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Pathfinder:Deep Reinforcement Learning-Based Scheduling for Multi-Robot Systems in Smart Factories with Mass Customization 认领 引用 被引量：2
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作者 Chenxi Lyu Chen Dong +3 位作者 Qiancheng Xiong Yuzhong Chen Qian Weng Zhenyi Chen 《Computers, Materials & Continua》 SCIE EI 2025年第8期3371-3391,共21页
The rapid advancement of Industry 4.0 has revolutionized manufacturing,shifting production from centralized control to decentralized,intelligent systems.Smart factories are now expected to achieve high adaptability an... The rapid advancement of Industry 4.0 has revolutionized manufacturing,shifting production from centralized control to decentralized,intelligent systems.Smart factories are now expected to achieve high adaptability and resource efficiency,particularly in mass customization scenarios where production schedules must accommodate dynamic and personalized demands.To address the challenges of dynamic task allocation,uncertainty,and realtime decision-making,this paper proposes Pathfinder,a deep reinforcement learning-based scheduling framework.Pathfinder models scheduling data through three key matrices:execution time(the time required for a job to complete),completion time(the actual time at which a job is finished),and efficiency(the performance of executing a single job).By leveraging neural networks,Pathfinder extracts essential features from these matrices,enabling intelligent decision-making in dynamic production environments.Unlike traditional approaches with fixed scheduling rules,Pathfinder dynamically selects from ten diverse scheduling rules,optimizing decisions based on real-time environmental conditions.To further enhance scheduling efficiency,a specialized reward function is designed to support dynamic task allocation and real-time adjustments.This function helps Pathfinder continuously refine its scheduling strategy,improving machine utilization and minimizing job completion times.Through reinforcement learning,Pathfinder adapts to evolving production demands,ensuring robust performance in real-world applications.Experimental results demonstrate that Pathfinder outperforms traditional scheduling approaches,offering improved coordination and efficiency in smart factories.By integrating deep reinforcement learning,adaptable scheduling strategies,and an innovative reward function,Pathfinder provides an effective solution to the growing challenges of multi-robot job scheduling in mass customization environments. 展开更多
关键词 Smart factory customization deep reinforcement learning production scheduling multi-robot system task allocation
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C-privacy:A social relationship-driven image customization sharing method in cyber-physical networks 认领 引用
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作者 Dapeng Wu Jian Liu +3 位作者 Yangliang Wan Zhigang Yang Ruyan Wang Xinqi Lin 《Digital Communications and Networks》 SCIE EI CSCD 2025年第2期563-573,共11页
Cyber-Physical Networks(CPN)are comprehensive systems that integrate information and physical domains,and are widely used in various fields such as online social networking,smart grids,and the Internet of Vehicles(IoV... Cyber-Physical Networks(CPN)are comprehensive systems that integrate information and physical domains,and are widely used in various fields such as online social networking,smart grids,and the Internet of Vehicles(IoV).With the increasing popularity of digital photography and Internet technology,more and more users are sharing images on CPN.However,many images are shared without any privacy processing,exposing hidden privacy risks and making sensitive content easily accessible to Artificial Intelligence(AI)algorithms.Existing image sharing methods lack fine-grained image sharing policies and cannot protect user privacy.To address this issue,we propose a social relationship-driven privacy customization protection model for publishers and co-photographers.We construct a heterogeneous social information network centered on social relationships,introduce a user intimacy evaluation method with time decay,and evaluate privacy levels considering user interest similarity.To protect user privacy while maintaining image appreciation,we design a lightweight face-swapping algorithm based on Generative Adversarial Network(GAN)to swap faces that need to be protected.Our proposed method minimizes the loss of image utility while satisfying privacy requirements,as shown by extensive theoretical and simulation analyses. 展开更多
关键词 Cyber-physical networks Customized privacy Face-swapping Heterogeneous information network Deep fakes
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Italian textile machinery industry focuses on innovation and customization amid global challenges Interview with Mr Marco Salvade’,President,ACIMIT 认领 引用
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《China Textile》 2025年第5期18-18,共1页
