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MODEL OF OPERATING AND BALANCING ASSEMBLY LINE IN A MASS CUSTOMIZATION ENVIRONMENT
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作者 WeiDong JinYe +1 位作者 WangRong WangZheng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 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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Customer Retention: Behaviour Perspective Model of Ghanaian Telecommunication Industry Using Multinomial Regression Analysis
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作者 Nelson Doe Dzivor Frank B. K. Twenefour +1 位作者 Emmanuel M. Baah Mathias Gyamfi 《Applied Mathematics》 2022年第1期56-67,共12页
To stay competitive, the mobile telecommunication companies spend millions of Ghana cedi each year on building long-term relationships with their customers. Marketing managers are constantly challenged with the proble... To stay competitive, the mobile telecommunication companies spend millions of Ghana cedi each year on building long-term relationships with their customers. Marketing managers are constantly challenged with the problem of where to channel the limited resources in order to retain existing customers. This study approaches the customer retention problem in the mobile phone sector from a behavioural perspective, applying the Behavioural Perspective Model as the main analytical framework and further exploits some other factors that influence customer retention. The model includes a set of pre-behaviour and post-behaviour factors to study consumer choice, and explains its relevant drivers in a viable and comprehensive way, grounded in radical behaviourism. Data for the analysis were collected from tertiary students from Accra and Takoradi. Data collected were analysed using the multinomial regression technique. Analysis of the data revealed that the Behaviour setting factor is the only significant element in Behaviour Perspective Model. Further exploitation of behaviour situation revealed that the number of networks a customer uses, previous experience of a customer and customer’s intention are significant factors in determining customer retention in Ghana’s mobile telecommunication industry. 展开更多
关键词 Behavioural Perspective model customer Retention Ghana’s Mobile Telecommunication Industry Multinomial Regression Technique
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Customer-oriented Configuration Model for Modular MechatronicProducts: Application in Industrial Robot Design 被引量:1
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作者 LI Jing TONG Shu-rong LIU De-teng 《International Journal of Plant Engineering and Management》 2013年第2期66-73,共8页
The contradiction between manufacturing costs and customer demand of mechatronic products can be balanced by configuration design. The article proposes a customer-oriented configuration model for modular mechatronic p... The contradiction between manufacturing costs and customer demand of mechatronic products can be balanced by configuration design. The article proposes a customer-oriented configuration model for modular mechatronic products which makes up the shortfall in meeting customer needs for the traditional configuration de- sign mode. The elements of the modular mechatronic products configuration model including module, module connection and configuration knowledge are analyzed. And a formal representation method for configuration model elements combining with their characteristics is given. Based on the above research, an abstract configuration model of modular mechatronic products is designed. Finally, an industrial robot is used as an application exam- ple to build a customer-oriented industrial robot configuration model. 展开更多
