Nondegenerate piecewise linear systems: a finite Newton algorithm and applications in machine learning

We investigate Newton-type optimization methods for solving piecewise linear systems (PLSs) with nondegenerate coefficient matrix. Such systems arise, for example, from the numerical solution of linear complementarity problem, which is useful to model several learning and optimization problems. In this letter, we propose an effective damped Newton method, PLS-DN, to find the exact (up to machine precision) solution of nondegenerate PLSs. PLS-DN exhibits provable semiiterative property, that is, the algorithm converges globally to the exact solution in a finite number of iterations. The rate of convergence is shown to be at least linear before termination. We emphasize the applications of our method in modeling, from a novel perspective of PLSs, some statistical learning problems such as box-constrained least squares, elitist Lasso (Kowalski & Torreesani, 2008), and support vector machines (Cortes & Vapnik, 1995). Numerical results on synthetic and benchmark data sets are presented to demonstrate the effectiveness and efficiency of PLS-DN on these problems.     

Model experiment on anti-deformation performance of a self-supporting transmission tower in a subsidence area

A large number of high-voltage power transmission towers have recently been constructed in mining areas prone to subsidence.In order to ensure the safety of the transmission towers and the safe operati...     

HPO己内酰胺工艺的现状与前景分析

分析了世界己内酰胺生产和消费现状，指出了HPO工艺在己内酰胺工业中的重要地位，并与己内酰胺生产新工艺进行了比较，提出了今后发展方向，对前景进行了展望。     

Preparation of BaTiO3-Based Nonreducible X7R Dielectric Materials Via Nanometer Powders Doping

Nonreducible X7R dielectric materials, which can be cofired with Ni electrode, were obtained by doping nanometer additives to BaTiO₃ powders synthesized by employing a sol-gel method. The crystallization process, structure and constituent of nanometer additives, as well as morphologies were studied via differential thermal and thermogravimetric analyses (DTA/TG), X-ray diffraction (XRD) and transmission electron microscopy (TEM). The effects of the calcining temperature of dopants on the dielectric properties were also discussed. The experiment results proved that higher-performance X7R dielectric materials could be obtained via nanometer doping compared with conventional doping. At room temperature, dielectric constant is more than 3000; dielectric loss lower than 1.0% and insulation resistance more than 10¹¹Ω ⋅cm.     

荧光定量PCR仪实时控制与数据采集的后台实现

通过对荧光定量PCR仪硬件系统结构的分析,提出一种基于LabVIEW Ⅵ server技术的方法.该方法可以对PCR反应控制、数据采集两个独立的单片机系统进行实时监控,实现了前台数据实时显示、后台实时监控的功能.     

加工配送，钢铁企业营销新战略

加工配送是当前一种新型的钢材物流服务方式，在营销战略方面已经越来越受到钢铁企业的高度重视。对当前国内钢材加工配送的市场状况的成因进行了分析，对部分生产企业的基本特点进行了描述，并对钢材加工配送未来的发展方向进行了阐述。     

100吨电炉自动控制系统设计及改进

本文介绍了安钢100吨电炉两级自动控制系统的设计方案，详细阐述了一级、二级自动控制系统的配置和功能，对于系统运行中出现的问题，提出了改进方案。     

爪式无油增压传输真空泵的设计

爪式无油增压传输真空泵的设计和制造,使其成功的应用于各种气体物料在真空负压条件下的增压传输工艺作业,成为核燃料浓缩工业等现代高新技术领域最新的科技成果,对于化工和其他工业应用爪式无油真空泵进行气体物料增压传输工艺作业也具有指导意义.本文简要的叙述了爪式无油增压传输真空泵的设计依据、技术要求、驱动传动系统、结构选择及其工作原理.该系列产品在实际应用中也取得了良好的效果.     

旋转管式膜器处理含油废水的研究

用常规方法处理乳化油污水比较困难,存在不同的问题,膜分离技术处理乳化油污水具有分离精度高,无二次污染,过程无相变等优点。