种专业领域术语库。以此术语库为基础,搭建了包含人员、组织、地域、技术、设备、活动、文件7大类及35个子类的领域本体,最后讨论了该专业术语库及领域本体库的扩展潜力和应用前景。本成果是一项重要的基础性工作,对中亚语种的术语词典编撰、术语学、自然语言处理和语言教学研究均有较大现实意义。     

中国大气颗粒物污染与致癌研究进展

 室外空气污染和污染空气中的颗粒物是一类致癌物，而近年中国的大气颗粒物污染仍然维持在较高浓度水平。通过综述中国近年大气颗粒物污染现状和开展的颗粒物致癌机制研究，分析中国研究中颗粒物有关实验动物致癌性的证据和颗粒物致癌的人群流行病学线索，阐述大气颗粒物与癌症的关系，提出中国亟需开展相关研究。