关键词 customer-oriented modular mechatronic products configuration model configuration design
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Application of a Bayesian Network Complex System Model Examining the Importance of Customer-Industry Engagement to Peak Electricity Demand Reduction
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作者 Desley Vine Laurie Buys +1 位作者 Jim Lewis Peter Morris 《Open Journal of Energy Efficiency》 2016年第2期31-47,共17页
This paper explores the importance of customer-industry engagement (CIE) to peak energy demand by means of a newly developed Bayesian Network (BN) complex systems model entitled the Residential Electricity Peak Demand... This paper explores the importance of customer-industry engagement (CIE) to peak energy demand by means of a newly developed Bayesian Network (BN) complex systems model entitled the Residential Electricity Peak Demand Model (REPDM). The REPDM is based on a multi-disciplinary perspective designed to solve the complex problem of residential peak energy demand. The model provides a way to conceptualise and understand the factors that shift and reduce consumer demand in peak times. To gain insight into the importance of customer-industry engagement in affecting residential peak demand, this research investigates intervention impacts and major influences through testing five scenarios using different levels of customer-industry engagement activities. Scenario testing of the model outlines the dependencies between the customer-industry engagement interventions and the probabilities that are estimated to govern the dependencies that influence peak demand. The output from the model shows that there can be a strong interaction between the level of CIE activities and interventions. The influence of CIE activity can increase public and householder support for peak reduction and the model shows how the economic, technical and social interventions can achieve greater peak demand reductions when well-designed with appropriate levels of CIE activities. 展开更多
关键词 Peak Electricity Demand Residential Electricity Complex Systems modelling customer-Industry-Engagement
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Prediction Models for Total Customer Satisfaction Based on the ISO/IEC9126 System Quality Model
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作者 Kazuhiro Esaki 《American Journal of Operations Research》 2013年第4期393-401,共9页
The profitability of the system product is decided on the sales of the product. Furthermore, a customer satisfaction for products quality and a price have a big influence on the sales of the product. It spends limited... The profitability of the system product is decided on the sales of the product. Furthermore, a customer satisfaction for products quality and a price have a big influence on the sales of the product. It spends limited financial resources effectively to raise the profitability of the system product, and it is necessary to realize the high quality product correspond to the customer needs as much as possible. There may be close relationship between cost of a product and an expense to implement the individual inherent attribute of system product. For the purpose of improvement of the customer satisfaction for quality of system product, the method of quantitative quality requirement and evaluation based on the ISO/IEC9126 quality model that includes six quality characteristics is widely