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Customization Product Design Based on User's Emotion and Needs 被引量:3
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作者 金纯 张春林 刘文枝 《Defence Technology(防务技术)》 SCIE EI CAS 2005年第2期245-249,共5页
The paper presents a design method that ensures the ingenuity of the product form as well as the whole and exact expression of user’s needs. The key idea is to establish an automatic design system which can transform... The paper presents a design method that ensures the ingenuity of the product form as well as the whole and exact expression of user’s needs. The key idea is to establish an automatic design system which can transform the user’s language needs into the product features in real-time. A rifle was taken as a research instance and soldiers were chosen as evaluation customers. The theory of fuzzy set and semantic difference are adopted to evaluate the relationship between user’s needs and product features as well as their alternatives. FAHP (fuzzy analytic hierarchy process) is utilized to judge the user’s satisfactory forms. This method can also be applied to other product form designs. 展开更多
关键词 user’s needs product form customization fuzzy number
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Research of the Optimization Methods for Mass Customization (MC) 被引量:1
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作者 GU Xin-jian, QI Guo-ning, YANG Zhi-xiong, ZHENG Guo- jun (Institute of Modern Manufacturing Engineering, Zhejiang University, Hangzhou 310027, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期155-,共1页
A group of graphical models and mathematical models a re used to describe the methods of mass customization (MC). The relationships am ong the models and methods are shown in Fig.1. Fig.1 Relationships among optimizat... A group of graphical models and mathematical models a re used to describe the methods of mass customization (MC). The relationships am ong the models and methods are shown in Fig.1. Fig.1 Relationships among optimization methods for MCThe methods for MC relate to both of product and process, also customized quanti ty and deepness. The methods for MC are integrated by the work in the paper, whi ch can help to understand and use MC better. The optimization and standardization of product is the key for MC. Increasing op timization breadth in product family can help to decrease the customization quan tity in every section of production process. Increasing optimization deepness in products family can help to move the CODCP backward in production process. At the same time, the optimization and standardization of product is the key to reduce cost of customized product. The optimization of the integration of pr oduct and process is the key to reduce lead time of customized product. 展开更多
关键词 mass customization OPTIMIZATION systematic engi neering
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Study on Design Methodology of Mass Customization Products
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作者 WANG Ping (Department of Mechanical Engineering, Tianjin University of Science & Technology, Tianjin 300222, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期177-,共1页
Based on introduction characteristics and classific at ion of Mass Customization (MC), the paper expounds foundations and design me thods of MC. The foundations of MC production are standardization, seriation and norm... Based on introduction characteristics and classific at ion of Mass Customization (MC), the paper expounds foundations and design me thods of MC. The foundations of MC production are standardization, seriation and normality of production, guiding thought of Concurrent Engineering (CE), ap plication of CAD/CAM technology and etc. And design methods of MC products are d esign for product family, modular design, parameterization CAD, variant design, design for manufacturing (DFM) and design by customers. Design for product famil y is a method that first to design a basic form of the product, and then to with draw variant parameters to become a variable product model, makes a family or a series of product design at the same time. Modular design is that based on produ ct function analysis of different function or the same function but different sp ecification within a certain scope, divides and designs out a series of function modular, and through selection and combination of the modular can make up diffe rent products. Parameterization CAD is a CAD method that has function of dimensi on drive. Variant design is a method that under circumstance of keeping principl e constant and construction similar or likeness, properly adjusts part of constr uction and design parameters to adapt design demands. DFM demands the designer t o consider problems that will appear in manufacture in the stage of design, and to avoid them through optimal design. And design by customers is guiding custome rs to design within the scope of production capacity of enterprise and optional items that enterprise has designed to satisfy their requirements of form, functi on and price. Among them modular design, parameterization CAD and variant design are key technology of design methods of MC products. And design by customers is a main characteristic of design of customization product, and an effective sale means also. 展开更多
关键词 DESIGN Mass customization modular design par ameterization CAD variant design
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The Realization of Mass Customization Using Modularization Method
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作者 SU Ju-ning 1, YANG Shui-li 1, DONG Peng-fei 2 (1. School of Business Administration, Xi’an University of Technology, Xi’an 710048, China 2. Jinduicheng Molybdenum Mining Corporation, Huaxian 714102, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期244-,共1页