The Italian textile machinery sector,renowned for its technological excellence and innovative capacity,continues to navigate a complex global market with a strategic emphasis on digitalization,sustainability,and stron... The Italian textile machinery sector,renowned for its technological excellence and innovative capacity,continues to navigate a complex global market with a strategic emphasis on digitalization,sustainability,and strong customer partnerships.Marco Salvade’,President of ACIMIT,provided insights into the industry’s performance,key trends,and future directions.In the first quarter of 2025,Italian textile machinery exports saw a 6%decrease compared to the same period in 2024,totaling€363 million.This dip reflects ongoing geopolitical tensions and a cautious approach among global clients toward new investments.Despite these challenges,Italian manufacturers maintain a strong reputation for technological leadership and resilience. 展开更多
关键词 innovation sustainability technological excellence global challenges customization customer partnerships geopolitical tensions digitalization
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Analysis of Supplier Demand Factors Based on QFD in Mass Customization Environment 认领 引用
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作者 Yunlong Zhang Zengqiang Wang 《Journal of Electronic Research and Application》 2025年第1期128-133,共6页
Supplier selection in a mass customization environment is a systematic engineering,and Quality Function Deployment(QFD)based on customer demand is a systematic product development method.This paper studies the adaptab... Supplier selection in a mass customization environment is a systematic engineering,and Quality Function Deployment(QFD)based on customer demand is a systematic product development method.This paper studies the adaptability of the QFD method and supplier selection process in a mass customization environment and puts forward a supplier selection framework based on the QFD idea.Furthermore,both the objective environment of demand factor analysis and the thinking of the customer representatives participating in the analysis have great uncertainty and fuzziness.Therefore,a demand factor analysis method for supplier selection in the mass customization environment based on language phrases of different granularity is proposed.The proposed method allows the customer representatives participating in the selection to use their preferred language phrase set to represent the importance of demand factors.Finally,the effectiveness and feasibility of the proposed method are verified by an example of a vehicle manufacturer. 展开更多
关键词 Mass customization Supplier selection Quality function deployment Demand factors
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CASE-BASED PRODUCT CONFIGURATION AND REUSE IN MASS CUSTOMIZATION 认领 引用 被引量：42
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作者 Wang Shiwei Tan Jianrong +2 位作者 Zhang Shuyou Wang Xin He Chenqi State Key Laboratory of CAD&CG,Zhejiang University,Hangzhou 310027, China 《Chinese Journal of Mechanical Engineering》 EI CAS 2004年第2期233-236,252,共4页
The increasing complexity and size of configuration knowledge bases requres the provisionof advanced methods supporting the development of the actual configuration process and design reuse.A new framework to find a fe... The increasing complexity and size of configuration knowledge bases requres the provisionof advanced methods supporting the development of the actual configuration process and design reuse.A new framework to find a feasible and practical product configuration method is presented in masscustomization. The basic idea of the appoach is to integrate case-based reasoning (CBR) with a con-straint satisfaction problem(CSP). The similarity measure between a crisp and range is also given,which is common in case retrieves. Based on the configuration model, a product platform and customerneeds, case adaptation is carried out with the repair-based algorithm. Lastly, the methodology in theelevator configuration design domain is tested. 展开更多
关键词 Case-based reasoning Product configuration Mass customization Reuse
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Dynamic method for identifying customization level 认领 引用
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作者 QIAO Yong-zhong TANG Wei-qin ZHANG Yin 《Chinese Business Review》 2008年第1期45-48,共4页
Mass Customizations （MC） require the enterprise to identify quickly and precisely the product customization level. On one side, the enterprise could avoid manufacturing products which cannot be sold out and cut the ... Mass Customizations （MC） require the enterprise to identify quickly and precisely the product customization level. On one side, the enterprise could avoid manufacturing products which cannot be sold out and cut the production cost; on the other side, the enterprise could meet customer requirements as fast as possible. However, there is no perfect method for identifying the customization level till now. A new dynamic method is presented to solve this problem through gradual thought and management information system technology. The method is capable for promptly determining and alerting the product customization level. 展开更多
关键词 customization level degree of customization mass customizations
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TECHNOLOGY AND APPLICATION OF PRODUCT EVOLUTIONARY DESIGN BASED ON CONFIGURATION IN MASS CUSTOMIZATION MODE 认领 引用 被引量：3
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作者 FENG Yixiong CHENG Jin +2 位作者 TAN Jianrong ZHENG Bing WEI Zhe 《Chinese Journal of Mechanical Engineering》 EI CAS 2007年第3期113-119,共7页