recognized. However, independency among each quality characteristic has not been sure and the suitability of method for quality requirement of system product by using these six quality characteristics could not certified statistically. In the precedent study, introduced the requirements definition method for the quality of system product based on the system quality model defined in ISO/IEC9126 and proposed the effectiveness of it statistically. This study have measured the customer satisfaction for the system quality from the viewpoint of six quality characteristics quantitatively and confirmed the effectiveness of the technique to evaluate. In this study, we have confirmed the relationship between inherent attributes of the product and quantitative result of a measured value of total customer satisfaction from the view point of six quality characteristics statistically. This study performed the trial to clarify the relations with the inherent attributes that quantitative result of a measurement of the customer satisfaction based on six quality characteristics by the quality model of ISO/IEC9126. In addition, this study performed the development of the prediction model to estimate the total customer satisfaction for the system product from the view point of inherent attribute of the product. In this paper, we propose the effectiveness of application of the estimated prediction model and possibility of improvement of the total customer satisfaction of a system product. 展开更多
关键词 SYSTEM Software QUALITY Requirement QUALITY Evaluation QUALITY model QUALITY Characteristic Inherent ATTRIBUTE QUALITY Measure Prediction model TOTAL customer SATISFACTION
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Application Research of Multi-Dimensional Customer Behavior Analysis Model in Precision Marketing
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作者 Shuotong Dong 《Open Journal of Applied Sciences》 2024年第12期3589-3600,共12页
The advent of the digital era has provided unprecedented opportunities for businesses to collect and analyze customer behavior data. Precision marketing, as a key means to improve marketing efficiency, highly depends ... The advent of the digital era has provided unprecedented opportunities for businesses to collect and analyze customer behavior data. Precision marketing, as a key means to improve marketing efficiency, highly depends on a deep understanding of customer behavior. This study proposes a theoretical framework for multi-dimensional customer behavior analysis, aiming to comprehensively capture customer behavioral characteristics in the digital environment. This framework integrates concepts of multi-source data including transaction history, browsing trajectories, social media interactions, and location information, constructing a theoretically more comprehensive customer profile. The research discusses the potential applications of this theoretical framework in precision marketing scenarios such as personalized recommendations, cross-selling, and customer churn prevention. Through analysis, the study points out that multi-dimensional analysis may significantly improve the targeting and theoretical conversion rates of marketing activities. However, the research also explores theoretical challenges that may be faced in the application process, such as data privacy and information overload, and proposes corresponding conceptual coping strategies. This study provides a new theoretical perspective on how businesses can optimize marketing decisions using big data thinking while respecting customer privacy, laying a foundation for future empirical research. 展开更多