In the view of the comparison of Mass Customization ( MC) with Mass Production and Customization Production, the objectives of MC are analyzed. It is pointed out that the core objectives of MC are to realize in dividu... In the view of the comparison of Mass Customization ( MC) with Mass Production and Customization Production, the objectives of MC are analyzed. It is pointed out that the core objectives of MC are to realize in dividuation customization, low cost, quick response to market demands. The modul arization theory is simply introduced. Based on the characteristics of modular ization, the mechanism of realizing MC with modularization is analyzed. The in dividuation customization can be realized with the different combinations of mod ules. The low cost can be realized with the scale economy and the category econo my of modules. The quick response can be realized with standard modules and its interfaces. So, the modularization is a kind of effective method in realizing MC . The modularization for MC is a systems engineering. With product modularized, production organization and management and manufacturing equipment will be chang ed. In addition, the paper also proposes a Mass Customization production model w hich is based on modularization. This Mass Customization production model is con sisted of modularization of product design, specialization of manufacturing, Vir tual Enterprises based on modularizing enterprises, and modularizing manufacturi ng equipment. The module design for MC, modularizing enterprises, and reconfigur able automation manufacturing equipment are discussed, and it is pointed out tha t they are the important supports for MC. 展开更多
关键词 Mass customization (MC) MODULARIZATION module d esign modularizing enterprise reconfigurable automation manufacturing equipmen t
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Study on the Product Description Method for Networked Customization
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作者 LI Shi-xin, YANG Yu, LIU Fei, ZHOU Kang-qu (Institute of Manufacturing Engineering, Chongqing University, Chongqin g 400044, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期150-151,共2页
Networked customization had gradually become one of t he import manufacturing and marketing patterns in the information age. Product d escription had an important effect on realizing networked customization. From th i... Networked customization had gradually become one of t he import manufacturing and marketing patterns in the information age. Product d escription had an important effect on realizing networked customization. From th is point of view, this paper firstly analyzed four requirements of adaptability, stability, conciseness and definitude that product description methods for netw orked customization must satisfy. According to these requirements, the paper com mented on current methods of product description, pointing out their advantages and disadvantages. As none of current methods could satisfy the four requirement s simultaneously, they were not fully applicable to networked customization. The n a plug-in based product description method was brought forward and discussed in detail. In this method, product description for networked customization w as abstracted as three component parts of basic description, basic feature and c ustomization feature. These parts had different characteristics. Basic descripti on was applicable to all products types. Basic feature was stable as concerning specific product type. Variants of certain product type all possessed identi cal basic features. Customization features were variable. Different combinations of customization features would give birth to different product variants. Apply ing object-oriented method, three standard product description plug-ins could be got by encapsulating these component parts. As "basic feature" and "customiza tion feature" plug-in had similar structures, they could be further abstracted as "feature" plug-in. When describing a type of product, a "basic description" plug-in would be instantiated firstly. Then according to product’s specific ch aracteristics, necessary number of "basic feature" and "customization feature" p lug-ins would be instantiated and appended, such as "color", "material", etc. E ach "basic feature" plug-in related to an instantiated "feature value" plug-in , while each "customization feature" plug-in related to one or multiple instant iated "feature value" plug-ins. Finally, "associate" and "exclude" relation ship should be specified among associated "customization feature" plug-ins. Thr ough appending and combining various plug-ins, this method was capable of descr ibing any type of product while meeting the four requirements simultaneously. Th is paper also gave an example to clarify the application of plug-in based produ ct description method. This example firstly described a kind of customizable TV provided by certain company. Then it showed how to describe an individual co nfiguration of this customizable TV in XML. Furthermore, suppose a consumer want ed to search for relevant information of a TV with game function, this example explained how to utilize XML query language to benefit consumer’s searching for product information. From analysis, we could draw the conclusion that plug -in based product description method was superior to current description method s and fully adapted to networked customization environment. 展开更多
关键词 networked customization product description p lug-in
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Agility Evaluation of Mass Customization Product Manufacturing
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作者 YANG Shui-li, LI Tao-fen (The School of Business Administration, Xi’an University of Technolo gy, Xi’an 710048, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期166-,共1页