Product customization has been recognized as an effective means to implement mass cus-tomization （MC）. A new theory and method for MC-oriented evolutionary design of configuration product is presented based on the s... Product customization has been recognized as an effective means to implement mass cus-tomization （MC）. A new theory and method for MC-oriented evolutionary design of configuration product is presented based on the study of developing law of evolutionary design in integrated envi-ronment, which focuses on the innovation and reuse properties of configuration product. The key technologies for general requirement modeling in quick response to customer requirement, multi-level stepwise configuration optimization driven by customer requirement and evolutionary deduction of product variable structure based on configuration association are thoroughly investigated. The suc-cessful application of the presented method in the development of real-life products demonstrates its utility, flexibility and robusticity. 展开更多
关键词 Mass customization Evolutionary design Configuration product Configuration unit
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Social Manufacturing for High-end Apparel Customization 认领 引用 被引量：3
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作者 Xiuqin Shang Fei-Yue Wang +5 位作者 Gang Xiong Timo R. Nyberg Yong Yuan Sheng Liu Chao Guo Sen Bao 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第2期489-500,共12页
Social manufacturing(SM), a novel distributed,collaborative and intelligent manufacturing mode, is proposed and developed for high-end apparel customization. The main components of SM cloud are designed, and its resea... Social manufacturing(SM), a novel distributed,collaborative and intelligent manufacturing mode, is proposed and developed for high-end apparel customization. The main components of SM cloud are designed, and its research topics are summarized. Then, SM's key technologies are studied. 3D technologies for apparel customization, like 3D modeling, 3D fitting mirror and 3D customization, are developed to improve the customization precision and user experience. Information based collaborative management is realized to share, communicate,and handle the information efficiently among all groups and individuals of SM cloud. Suppliers' evaluation mechanism is designed to support the optimal decisions making. Next, SM cloud is constructed in five layers for high-end apparel customization.By using SM cloud based crowd-sourcing, social resources can be allocated rationally and utilized efficiently, consumer can customize the product in any processes like innovation, design,making, marketing and service, and traditional apparel enterprise can be upgraded into SM mode for keeping it competitive in the future customization markets. 展开更多
关键词 Index Terms-Big data collaborative management social man-ufacturing cloud 3D apparel customization.
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Theoretical basis and technical path for the regional all-for-one customization model of black soil granary 认领 引用 被引量：1
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作者 LIAO Xiaoyong YAO Qixing +2 位作者 WAN Xiaoming WANG Jieyong LI Zehong 《Journal of Geographical Sciences》 SCIE CSCD 2022年第11期2147-2169,共23页
The black soil area in Northeast China serves as a“ballast”to ensure China’s food security.Unreasonable development and utilization lead to serious black soil degradation in some areas and affect regional food prod... The black soil area in Northeast China serves as a“ballast”to ensure China’s food security.Unreasonable development and utilization lead to serious black soil degradation in some areas and affect regional food production and economic and social development.In the context of the intensification of the contradiction between food supply and demand worldwide,we should pay more attention to the overall situation of regional sustainable development and seek for systematic,scientific,and economic solutions.This study establishes a regional all-for-one customization model of black soil granary on the basis of the regional system of human–land relationship,customized and accurate management,agricultural system theory,and agricultural informatization with the guidance of integrated geography concept.The aim of this regional all-for-one customization model is to systematically diagnose the key problems and leading factors of black soil degradation and determine a solution that combines the commonness and individuality of black soil protection from the perspective of multiscale linkage,multifactor coupling,and multitechnology cooperation.The regional all-for-one customization model of black soil granary integrates the two perspectives of“regional”and“customization”into the protection and comprehensive utilization of black soil for the first time.It adopts zoning,grading,and classification as the main strategy and big data and artificial intelligence as the main technical approaches.This model constructs three strategies of different scales by combining the“satellite–air–ground–network”3D monitoring system and the all-for-one customization platform driven by big data and artificial intelligence.First,the“implementing strategies by regions”are implemented at the regional scale to formulate the regional agricultural resource allocation scheme and agricultural zoning,which can provide strategies to protect and utilize black soil effectively.Second,the“determining strategies in accordance with villages”are implemented at the village scale to formulate a black soil