关键词 customer Behavior Analysis Precision Marketing Multi-Dimensional model Data Theory Personalized Recommendation
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大语言模型驱动的医疗服务数字化转型:“邵医通”智能语音客服的构建逻辑与实践启示
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作者 丁勇 蔡秀军 +2 位作者 庞晓燕 朱慧兰 赵钫婷 《中国卫生质量管理》 2026年第1期55-58,共4页
目的 探索智能语音客服在改善患者就医体验中的应用路径。方法 基于大语言模型,融合语音识别、语音合成、检索增强生成等人工智能技术,集成了情感计算算法,研发出“邵医通”智能语音客服系统,支持智能导诊、号码查询、就医咨询、体检预... 目的 探索智能语音客服在改善患者就医体验中的应用路径。方法 基于大语言模型,融合语音识别、语音合成、检索增强生成等人工智能技术,集成了情感计算算法,研发出“邵医通”智能语音客服系统,支持智能导诊、号码查询、就医咨询、体检预约、检查改约、投诉管理、健康科普及非医疗问题响应等八项核心功能。结果 系统上线后,高峰期接通率达100%,最高单月服务超2万次;患者沟通时使用自然语言交互的占比达81%,首次会话解决率达85%;系统在非工作时段及节假日的服务量占比达31%。结论 智能语音客服系统的应用提升了服务效能,改善了患者就医体验,其人机协同、以小见大的设计思路也为医院数字化转型提供了参考。 展开更多
关键词 大语言模型 语音客服 数字化转型 患者体验 智慧医院
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零售市场下智慧用电服务用户优选
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作者 杨威 覃捷 +3 位作者 谢宇霆 池玉泉 张勇军 成润婷 《电力科学与技术学报》 北大核心 2026年第1期243-252,共10页
为了在零售市场背景下高效率地选择出智慧用电服务的用户,提出一种智慧用电服务用户优选方法。首先,根据用户负荷数据的物理特征和交易数据的行为特征,从既成价值和潜在价值两个方面提出智慧用电服务价值指标体系;其次,基于G1法和改进... 为了在零售市场背景下高效率地选择出智慧用电服务的用户,提出一种智慧用电服务用户优选方法。首先,根据用户负荷数据的物理特征和交易数据的行为特征,从既成价值和潜在价值两个方面提出智慧用电服务价值指标体系;其次,基于G1法和改进熵权法求解评估指标的综合权重,提出智慧用电服务用户优选方法,为提高运营方服务效率提供新的思路;最后,对某地区的零售用户交易与用能数据进行仿真分析,验证了所提方法的有效性。 展开更多
关键词 电力零售市场 智慧用电服务价值评估 客户关系管理模型 用户优选
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模型分野:生成式人工智能数据训练版权规制的类型化进路
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作者 李安阳 《四川师范大学学报(社会科学版)》 北大核心 2026年第2期52-62,200,201,共13页
当下关于生成式人工智能(GenAI)数据训练版权规制的研究,普遍建立在技术阶段区分的基础之上,缺乏基于模型类型的探讨。随着自定义模型在内容生成中的重要性日益提升,其与基础模型在数据来源与规模、训练目标与生成影响、配置方式与传播... 当下关于生成式人工智能(GenAI)数据训练版权规制的研究,普遍建立在技术阶段区分的基础之上,缺乏基于模型类型的探讨。随着自定义模型在内容生成中的重要性日益提升,其与基础模型在数据来源与规模、训练目标与生成影响、配置方式与传播范式等方面均存在较大差异,亟须采取有针对性的规制方案来平衡版权保护与技术创新之间的结构张力。GenAI数据训练版权规制类型化进路,可在模型类型区分的基础上,对人工智能数据训练行为采取差异化的规制路径,进一步细化人工智能版权规制的颗粒度,平衡版权保护与技术进步需求之间的张力。基础模型以宽松规制为主,明确其训练行为为合理使用,通过设定主体义务、设立“人工智能发展税”以降低对版权人权益的损害;自定义模型则以严格规制为主,不作合理使用的例外规定,仅在特定情形使用法定许可,通过系统设置相关主体的义务,降低对版权人利益直接侵害的可能性。 展开更多
关键词 生成式人工智能 数据训练 版权规制 基础模型 自定义模型
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Analysis of Influence of Price to Customer Satisfaction Based on the Prediction Models
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作者 Kazuhiro Esaki 《Intelligent Information Management》 2013年第3期93-102,共10页
For the purpose of improvement of the sales, confirming the influence of price to the sales and customer satisfaction of the product is important. The most suitable price should be determined from the view point of cu... For the purpose of improvement of the sales, confirming the influence of price to the sales and customer satisfaction of the product is important. The most suitable price should be determined from the view point of customers, and it is extremely important to implement a high quality product corresponding to the real need of customers. It may have close relationship between cost and an expense to implement the individual inherent attribute of system product. Also, it may have close relationship between production cost and price of product. For the purpose of improvement of the customer satisfaction for quality of system product, the method of quantitative quality requirement and evaluation based on the ISO/IEC9126 quality model that includes six quality characteristics is widely recognized. In the precedent study, I have introduced the requirements definition method for the quality of system product based on the system quality model defined in ISO/IEC9126 and proposed the effectiveness of it statistically. In the