Mass Customization (MC) is one of the importance en te rprise produces modes in information age progressively. Mass Customization produ ct manufacturing is aimed at the objection of agile responding to customer deman ... Mass Customization (MC) is one of the importance en te rprise produces modes in information age progressively. Mass Customization produ ct manufacturing is aimed at the objection of agile responding to customer deman d, market changing and market opportunities to combine with modern management te chnology and advanced manufacture technology, and to use the development model o f design for product family and technology concurrent. Therefore, in the environ ment of market continuing to change with a high speed, MC enterprise is required to raise its ability of controlling future market by improving its "agility of product manufacturing". So it is necessary to research about the question of agi lity evaluation of MC product manufacturing. Base on the characteristics of the Mass Customization (MC) product manufacturing and the requirement of the agile m anufacturing, this paper establish an MC product manufacturing Agility evaluatio n index system through studying MC enterprise’s organization management agility evaluation and MC products design agility evaluation and MC manufacture agility evaluation. Also, with Xi Dian Casting limited company as an example, the multi -grade fuzzy assessment method is used to evaluate its agility. 展开更多
关键词 Mass customization (MC) agile manufacturing agi lity evaluation
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FURobot:A software control platform for construction robots for large-scale construction
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作者 LU Ming Philip F.YUAN 《土木与环境工程学报(中英文)》 北大核心 2025年第5期1-11,共11页
The advent of parametric design has resulted in a marked increase in the complexity of building.Unfortunately,traditional construction methods make it difficult to meet the needs.Therefore,construction robots have bec... The advent of parametric design has resulted in a marked increase in the complexity of building.Unfortunately,traditional construction methods make it difficult to meet the needs.Therefore,construction robots have become a pivotal production tool in this context.Since the arm span of a single robot usually does not exceed 3 meters,it is not competent for producing large-scale building components.Accordingly,the extension of the robot,s working range is often achieved by external axes.Nevertheless,the coupling control of external axes and robots and their kinematic solution have become key challenges.The primary technical difficulties include customized construction robots,automatic solutions for external axes,fixed axis joints,and specific motion mode control.This paper proposes solutions to these difficulties,introduces the relevant basic concepts and algorithms in detail,and encapsulates these robotics principles and algorithm processes into the Grasshopper plug-in commonly used by architects to form the FURobot software platform.This platform effectively solves the above problems,lowers the threshold for architects,and improves production efficiency.The effectiveness of the algorithm and software in this paper is verified through simulation experiments. 展开更多
关键词 construction robots customization CONSTRUCTION ROBOTICS KINEMATICS SOFTWARE
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供应链物流客户服务水平的评价 被引量:9
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作者 张旭辉 蒋霁云 《统计与决策》 CSSCI 北大核心 2008年第16期187-188,共2页
为了科学地评价供应链物流客户服务水平,文章从交易前、交易中和交易后三个维度建立了供应链物流客户服务评价评价指标体系;然后运用DEMATAL方法对众多的观测指标进行了优化和降维。最后,在指标体系基础上,采用网络层次分析方法analytic... 为了科学地评价供应链物流客户服务水平,文章从交易前、交易中和交易后三个维度建立了供应链物流客户服务评价评价指标体系;然后运用DEMATAL方法对众多的观测指标进行了优化和降维。最后,在指标体系基础上,采用网络层次分析方法analytic network sprocess(ANP)对各评价指标的权重进行计算。 展开更多
关键词 供应链物流 客户服务水平 SERVICE LEVEL for CUSTOMERS 评价
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Hybrid customer requirements rating method for customer-oriented product design using QFD 被引量:6
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作者 Fang Wang Hua Li +1 位作者 Aijun Liu Xiao Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第3期533-543,共11页
Quality function deployment (QFD) is a well-known customer-oriented product design methodology. Rating the final importance of customer requirements (CRs) is really a very es- sential starting point in the impleme... Quality function deployment (QFD) is a well-known customer-oriented product design methodology. Rating the final importance of customer requirements (CRs) is really a very es- sential starting point in the implementation of QFD, since it largely affects the target setting value of design requirements. This pa- per aims to propose a novel method to deal with the relative importance ratings (RIRs) of CRs problem considering customers' diversified requirements and unknown information on customers' weights, which is an indispensable process for determining the final importance ratings of CRs. First, a new concept of customer's assessment structure is proposed according to the basic idea of grey relational analysis (GRA), and then a constrained nonlinear optimization model is constructed to describe the assessment information aggregation factors of CRs considering customers' personalized and diversified requirements. Furthermore, an im- mune particle swarm optimization (IPSO) algorithm is designed to solve the model, and the weight vector of customers is obtained. Finally, a car door design example is introduced to illustrate the novel hybrid GRA-IPSO method's potential application in deter- mining the RIRs of CRs. 展开更多
关键词 quality function deployment (QFD) customer requirement (CR) grey relational analysis (GRA) mass customization(MC) immune particle swarm optimization (IPSO).