protection and utilization model for different categories of villages,which can promote the organic integration of black soil protection and rural revitalization.Third,a“one strategy for one field”concept is applied at the field scale to provide accurate strategies for soil restoration and yield improvement in a fixed,quantitative,and regular manner.Multiscale integrated demonstration and scheme verification of the regional all-for-one customization model of black soil granary are conducted in Qiqihar City at three scales,namely,region,village,and field,to solve the key issues in black soil protection and utilization and form a replicable and popularized system solution,thereby providing a model for the sustainable development of Chinese and global black soil agriculture.The proposed regional all-for-one customization model of black soil granary has important theoretical and practical value in promoting the high-quality development of regional agriculture and rural revitalization,and provides a demonstration model of land protection and utilization for the black soil area in China and the whole world. 展开更多
关键词 black soil granary all-for-one customization mode platform conservation tillage
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REQUIREMENT PRODUCT CONFIGURATION IN MASS CUSTOMIZATION 认领 引用 被引量：1
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作者 Wang Xin Tan Jianrong +1 位作者 Zhang Shuyou Wu Peining 《Chinese Journal of Mechanical Engineering》 EI CAS 2005年第4期525-529,共5页
On the basis of researching on requirement product configuration in mass customization,the concept of product family requirement class(PFRC)and requirement-matching template are put forward.A case-based requirement pr... On the basis of researching on requirement product configuration in mass customization,the concept of product family requirement class(PFRC)and requirement-matching template are put forward.A case-based requirement product configuration(CB-RPC)model and corresponding requirement product model are established.The result of requirement product configuration is obtained by using the method of two-level similar matching.In addition,the effect of the method on requirement responding is analyzed.Finally,the model and the method given are applied in elevator industry,and have improved the enterorise's ability of rapid responding to customer's reouirements. 展开更多
关键词 Mass customization Configuration design Requirement product Requirement responding Case-based reasoning
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Customer Requirements Mapping Method Based on Association Rule Mining for Mass Customization 认领 引用 被引量：3
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作者 夏世升 王丽亚 《Journal of Shanghai Jiaotong university(Science)》 EI 2008年第3期291-296,共6页
Customer requirements analysis is the key step for product variety design of mass customiza-tion(MC). Quality function deployment (QFD) is a widely used management technique for understanding the voice of the customer... Customer requirements analysis is the key step for product variety design of mass customiza-tion(MC). Quality function deployment (QFD) is a widely used management technique for understanding the voice of the customer (VOC), however, QFD depends heavily on human subject judgment during extracting customer requirements and determination of the importance weights of customer requirements. QFD pro-cess and related problems are so complicated that it is not easily used. In this paper, based on a general data structure of product family, generic bill of material (GBOM), association rules analysis was introduced to construct the classification mechanism between customer requirements and product architecture. The new method can map customer requirements to the items of product family architecture respectively, accomplish the mapping process from customer domain to physical domain directly, and decrease mutual process between customer and designer, improve the product design quality, and thus furthest satisfy customer needs. Finally, an example of customer requirements mapping of the elevator cabin was used to illustrate the proposed method. 展开更多
关键词 association rules analysis requirements mapping classification mechanism generic bills of material （GBOM） mass customization
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Female's Characteristic Index of Upper Body for Apparel Mass Customization 认领 引用 被引量：1
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作者 崔志英 从杉 张渭源 《Journal of Donghua University(English Edition)》 EI CAS 2006年第5期64-67,共4页
The measurements of female aged from 18 to 50 in the East China are taken by TC2 3D-body scanner. The first five factors are obtained by factor analysis of SPSS from 25 items of the upper body which influence the body... The measurements of female aged from 18 to 50 in the East China are taken by TC2 3D-body scanner. The first five factors are obtained by factor analysis of SPSS from 25 items of the upper body which influence the body shape, that is, circumference factor, height factor, side shape factor, frontal shape factor, and shoulder slope factor. Then characteristic indices of upper body are chosen by analyzing body scan data. This study will be useful for developing pattern more fitting and faster and helpful for realizing apparel mass customization. 展开更多
关键词 characteristic index 3D body scan factor analysis mass customization.