previous study, I have also confirmed the relationship between inherent attributes of the product and quantitative result of the measured value of total customer satisfaction from the view point of six quality characteristics statistically. I performed the development of the prediction model to estimate the total customer satisfaction for the system product from the view point of inherent attribute of the product. And, I have proposed the effectiveness of application of the estimated prediction model and possibility of improvement of the total customer satisfaction of a system product. Based on the result of previous study, in this paper, I propose the result of investigation of influence of price to customer satisfaction, and the possibility of application of estimated prediction model for improvement of the total customer satisfaction of system product based on the price of product. Also, based on the result of investigation of relationship among price and inherent attributes of product, I propose the possibility of application of estimated prediction model and improvement of the price of system product from the view point of inherent attributes of product. 展开更多
关键词 Total customer SATISFACTION PRICE Cost System Software QUALITY REQUIREMENT QUALITY Evaluation QUALITY model QUALITY Characteristic Inherent ATTRIBUTE Assigned Property Prediction model
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“产教融合”背景下“双核定制”人才培养模式探究——以职业院校新闻传播类专业为例
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作者 周怡敏 《教育教学论坛》 2026年第1期184-188,共5页
基于产教融合背景下我国职业院校新闻传播类专业人才培养的现状,聚焦新媒体产业转型升级对人才的新要求,创新性地提出以“产业需求+人才发展”为双核心的“双需对接·定制育人”定制化人才培养模式,通过企业需求订单化、培养方案定... 基于产教融合背景下我国职业院校新闻传播类专业人才培养的现状,聚焦新媒体产业转型升级对人才的新要求,创新性地提出以“产业需求+人才发展”为双核心的“双需对接·定制育人”定制化人才培养模式,通过企业需求订单化、培养方案定制化、教学过程项目化、实践环境场景化、培养效果价值化的“五化育人·核心贯穿”实施路径,实现专业核心技能与职业核心素养的协同发展。该模式能够有效解决校企合作的痛点,使毕业生职业胜任力和持续发展力提升,企业人才储备周期缩短,育人成本降低。为职业院校新闻传播专业创新人才培养模式提供可操作范式,具有实践推广价值与理论创新意义。 展开更多
关键词 产教融合 职业院校 新闻传播类专业 双核定制 人才培养模式
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具有灾难及负顾客的不可靠重试排队模型的均衡策略
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作者 朱志峰 张峰 秦如意 《中北大学学报(自然科学版)》 2026年第1期104-109,共6页
针对多故障情况,本文提出了一种具有灾难及负顾客的不可靠常数重试排队模型的均衡策略,其中服务台会经历两种不同类型的故障:当灾难到达工作状态下的服务台时,清除系统中的所有顾客,服务台发生故障;当负顾客到达时,正在接受服务的顾客... 针对多故障情况,本文提出了一种具有灾难及负顾客的不可靠常数重试排队模型的均衡策略,其中服务台会经历两种不同类型的故障:当灾难到达工作状态下的服务台时,清除系统中的所有顾客,服务台发生故障;当负顾客到达时,正在接受服务的顾客立即退出,同时服务台故障。首先,在可见和不可见两种信息水平下,求出模型的稳态概率、顾客的平均逗留时间等重要性能指标。然后,通过“收入-支出”结构建立决策模型分析可观测情况和不可观测情况下顾客的个体均衡策略以及社会最优福利策略。最后,通过数值模拟探究了队列长度和顾客获得的赔偿Rf等系统参数变化对顾客的逗留时间和均衡策略的影响。数值模拟结果显示,随着重试区顾客数的增加,顾客的逗留时间和因故障离开系统的顾客数显著增加。在完全可视的条件下,随着赔偿Rf的增加,个体均衡和社会最优阈值都会增加,相对而言个体均衡策略阈值更大;在几乎不可视情形下,顾客的最优进队概率和社会最优下的进队概率也都会随着赔偿Rf的增加而增加。 展开更多
关键词 排列模型 负顾客 均衡策略 净利润 常数重试
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顾客分级理论演进与多模型比较研究
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作者 高斌斌 冯鑫 《价值工程》 2026年第8期61-63,共3页
文章系统梳理了顾客分级的发展脉络。首先追溯了关系营销理论的起源与演进,揭示了顾客关系管理(CRM)理论框架的形成过程。在此基础上,重点比较分析了三种主流顾客分级方法:顾客金字塔管理模型、顾客终身价值(CLV)模型和RFM模型的理论基... 文章系统梳理了顾客分级的发展脉络。首先追溯了关系营销理论的起源与演进,揭示了顾客关系管理(CRM)理论框架的形成过程。在此基础上,重点比较分析了三种主流顾客分级方法:顾客金字塔管理模型、顾客终身价值(CLV)模型和RFM模型的理论基础与实践价值。研究发现,顾客金字塔模型通过“80/20法则”实现了顾客价值的四层分级;CLV模型虽具有理论深度但缺乏标准化变量框架;而RFM模型则凭借其多维量化指标体系展现出更强的行业适用性。 展开更多
关键词 顾客分级 关系营销 顾客金字塔模型 CLV模型 RFM模型
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男衬衫数字化定制设计技术研究
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作者 王辰洁 《西部皮革》 2026年第2期56-58,共3页
为提升男衬衫定制设计过程的规范性与稳定性,文章围绕款式、样板与面料等关键设计要素,系统梳理并整合了男衬衫数字化定制技术。研究从数据采集与需求分析入手,通过问卷调查与文献调研获取用户偏好与设计信息,进而构建基于智能推理模型... 为提升男衬衫定制设计过程的规范性与稳定性,文章围绕款式、样板与面料等关键设计要素,系统梳理并整合了男衬衫数字化定制技术。研究从数据采集与需求分析入手,通过问卷调查与文献调研获取用户偏好与设计信息,进而构建基于智能推理模型的需求解析方法;并在此基础上,引入质量功能展开(QFD)模型对设计要素权重进行量化分析,形成面向工程应用的数字化设计技术思路框架,通过实例说明其在需求识别与参数决策中的支持作用,并为相关设计实践提供技术参考。 展开更多
