The Convergence Rates of Improveed Kernel Estimators for Regression Function

The kernel function of kernel estimator for regression function is often defined with compact support, the moment of Y is bigger than one. The convergence rate of the improved kernel estimator is discussed under the improved kernel function. The result is also discussed under random censorship. The class of applicable kernels include those having unbounded support and even not integral .The condition of moment of Y is discarded under the improved kernel estimator. The results are wholly the same as usual and generalize the relative results of the paper .     

EXISTENCE OF A BASIC OPTIMAL SOLUTION FOR LINEAR VECTOR EXTREME VALUE PROBBEM

In this paper, the concept of basic for linear vector extreme value problem is introduced in the partially ordered vector space. Some properties and results of the linear programming are generalized. And the existaence therom of basic optimal solution is proved.     

湿式多盘制动器的研究现状及展望

分别对国内外在湿式多盘制动器摩擦副间对流换热机理、摩擦衬片压力分布规律、摩擦偶件温度场与应力场的分析、摩擦衬盘与对偶钢盘的摩擦机理、制动噪声、制动过程的影响因素、整体散热特性及其试验研究等方面的研究现状进行了综述和评价，并对湿式多盘制动器的某些研究内容提出了新的见解，最后展望了湿式多盘制动器的研究方向及其发展动态。     

Conversion to organic arable farming in The Netherlands: A dynamic linear programming analysis

Several studies show that organic farming is more profitable than conventional farming. However, in reality not many farmers convert to organic farming. Policy makers and farmers do not have clear insight into factors which hamper or stimulate the conversion to organic farming. The objective of this paper is to develop a dynamic linear programming model to analyse the effects of different limiting factors on the conversion process of farms over time. The model is developed for a typical arable farm in The Netherlands central clay region, and is based on two static liner programming models (conventional and organic). The objective of the model is to maximise the net present value over a 10-year planning horizon. The results of the analysis of a basic scenario show that conversion to organic farming is more profitable than staying conventional. In order to arrive at the actual profitable phase of organic farming, the farmer has to pass through the economically difficult 2-year conversion period. Sensitivity analysis shows that if depreciation is 25% higher than conventional fixed costs due to machinery made superfluous by conversion, conversion is less profitable than staying conventional. Also the availability of hired labour, which can be constrained in peak periods, has a strong effect on the cropping plan and the amount of area converted. Further analysis shows that a slight drop (2%) in organic prices lowers the labour income of the farmer and makes conversion less profitable than conventional farming. For farmers, a minimum labour income can be required to ‘survive’. The analysis shows that constraint on minimum labour income makes stepwise conversion the best way for farmers to overcome economic difficulties during conversion.     

多元线性回归和神经网络在水库调度中的应用比较研究

采用多元线性回归和改进人工神经网络算法分别建立水库多目标调度函数，并进行实例计算验证。通过比较分析，表明人工神经网络的非线性映射能力能够更好地反映水库调度中多个自变量和因变量之间的复杂关系，具有较高的模拟精度和较好的可行性，且应用简便。     

基于改进YOLOv5算法的农田杂草检测

随着智慧农业技术和大田种植技术的不断发展,自动除草具有广阔的市场前景。关于除草剂自动喷洒的有效性,农田杂草的精准、快速地识别和定位是关键技术之一。基于此提出一种改进的YOLOv5算法实现农田杂草检测,该方法通过改进数据增强方式,提高模型泛化性;通过添加注意力机制,增强主干网络的特征提取能力;通过改进框回归损失函数,提升预测框的准确率。试验表明,在芝麻作物和多种杂草的复杂环境下,本文方法的检测平均精度均值mAP为90.6%,杂草的检测平均精度AP为90.2%,比YOLOv5s模型分别提高4.7%和2%。在本文试验环境下,单张图像检测时间为2.8 ms,可实现实时检测。该研究内容可以为农田智能除草设备提供参考。     

Impact of cash crop cultivation on household income and migration decisions: Evidence from low-income regions in China

This study examines the impact of cash crop cultivation on household income and migration decisions, using survey data collected from low-income regions in China. Given farmers decide themselves whether to cultivate cash crops, an endogenous treatment regression model that accounts for potential selection bias issue is used to analyze the data. The empirical results show that cash crop cultivation exerts a positive and statistically significant impact on household income, but it does not affect household migration decisions significantly. The disaggregated analyses reveal that cash crop cultivation significantly increases farm income but decreases off-farm income.     

多线圈薄板电磁加热的均匀性及可控性

以矩阵式多线圈结构电磁加热方式为研究对象,采用数值模拟仿真和对比研究的方法对薄板温度均匀性和可控性进行了分析,设计并优化多线圈电磁加热模型。首先,对加热薄板进行有限元分析与数值模拟,并在涡流损耗与模型尺寸相同条件下,对矩阵式线圈结构与蜂窝式线圈结构进行仿真结果比较;其次,分析电流强度以及线圈间距离对薄板温度均匀性影响;获得气隙尺寸与频率对温度的影响关系。结果表明:等温度区间,矩阵式多线圈结构在薄板温度均匀性以及可控性方面优于蜂窝结构;在电流密度一定条件下,薄板加热的径向温度梯度与电流呈正相关;适当调整相邻线圈的间距,薄板表面温度的均匀性得到改善;薄板表面温度,与气隙长度呈负相关,与频率呈正相关。     

杉木双系种子园无性系开花习性与异交率及其间的关系研究

基于对杉木双系种子园中成对无性系开花习性的多年观察及多年对杉木双系种子园的同工酶实验,运用EM算法估计各无性系的异交率大小,并使用DPS统计软件,详实地研究了异交率与开花习性诸多因素间的关系,其结果为:Y=0.877 7+0.104 4X1-0.615 8X2+0.354 4X3-0.061 8X4。上式中:X1为异系雄球花量,X3为异系开花同步性指数,它们对异交率的影响有正效应;而X2为系内开花同步性指数,X4为X3/X2之比,它们对异交率的影响有负效应。影响力的大小次序为:X2>X4>X3>X1。根据异交率与开花习性的关系研究,可以发现:今后新建杉木双系种子园时,挑选系内开花同步性小,而系间开花同步性大的双亲材料时,其后代异交率较高。