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MODEL OF OPERATING AND BALANCING ASSEMBLY LINE IN A MASS CUSTOMIZATION ENVIRONMENT 认领 引用
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作者 WeiDong JinYe +1 位作者 WangRong WangZheng 《Chinese Journal of Mechanical Engineering》 EI CAS 2003年第4期344-347,共4页
The successful implementation of mass customization lies on reengineeringtechnology and management methods to organize the production. Especially in assembly phase, variousproduct configurations, due-time penalties an... The successful implementation of mass customization lies on reengineeringtechnology and management methods to organize the production. Especially in assembly phase, variousproduct configurations, due-time penalties and order-driven strategy challenge the traditionaloperation and management of assembly lines. The business features and the operation pattern ofassembly line based on mass customization are analyzed. And the research emphatically studiesvarious technologic factors to improve customer satisfaction and their corresponding implementmethods in operating assembly line. In addition, the models are proposed for operating assembly lineunder dynamic process environment in mass customization. A genetic approach is developed to providethe optimal solution to the models. The effectiveness of the proposed approach is evaluated with anindustrial application. 展开更多
关键词 Mass customization Assembly line Balancing Optimal model
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Quantitative Analysis on Postponement Strategies of Decoupling Points in Mass Customization 认领 引用
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作者 汪蓉 邵晓峰 +1 位作者 黄培清 季建华 《Journal of Donghua University(English Edition)》 EI CAS 2003年第1期74-76,共3页
The key to mass customizing effectively is postponing the deco upling point of customer order in the supply network. This paper focused on quantitative analysis on postponement strategies of multiple decoupling points... The key to mass customizing effectively is postponing the deco upling point of customer order in the supply network. This paper focused on quantitative analysis on postponement strategies of multiple decoupling points in mass customization to improve operating efficiency and quickly meet customer demands with a minimum amount of inventory. 展开更多
关键词 mass customization postponement strategy decoupling points.
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Postponement in Mass Customization: A Literature Review 认领 引用
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作者 王海军 马士华 周晓 《Journal of Donghua University(English Edition)》 EI CAS 2003年第4期111-117,共7页
Mass customization (MC) is emerging as a competitive advantage of firms with the intensified competition and economic globalization.As a key feature of MC,postponement strategy postpones activities in the supply chain... Mass customization (MC) is emerging as a competitive advantage of firms with the intensified competition and economic globalization.As a key feature of MC,postponement strategy postpones activities in the supply chain until customer orders are received.This article provides a review of the literature on postponement from perspectives of research content and methodology.Taking postponement as a supply chain concept,this article specifically reclassifies the postponement applications according to the positioning of the customer order decoupling point (CODP) in the supply chain.Future directions for postponement research are also suggested in this article. 展开更多
关键词 postponement Mass Customization Customer order decoupling point
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Grey Incidence Analysis Applied to Civil Aircraft Customization Process 认领 引用
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作者 Ding Songbin Ge Ruichen Wang Xiaoli 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2016年第2期137-146,共10页
The airlines need to select the optional equipment according to their individual development demands and the manufacture′s standard specification manual when purchasing a new airplane.For this customization process,t... The airlines need to select the optional equipment according to their individual development demands and the manufacture′s standard specification manual when purchasing a new airplane.For this customization process,the selection theory is mainly based on qualitative analysis and quantitative analysis.The grey incidence analysis(GIA)is used for modeling,which evaluates the correlations between optional equipment and airlines′individual demands.Meanwhile,the customization demands are quantitatively processed as different weights in evaluation index system with analytical hierarchy process.Then,the value of grey incidence degree is obtained which shows whether the optional equipment is on the purchasing list or not.Finally,two airlines′customization demands are applied in the example of aircraft cabin′s seats,so two different purchasing priorities and equipment installation lists can be obtained.The results and comparisons verify the reasonable of modeling,which provides an objective scheme of aircraft equipment selection. 展开更多
