期刊文献+
共找到4篇文章
< 1 >
每页显示 20 50 100
基于客户特征的车险续保预测与方案优化 被引量:1
1
作者 吴锴镔 邓汉闻 +1 位作者 何旭昌 罗敏敏 《数据挖掘》 2019年第3期69-80,共12页
本文针对保险公司如何预判断客户续保概率这一问题,依托大数据的条件,综合运用反向传播BP神经网络、变权组合等方法对客户精准画像,建立客户续保概率模型。其次,运用神经网络L1正则化提取关键特征作为划分客户类别的依据,实现客户的等... 本文针对保险公司如何预判断客户续保概率这一问题,依托大数据的条件,综合运用反向传播BP神经网络、变权组合等方法对客户精准画像,建立客户续保概率模型。其次,运用神经网络L1正则化提取关键特征作为划分客户类别的依据,实现客户的等级划分。由此,针对不同的客户设计不同的优惠和福利方案,提高客户的续保率。 展开更多
关键词 BP神经网络 L1正则化 支持向量机 大数据
在线阅读 下载PDF
Energy properties and spatial plume profile of ionic liquid ion sources based on an array of porous metal strips 被引量:7
2
作者 Xinyu LIU Xiaoming KANG +1 位作者 hanwen deng Yiming SUN 《Plasma Science and Technology》 SCIE EI CAS CSCD 2021年第12期128-139,共12页
An ionic liquid ion source(ILIS)is a kind of high brightness ion source capable of providing high-speed positive or negative ion beams.This paper presents a miniaturized ILIS based on an array of porous metal strips.T... An ionic liquid ion source(ILIS)is a kind of high brightness ion source capable of providing high-speed positive or negative ion beams.This paper presents a miniaturized ILIS based on an array of porous metal strips.The porous emitter array,integrated with seven 10 mm long strips,is fabricated using wire electrical discharge machining(WEDM)combined with electrochemical etching.The assembled ILIS is 30 mm×30 mm×17.5 mm in size and weighs less than 25 g.A series of experiments,including anⅠ-Ⅴcharacteristic test,a retarding potential analyzer(RPA)test,and a spatial plume distribution test,have been conducted in vacuo to characterize the performance of the ILIS.Results show that the emitted current is up to about 800μA and ion transparency is as high as 94%.Besides,RPA curves reveal that the total fragmentation rate of the emitted particles accounts for 48.8%in positive mode and 59.8%in negative mode.Further,with the increase in applied acceleration voltage,the voltage loss rises while the energy efficiency decreases.It is also found that the plume perpendicular to the strips has a higher divergence than the one parallel to the strips.A numerical simulation by COMSOL reveals that the electric field distribution between the two electrodes results in such a spatial plume profile. 展开更多
关键词 ELECTROSPRAY ionic liquid ion source retarding potential analyzer energy distribution spatial plume profile
在线阅读 下载PDF
Simulation of liquid meniscus formation in the ionic liquid electrospray process
3
作者 Xinyu LIU hanwen deng +1 位作者 Yiming SUN Xiaoming KANG 《Plasma Science and Technology》 SCIE EI CAS CSCD 2022年第7期74-81,共8页
Though tremendous efforts have been made to investigate electrospray,some aspects,such as the evolution of the menisci on the micropores of porous emitter tips and the transient response of the meniscus during the pol... Though tremendous efforts have been made to investigate electrospray,some aspects,such as the evolution of the menisci on the micropores of porous emitter tips and the transient response of the meniscus during the polarity alternation,need to be further understood.This paper presents a computation fluid dynamics(CFD)model to describe the meniscus formation in the ionic liquid electrospray process.The CFD model,based on the Taylor–Melcher leaky dielectric fluid theory and the volume of fluid(VOF)method,is validated by experiments.The evolution of the meniscus on the basis of a micropore is presented using two typical ionic liquids,EMI-BF_(4) and EMI-Im.The influences of the pore size,flow rate and applied voltage on the formation of the meniscus have been studied.Results show that a larger pore is more likely to start emission,and the time consumed for liquid meniscus formation decreases with increasing applied voltage and flow rate.Further,it is found that alternation of polarity does not destroy the structure of the meniscus but retards the formation process,and a faster polarity alteration leads to a shorter delay in meniscus formation time. 展开更多
关键词 ELECTROSPRAY ionic liquid electric propulsion liquid meniscus CFD simulation
在线阅读 下载PDF
Simulation of liquid cone formation on the tip apex of indium field emission electric propulsion thrusters
4
作者 孙逸鸣 邓涵文 +1 位作者 刘欣宇 康小明 《Plasma Science and Technology》 SCIE EI CAS CSCD 2024年第4期146-155,共10页
Field emission electric propulsion(FEEP) thrusters possess excellent characteristics, such as high specific impulse, low power requirements, compact size and precise pointing capabilities,making them ideal propulsion ... Field emission electric propulsion(FEEP) thrusters possess excellent characteristics, such as high specific impulse, low power requirements, compact size and precise pointing capabilities,making them ideal propulsion devices for micro-nano satellites. However, the detection of certain aspects, such as the evolution process of the liquid cone and the physical quantities at the cone apex, proves challenging due to the minute size of the needle tip and the vacuum environment in which they operate. Consequently, this paper introduces a computational fluid dynamics(CFD) model to gain insight into the formation process of the liquid cone on the tip apex of indium FEEP. The CFD model is based on electrohydrodynamic(EHD) equations and the volume of fluid(VOF) method. The entire cone formation process can be divided into three stages, and the time-dependent characteristics of the physical quantities at the cone apex are investigated. The influences of film thickness, apex radius size and applied voltage are compared.The results indicate a gradual increase in the values of electrostatic stress and surface tension stress at the cone apex over an initial period, followed by a rapid escalation within a short duration.Apex configurations featuring a small radius, thick film and high voltage exhibit a propensity for liquid cone formation, and the cone growth time decreases as the film thickness increases.Moreover, some unstable behavior is observed during the cone formation process. 展开更多
关键词 FEEP needle emitter liquid cone formation CFD simulation
在线阅读 下载PDF
上一页 1 下一页 到第
使用帮助 返回顶部