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C2B电子商务的概念、商业模型与演进路径 被引量:43
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作者 戴国良 《商业时代》 北大核心 2013年第17期53-54,共2页
真正的C2B模式是先有消费者需求产生而后有企业生产,是商业本质的回归。C2 B的发展在宏观层面受社会个性解放程度影响,在微观层面受交易成本、柔性生产成本、个性需求支付能力和消费者成熟度影响,消费者的成熟度对C2B的业务模式起着关... 真正的C2B模式是先有消费者需求产生而后有企业生产,是商业本质的回归。C2 B的发展在宏观层面受社会个性解放程度影响,在微观层面受交易成本、柔性生产成本、个性需求支付能力和消费者成熟度影响,消费者的成熟度对C2B的业务模式起着关键作用。C2B首先发展群体定制,其次发展个人定制;首先定制价格,其次定制产品;最后将发展为混合型。 展开更多
关键词 C2B Customer—to—Business 电子商务E—Business E—Commerce团购
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意大利辅助用具免费供给残疾人体系:未来发展(英文)
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作者 Maria Teresa Agati Alessandro Giustini 《中国康复理论与实践》 CSCD 2011年第10期931-934,共4页
The Italian care situation with regards to prostheses and aids is satisfying. The norm which establishes the ways in which aids can be supplied to disabled people goes back to 1999 and,even though it is based on corre... The Italian care situation with regards to prostheses and aids is satisfying. The norm which establishes the ways in which aids can be supplied to disabled people goes back to 1999 and,even though it is based on correct principles and even though it has produced positive effects in the improvement of the life of disabled people,it must be updated in the light of the more recent technological and scientific innovations and of the new information instruments such as the diffusion of information and communication systems. 展开更多
关键词 Essential Levels of Health Assistance list of indispensable devices customization standard devices multidisciplinary team aid registration
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JSP中的定制标记库介绍 被引量:4
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作者 张勇 马玉祥 《现代电子技术》 2004年第24期100-101,共2页
Java Server Pages技术是用于开发 Web应用的优秀体系结构 ,对于 Web开发人员起着至关重要的作用 ,但他最重要的技术之一定制标记库 (Custom Tag L ibrary)却常常未被充分利用 。
关键词 JSP CUSTOM TAG LIBRARY Scriptlet Taglib XML JAVABEANS
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Product design on the basis of fuzzy quality function deployment 被引量:2
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作者 Li Zhaoling Gao Qisheng Zhang Dongling 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第6期1165-1170,共6页
In the implementation of quality function deployment (QFD), the determination of the target values of engineering characteristics is a complex decision process with multiple variables and multiple objectives that sh... In the implementation of quality function deployment (QFD), the determination of the target values of engineering characteristics is a complex decision process with multiple variables and multiple objectives that should trade off, and optimize all kinds of conflicts and constraints. A fuzzy linear programming model (FLP) is proposed. On the basis of the inherent fuzziness of QFD system, triangular fuzzy numbers are used to represent all the relationships and correlations, and then, the functional relationships between the customer needs and engineering characteristics and the functional correlations among the engineering characteristics are determined with the information in the house of quality (HoQ) fully used. The fuzzy linear programming (FLP) model aims to find the optimal target values of the engineering characteristics to maximize the customer satisfaction. Finally, the proposed method is illustrated by a numerical example. 展开更多
关键词 quality function deployment house of quality product design fuzzy optimization customer satisfaction
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Fuzzy recognition of missile borne multi-line array infrared detection based on size calculating 被引量:2
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作者 Bing-shan Lei Jing Li +1 位作者 Wei-na Hao Ke-ding Yan 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第4期1135-1142,共8页