关键词 男衬衫 数字化定制 智能推理模型 数据采集 三维虚拟试穿 定制设计技术
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基于多模态和大模型的轨道交通AI智能客服机器人设计
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作者 蔺天震 王翠 +1 位作者 徐秋平 崔学广 《智慧轨道交通》 2026年第1期76-80,共5页
目前,国内部分城市轨道交通运营单位已将知识图谱和语音识别等技术应用于信息查询与票务处理等业务环节,但仍存在着识别手段单一、回答不准确、交互缺乏情感化表达、业务覆盖不全面等问题。为此,文章设计了一种基于语音、视频、环境感... 目前,国内部分城市轨道交通运营单位已将知识图谱和语音识别等技术应用于信息查询与票务处理等业务环节,但仍存在着识别手段单一、回答不准确、交互缺乏情感化表达、业务覆盖不全面等问题。为此,文章设计了一种基于语音、视频、环境感知与智能运动等多模态感知技术,并结合大语言模型的AI智能客服机器人。该机器人能够实现票务处理、信息咨询、生物注册、语音对话、远程招援、广告运营、智慧边门、智慧巡检和安全监测等功能,还能够优化现有乘客服务体系,构建由AI智能客服机器人、远程客服与现场客服组成的三级客服服务体系。AI智能客服机器人支持语音和视频融合的票务操作,可实现基于乘客画像的多轮语音对话查询,并在运营期内和运营结束后对站厅进行智能巡检和环境监测。AI智能客服机器人的应用有助于显著提升轨道交通客服智能化水平,并有效降低运营成本。 展开更多
关键词 城市轨道交通 多模态 大模型 智能客服 客服机器人
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数智化视角下广州市公共文化服务的转型路径探究
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作者 王样 《智能城市》 2026年第1期123-128,共6页
以融合数字化和智能化为目标的数智化转型正成为我国公共文化服务高质量发展的新方向。文章采用IPA-KANO模型与潜在顾客满意度改进指数(PCSI指数)相结合的量化研究方法,以广州建设文化强市为背景,从感知力、连通性、执行力、动态性、参... 以融合数字化和智能化为目标的数智化转型正成为我国公共文化服务高质量发展的新方向。文章采用IPA-KANO模型与潜在顾客满意度改进指数(PCSI指数)相结合的量化研究方法,以广州建设文化强市为背景,从感知力、连通性、执行力、动态性、参与性、精准化、伦理性和包容性等八个数智化主题出发,考察广州公众对公共文化服务数智化转型的需求意向与满意度水平。研究表明,广州公共文化服务可以遵循数智向善、数智共创、数智增效和数智反哺四条路径完成数智化转型。 展开更多
关键词 数智化 公共文化服务 转型路径 IPA-KANO模型 潜在顾客满意度改进指数
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交叉注意力激励的纺织数码印花图案色彩语义一致性生成
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作者 张惠 周璇 +2 位作者 王骏巍 邓咏梅 张凯兵 《纺织学报》 北大核心 2026年第1期176-185,共10页
针对文本到纺织数码印花图案生成任务中存在的图案色彩属性绑定错误问题,提出一种交叉注意力调控的数码印花图案生成方法。首先构建包含3090个文本-印花图案样本对的数据集,用于模型微调和测试;随后以文本-图像生成稳定扩散模型为骨干网... 针对文本到纺织数码印花图案生成任务中存在的图案色彩属性绑定错误问题,提出一种交叉注意力调控的数码印花图案生成方法。首先构建包含3090个文本-印花图案样本对的数据集,用于模型微调和测试;随后以文本-图像生成稳定扩散模型为骨干网络,训练文本到数码印花图案生成模型。在模型推理过程中,构建交叉注意力色彩激励模块。该模块通过交叉注意力色彩损失,激励文本中色彩关键词对应的交叉注意力权值最大化,促使模型更加关注图案色彩的生成。结果表明:所提方法不仅在图案色彩语义一致性方面优于其它先进模型,在图案质量与视觉效果方面也表现出显著优势;文本循环一致性(T2T-Sim)指标和色彩文本准确度(C2T-Acc)指标分别较次优方法提升2.96%和8.94%。该方法有效提升了纺织数码印花图案设计与产品开发的效率和精度,增强了印花图案个性化定制能力,为新一代绿色纺织制造和技术创新提供了理论依据与技术支撑。 展开更多
关键词 数码印花图案 跨模态生成 色彩语义一致性 扩散模型 印花图案个性化定制 人工智能生成内容技术
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基于改进水循环算法与最大后验边缘概率模型的电力客户用电行为分析
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作者 张坤 瞿言璟 +2 位作者 杨菁 蔡祯祺 贝逸群 《微型电脑应用》 2026年第1期125-129,共5页
面对海量的电力客户行为数据,现有方法最终分析结果欠佳。为此,提出基于改进水循环算法与最大后验边缘(IWCA-MPM)概率模型的电力客户行为分析方法。采用分叉树模型划分电力客户的行为数据,使用改进水循环算法(IWCA)总结客户的用电兴趣... 面对海量的电力客户行为数据,现有方法最终分析结果欠佳。为此,提出基于改进水循环算法与最大后验边缘(IWCA-MPM)概率模型的电力客户行为分析方法。采用分叉树模型划分电力客户的行为数据,使用改进水循环算法(IWCA)总结客户的用电兴趣、期望、弱电等行为属性,通过最大后验边缘(MPM)概率模型将电力客户行为数据划分成线性部分以及非线性部分,分别建立客户行为分类目标函数以及约束条件,求解行为模式识别结果,针对性的采取应对措施,实现电力客户行为数据分析。实验结果表明,所提出的方法的数据挖掘完整性高、客户用电行为分类能力强以及电力服务质量水平指数高。 展开更多
关键词 IWCA-MPM模型 电力客户用电行为分析 数据采集 数据分类
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大模型长时记忆机制在客户服务中的创新应用与挑战
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作者 查德飞 史鸿晖 +1 位作者 李夏 余梦珂 《数字通信世界》 2026年第1期151-153,共3页
在当今数字化时代,大模型在客户服务中的应用愈发广泛。本文深入分析了大模型在客户服务中的长时记忆机制。首先介绍了研究背景,指出大模型的长时记忆机制是其在客户服务中发挥重要作用的关键因素,目前该领域研究仍处于起步阶段且存在... 在当今数字化时代,大模型在客户服务中的应用愈发广泛。本文深入分析了大模型在客户服务中的长时记忆机制。首先介绍了研究背景,指出大模型的长时记忆机制是其在客户服务中发挥重要作用的关键因素,目前该领域研究仍处于起步阶段且存在问题与挑战。接着阐述了大模型长时记忆机制的理论基础,包括大模型的特点与发展以及长时记忆机制的原理,如存储在模型参数中和外部存储的作用。随后通过智能客服系统应用案例,展示了大模型长时记忆机制在全量历史对话获取、提供连贯服务、专注近期问题和快速准确答复等方面的作用。分析了大模型长时记忆机制的优势与挑战,优势包括个性化推荐和提高服务质量,挑战主要是计算复杂度高和数据安全与隐私问题,并提出了相应的应对策略。最后总结了研究结论,即大模型长时记忆机制在客户服务中具有重要应用价值和广阔发展前景,同时对未来研究方向进行了展望,包括记忆管理的优化、多模态信息融合、跨领域知识迁移以及强化学习与长时记忆结合等方面。 展开更多
关键词 大模型 长时记忆机制 客户服务 优势挑战 未来研究
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