Frequentist model averaging estimation: a review

In applications, the traditional estimation procedure generally begins with model selection. Once a specific model is selected, subsequent estimation is conducted under the selected model without consideration of the uncertainty from the selection process. This often leads to the underreporting of variability and too optimistic confidence sets. Model averaging estimation is an alternative to this procedure, which incorporates model uncertainty into the estimation process. In recent years, there has been a rising interest in model averaging from the frequentist perspective, and some important progresses have been made. In this paper, the theory and methods on frequentist model averaging estimation are surveyed. Some future research topics are also discussed.     

Design and implementation of 1 GHz high speed data acquisition system

With the development of current electronic technology, numerous high-speed data acquisition systems provide a variety of potential benefits. This article describes a high-speed data acquisition system which consists of ECL logic and TTL logic devices, samples and stores data with a 1 GHz clock. This system is accomplished easily and works stably. A performance test of this system has been undertaken and the results show that the effective number of bits (ENOB) is more than 6.5 bits.     

基于背景重建的高光谱图像异常检测

针对高光谱图像异常检测中背景信息与异常目标信息难以有效区分,背景预测精度不佳的问题,提出一种新的基于背景重建的高光谱图像异常检测算法。通过字典学习方法获取高光谱图像背景光谱字典,并利用该字典对待检测图像进行稀疏重建,得到预测背景图像。将预测背景图像与原始图像做差后得到残差图像,进而利用局部RX检测算法对残差图像进行遍历,实现异常目标检测。通过对真实高光谱图像场景进行实验,证明了算法的有效性。     

一种基于似然比的信息融合与决策方法

针对诊断或决策问题中的多信息特征 ,建立了具有信息融合功能的多级决策结构 ,通过信息融合 ,减小系统输出的不确定性和提高系统决策的可靠性。为解决决策问题中信息的不确定性 ,提出了一种基于似然比的决策策略 ,以结论元间的似然比为决策的中间变量 ,构造了具有局部决策和全局决策两级结构的多级决策器 ,并设计了局部决策规则和全局决策规则。最后通过实例证明了该方法的可行性。     

Multi-agent cooperative intrusion response in mobile adhoc networks

The nature of adhoc networks makes them vulnerable to security attacks. Many security technologies such as intrusion prevention and intrusion detection are passive in response to intrusions in that their countermeasures are only to protect the networks, and there is no automated network-wide counteraction against detected intrusions. the architecture of cooperation intrusion response based multi-agent is propose. The architecture is composed of mobile agents. Monitor agent resides on every node and monitors its neighbor nodes. Decision agent collects information from monitor nodes and detects an intrusion by security policies. When an intruder is found in the architecture, the block agents will get to the neighbor nodes of the intruder and form the mobile firewall to isolate the intruder. In the end, we evaluate it by simulation.     

中俄（NSFC-RFBR）基础研究合作现状分析和未来合作展望

本文回顾了2003—2012年中俄（NSFC-RFBR）双边合作项目的背景、类别与机制。对双边合作交流项目和双边研讨会项目资助情况进行了统计分析,总结了项目资助成果。针对存在的问题与不足进行了思考,并对加强双方未来合作的途径提出了若干建议。为双方进一步提升合作水平,促进实质性双边合作提供了信息参考。     

钢铁企业订货系统建模与仿真分析

订货模型存在于大多数的公司中，用以根据销售情况组织公司生产。供应链中的企业大多数是根 据销售组织生产的，企业中的订货模型尤为重要。以钢铁企业分销商订货模型为例，运用系统动力学方法分 析了该订货模型，并对现实情况进行了仿真分析，提出了钢铁企业分销商订货策略。     

Crystal structure of the β2 adrenergic receptor-Gs protein complex

G protein-coupled receptors (GPCRs) are responsible for the majority of cellular responses to hormones and neurotransmitters as well as the senses of sight, olfaction and taste. The paradigm of GPCR signalling is the activation of a heterotrimeric GTP binding protein (G protein) by an agonist-occupied receptor. The β(2) adrenergic receptor (β(2)AR) activation of Gs, the stimulatory G protein for adenylyl cyclase, has long been a model system for GPCR signalling. Here we present the crystal structure of the active state ternary complex composed of agonist-occupied monomeric β(2)AR and nucleotide-free Gs heterotrimer. The principal interactions between the β(2)AR and Gs involve the amino- and carboxy-terminal α-helices of Gs, with conformational changes propagating to the nucleotide-binding pocket. The largest conformational changes in the β(2)AR include a 14 ? outward movement at the cytoplasmic end of transmembrane segment 6 (TM6) and an α-helical extension of the cytoplasmic end of TM5. The most surprising observation is a major displacement of the α-helical domain of Gαs relative to the Ras-like GTPase domain. This crystal structure represents the first high-resolution view of transmembrane signalling by a GPCR.     

ISO、IEC和ITU-T智慧城市定义分析

智慧城市定义是认识其知识单元和理解其本质特征、构建共识的基础.文章采用ISO 704:2009的理论框架,分析了ISO、IEC和ITU-T对智慧城市的定义,通过解构定义的智慧城市对象、利益相关方、涉及领域、智慧城市实现目标及愿景和实现路径,得出了三大国际标准化组织的智慧城市核心概念、概念关系和其认知视角,通过对三大标准化组织14位专家的问卷调查分析摸清了智慧城市核心概念的不同认知.基于系统方法和综合集成思想提出了多维度构建统一智慧城市定义的建议,为三大标准化组织智慧城市定义的标准化协同和融合提供了有效路径.     

基于HMM的多维数据下扶贫对象状态预测

针对扶贫领域中贫困、脱贫和返贫状态预测不准确,影响状态变迁的关键因素难以识别的问题,从扶贫基础数据和多个行业数据中提取8个关键特征和22个观测状态,构建观察状态和隐含状态关联关系,建立扶贫对象状态预测隐马尔可夫模型(hidden markov model,HMM)。以某深度贫困县连续3年的数据为样本,进行参数训练、测试实验和结果验证,结果表明该方法对返贫、贫困和脱贫状态有较强的预测能力,误差率较低,且能准确识别出影响返贫的关键要素。该方法对指导精准扶贫工作具有非常重要的实际意义。