In order to improve the infrared detection and discrimination ability of the smart munition to the dynamic armor target under the complex background,the multi-line array infrared detection system is established based ... In order to improve the infrared detection and discrimination ability of the smart munition to the dynamic armor target under the complex background,the multi-line array infrared detection system is established based on the combination of the single unit infrared detector.The surface dimension features of ground armored targets are identified by size calculating solution algorithm.The signal response value and the value of size calculating are identified by the method of fuzzy recognition to make the fuzzy classification judgment for armored target.According to the characteristics of the target signal,a custom threshold de-noising function is proposed to solve the problem of signal preprocessing.The multi-line array infrared detection can complete the scanning detection in a large area in a short time with the characteristics of smart munition in the steady-state scanning stage.The method solves the disadvantages of wide scanning interval and low detection probability of single unit infrared detection.By reducing the scanning interval,the number of random rendezvous in the infrared feature area of the upper surface is increased,the accuracy of the size calculating is guaranteed.The experiments results show that in the fuzzy recognition method,the size calculating is introduced as the feature operator,which can improve the recognition ability of the ground armor target with different shape size. 展开更多
关键词 Multi-line array infrared detection Size calculating Custom threshold de-noising Fuzzy comprehensive discrimination algorithm
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用Install Shield Multi Platform设计多平台安装程序
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作者 陆续 《陕西师范大学学报(自然科学版)》 CAS CSCD 北大核心 2005年第S1期211-215,共5页
软件产业发展迅速,软件的需求不断扩大,应用范围也越来越广,因此软件往往要安装到不同的平台上,并且在安装过程中支持多种语言.但要将软件产品安装到不同平台却存在一定困难.研究了InstallShieldMultiPlatform(ISMP)的体系结构以及如何... 软件产业发展迅速,软件的需求不断扩大,应用范围也越来越广,因此软件往往要安装到不同的平台上,并且在安装过程中支持多种语言.但要将软件产品安装到不同平台却存在一定困难.研究了InstallShieldMultiPlatform(ISMP)的体系结构以及如何运用它来构建支持多平台、多语言的安装程序. 展开更多
关键词 安装程序 INSTALLSHIELD MultiPlatform CUSTOM BEAN
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基于模型驱动工程的CJM建模方法的设计和实现
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作者 孙文博 《计算机应用与软件》 CSCD 2016年第12期63-66,共4页
随着服务行业在世界经济体系中地位的越发明显,在服务过程中越来越强调创造有意义的、难忘的客户体验。针对这种情况,提出CJM(Customer Journey Mapping)建模方法,该建模方法是以客户为导向的,旨在跟踪和描述客户在使用产品或接受服务... 随着服务行业在世界经济体系中地位的越发明显,在服务过程中越来越强调创造有意义的、难忘的客户体验。针对这种情况,提出CJM(Customer Journey Mapping)建模方法,该建模方法是以客户为导向的,旨在跟踪和描述客户在使用产品或接受服务中遇到的所有体验,以便提供卓越的客户服务,提高服务质量。最后利用模型驱动工程MDE(Model-Driven Engineering)技术来实现对CJM建模方法的支持,并设计实现多种CJM建模工具。实验结果表明,在相关研究领域使用MDE技术可以有效支持多种建模方法,大大缩短开发周期,具有良好的应用价值和前景。 展开更多
关键词 客户体验 CUSTOMER JOURNEY MAPPING 模型驱动工程
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A case study of customer satisfaction for information technology solutions 被引量:1
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作者 Sung Yun YU Jinsoo PARK +2 位作者 Jin KIM Hyung Jin LEE Hee Jun YOON 《Journal of Central South University》 SCIE EI CAS 2014年第11期4279-4285,共7页
There are numerous information technology solutions including hardware and software. A company that provides the solution should have knowledge of the customer needs in the purpose of sailing strategy or upgrade polic... There are numerous information technology solutions including hardware and software. A company that provides the solution should have knowledge of the customer needs in the purpose of sailing strategy or upgrade policy. The needs are also directly connected to the user satisfaction. However, the users have respective points of view in the needs as well as they may not identify the requirements to improve the solution. SERVQUAL can be an appropriate method to define and measure the customer satisfaction for the information technology solutions. As a case study of the customer satisfaction, the modified SERVQUAL items and scoring method are applied to a cyber-infrastructure system named CyberL ab in Korea. The measurement results of user satisfaction for CyberL ab are provided to confirm that our proposed method performs as we intended. From the results, we can score the satisfaction level of users and identify their needs in the various aspects. The total user satisfaction level for CyberL ab is scored by 88.3. 展开更多
