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Comparison of Principal Components Analysis,Independent Components Analysis and Common Components Analysis
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作者 Douglas N.Rutledge 《Journal of Analysis and Testing》 EI 2018年第3期235-248,共14页
The aim of this work is to describe and compare three exploratory chemometrical tools,principal components analysis,independent components analysis and common components analysis,the last one being a modification of t... The aim of this work is to describe and compare three exploratory chemometrical tools,principal components analysis,independent components analysis and common components analysis,the last one being a modification of the multi-block statistical method known as common components and specific weights analysis.The three methods were applied to a set of data to show the differences and similarities of the results obtained,highlighting their complementarity. 展开更多
关键词 Exploratory data analysis CHEMOMETRICS Principal components analysis Independent components analysis common components analysis common components and specific weights analysis
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高性能计算框架软件——SC_Tangram 被引量:4
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作者 迟学斌 赵莲 +2 位作者 王姗姗 张鉴 姜金荣 《数据与计算发展前沿》 2019年第1期11-21,共11页
【目的】为降低并行编程难度,加速应用程序开发,本文设计并实现一种面向新型开发模式的并行框架软件—S C_Tangram,其中SC表示科学计算(Scientific Computing),Tangram(七巧板)寓意灵活组装。【方法】框架开发采用面向百亿亿次高性能计... 【目的】为降低并行编程难度,加速应用程序开发,本文设计并实现一种面向新型开发模式的并行框架软件—S C_Tangram,其中SC表示科学计算(Scientific Computing),Tangram(七巧板)寓意灵活组装。【方法】框架开发采用面向百亿亿次高性能计算的新型编程模型Charm++,为应用软件的并行扩展性和自适应性提供了保障。基于组件化软件开发方法,通过抽取应用中的共性部分,进行封装和隐藏,通过组件或配置文件接口的方式,供用户调用。【结果】针对现阶段的开发,框架已应用到力学计算、相场模拟等应用领域上,实验结果表明能得到较好的加速效果。【局限】目前框架软件上的功能模块还不全面,需针对不同应用需求开发相应的接口。【结论】SC_Tangram可以支持针对应用的共性和特性组件开发,随着在框架上开发更多的功能组件,未来将应用到更多的科学计算领域中。 展开更多
关键词 框架软件 Charm++ 组件化 共性算法
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A Simulation Model for Component Commonality 被引量:1
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作者 ZHUXiao-chi ZHANGZi-gang 《Systems Science and Systems Engineering》 CSCD 2002年第4期479-493,共15页
Component commonality has been cited as a powerful approach for manufacturers to cope with increased component proliferation and to control inventory costs. To fully realize its potential benefits, one needs a clear u... Component commonality has been cited as a powerful approach for manufacturers to cope with increased component proliferation and to control inventory costs. To fully realize its potential benefits, one needs a clear understanding of its impacts on the system. In this paper, the feasibility of using a simulation model to provide a systematic perspective for manufacturing firms to implement a commonality strategy is demonstrated. Alternative commonality strategies including the stage of employing commonality and the allocation policies are simulated. Several interesting results on effects of commonality, allocation policies, and optimal solutions are obtained. We then summarize qualitative insights and managerial implications into the component commonality design and implementation, and inventory management in a general multi-stage assembly system. 展开更多
关键词 component commonality SIMULATION allocation policy multi-stage assembly systems
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Value of Commonality in Multiple Stage Assembly Products 被引量:1
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作者 SHI Shuang-yuan, ZHANG Jin-long, CAI Shu-qin College of Management, Huazhong University of Science and TechnologyWuhan 430074, China 《Systems Science and Systems Engineering》 CSCD 2002年第2期197-202,共6页
This paper presents a systematic approach to estimate the value of commonality in products that involve multiple stage assemblies. In particular, the inventory savings are quantified with a mathematical model. The pur... This paper presents a systematic approach to estimate the value of commonality in products that involve multiple stage assemblies. In particular, the inventory savings are quantified with a mathematical model. The purpose is to assist product deisgn teams to make rational decisions in assigning unique parts or pursuing component standardization. In order to enhance the usability of the model, approximations are made to simplify the model and calculations. 展开更多
关键词 component commonality multi-stage assembly system
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