关键词 airlines grey incidence analysis (GIA) customization process civil aircraft equipment selection indi- vidual demand
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Evolution Law for Products' Components:A Result for Mass Customization Manufacture 认领 引用
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作者 ZHENG Xiaojing XU Xusong 《Wuhan University Journal of Natural Sciences》 CAS 2011年第1期21-28,共8页
To forecast exactly the key components＇ quantities needed for the mass customization in complex machine manufac-turing,a weighted acyclic networks directed model is constructed,and the power-law distribution of the t... To forecast exactly the key components＇ quantities needed for the mass customization in complex machine manufac-turing,a weighted acyclic networks directed model is constructed,and the power-law distribution of the topological properties for the networks is mined,which makes the relationship between the sum quantities of products and components as well as the relationship between the sum quantities of products and key components clear. The conclusion is that it is an equilibrium network if the time-scale is short and it is a non-equilibrium network if the time-scale is long. As for the evolution law for the components in the mass customiza-tion process,the exponent for equilibrium networks is 0.99 and the exponent for non-equilibrium networks is 1.36. 展开更多
关键词 mass customization weighted directed acyclic networks power-law distribution
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Study on customization process and application via Internet 认领 引用 被引量：1
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作者 周康渠 YANG Yu 《Journal of Chongqing University》 2002年第2期1-4,共4页
Networked customization is an important way for enterprises to satisfy customers?individual requirements. From this point of view, the study on networked customization process and application is started with analyzing... Networked customization is an important way for enterprises to satisfy customers?individual requirements. From this point of view, the study on networked customization process and application is started with analyzing the customization process in detail, in which the customization process is divided into 6 stages including information capture, need submission, need affirmation, need interaction, creating customization orders and customization production. A general customization process chart for common products is presented, which describes the communication between customers and enterprises in the entire customization process. The method of analyzing customization process is presented. The product customization subsystem in the system of ceramic product marketing and customization of Chongqing CHN & CHN Ceramics Co. Ltd. is introduced to explicate the process of customization via Internet. 展开更多
关键词 individual needs Internet customization process application
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Customization Product Design Based on User's Emotion and Needs 认领 引用 被引量：5
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作者 金纯 张春林 刘文枝 《Defence Technology（防务技术）》 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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The Evaluation and Selection of Outsourcing Suppliers in Mass Customization (MC) 认领 引用
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作者 LI Wen-wu +1 位作者 WANG Li-ya 《Journal of Shanghai Jiaotong university(Science)》 EI 2005年第4期417-423,共7页
Many MC companies find it necessary to cooperate with a large number of outsourcing suppliers to provide MC products according to customers’ diversified orders.To this end,how to select competitve suppliers for the o... Many MC companies find it necessary to cooperate with a large number of outsourcing suppliers to provide MC products according to customers’ diversified orders.To this end,how to select competitve suppliers for the outsourcing manufacturing of non-core processes is the key to establish strong supply chain ally of MC company as well as make the company more efficient in its core manufacturing processes.A procedure of selecting outsourcing suppliers was presented to identify and find competitive suppliers.The continuous improvement of this procedure was proposed to ensure the optimal supply chain of MC company in the long run.Besides,a multi-criteria evaluation model in the procedure was set up according to MC’s characteristic with fuzzy multi-criteria methods combined to solve the fuzzy problems of criteria weight and qualitative attribute value.A case study of MC manufacturing company was provided to show that the procedure,model and methods are effective to select outsourcing suppliers. 展开更多
关键词 mass customization（MC） outsourcing suppliers fuzzy multi-criteria decision-making
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