关键词 cyber-infrastructure customer satisfaction user satisfaction SERVQUAL
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Problems and Characteristics of Russian Platinum Metals Exporters
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作者 ANDREEV A. M. KELCHEVSKAYA N. R. 《贵金属》 CAS CSCD 北大核心 2012年第A01期284-286,共3页
The paper revealed the place and role of Russia in the global market of platinum metals, highlighted features of pricing in the export of Russian platinum group metals, the main problems of pricing in the export contr... The paper revealed the place and role of Russia in the global market of platinum metals, highlighted features of pricing in the export of Russian platinum group metals, the main problems of pricing in the export contracts related to the instability of markets and imperfect currency and customs legislation of the Russian Federation, proposed innovative ways to solutions to existing problems in the preparation and conclusion of export contracts. 展开更多
关键词 platinum metals Russia pricing export contracts customs duties customs fees customs value stock quotes DISCOUNT
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LMI Custom Mixing公司开发绿色三元乙丙橡胶海绵和密实复合物用于挤出成型
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《石油化工》 CAS CSCD 北大核心 2012年第11期1244-1244,共1页
在不降低产品质量的情况下,LMICustomMixing公司通过对三元乙丙橡胶(EPDM)海绵和密实复合物的革命性开发,在减少碳足迹和对石油依赖方面发挥了作用。利用由Lanxess公司开发的一种新型EPDM聚合物,LMICustomMixing公司采用可再生资... 在不降低产品质量的情况下,LMICustomMixing公司通过对三元乙丙橡胶(EPDM)海绵和密实复合物的革命性开发,在减少碳足迹和对石油依赖方面发挥了作用。利用由Lanxess公司开发的一种新型EPDM聚合物,LMICustomMixing公司采用可再生资源开发出不同种类的新型EPDM配方。Lanxess公司已经开始用完全由可再生资源甘蔗衍生的乙烯生产EPDM。 展开更多
关键词 三元乙丙橡胶 橡胶海绵 CUSTOM 复合物 挤出成型 密实 LMI 再生资源开发
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Clustering-based Demand Response for Intelligent Energy Management in 6G-enabled Smart Grids
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作者 Ran WANG Jiang-tian NIE +1 位作者 Yang ZHANG Kun ZHU 《计算机科学》 CSCD 北大核心 2022年第6期44-54,共11页
As a typical industrial Internet of things(IIOT)service,demand response(DR)is becoming a promising enabler for intelligent energy management in 6 G-enabled smart grid systems,to achieve quick response for supply-deman... As a typical industrial Internet of things(IIOT)service,demand response(DR)is becoming a promising enabler for intelligent energy management in 6 G-enabled smart grid systems,to achieve quick response for supply-demand mismatches.How-ever,existing literatures try to adjust customers’load profiles optimally,instead of electricity overhead,energy consumption patterns of residential appliances,customer satisfaction levels,and energy consumption habits.In this paper,a novel DR method is investigated by mixing the aforementioned factors,where the residential customer cluster is proposed to enhance the performance.Clustering approaches are leveraged to study the electricity consumption habits of various customers by extracting their features and characteristics from historical data.Based on the extracted information,the residential appliances can be scheduled effectively and flexibly.Moreover,we propose and study an efficient optimization framework to obtain the optimal scheduling solution by using clustering and deep learning methods.Extensive simulation experiments are conducted with real-world traces.Numerical results show that the proposed DR method and optimization framework outperform other baseline schemes in terms of the system overhead and peak-to-average ratio(PAR).The impact of various factors on the system utility is further analyzed,which provides useful insights on improving the efficiency of the DR strategy.With the achievement of efficient and intelligent energy management,the proposed method also promotes the realization of China’s carbon peaking and carbon neutrality goals. 展开更多
关键词 Demand response(DR) Customer clustering Deep learning 6G-enabled industrial Internet of things(IIOT) Smart srid(SG)
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