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Enhancing flexibility and system performance in 6G and beyond: A user-based numerology and waveform approach
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作者 Mohamed S.Sayed Hatem M.Zakaria Abdelhady M.Abdelhady 《Digital Communications and Networks》 2025年第4期974-990,共17页
A Mixed Numerology OFDM(MN-OFDM)system is essential in 6G and beyond.However,it encounters challenges due to Inter-Numerology Interference(INI).The upcoming 6G technology aims to support innovative applications with h... A Mixed Numerology OFDM(MN-OFDM)system is essential in 6G and beyond.However,it encounters challenges due to Inter-Numerology Interference(INI).The upcoming 6G technology aims to support innovative applications with high data rates,low latency,and reliability.Therefore,effective handling of INI is crucial to meet the diverse requirements of these applications.To address INI in MN-OFDM systems,this paper proposes a User-Based Numerology and Waveform(UBNW)approach that uses various OFDM-based waveforms and their parameters to mitigate INI.By assigning a specific waveform and numerology to each user,UBNW mitigates INI,optimizes service characteristics,and addresses user demands efficiently.The required Guard Bands(GB),expressed as a ratio of user bandwidth,vary significantly across different waveforms at an SIR of 25 dB.For instance,OFDM-FOFDM needs only 2.5%,while OFDM-UFMC,OFDM-WOLA,and conventional OFDM require 7.5%,24%,and 40%,respectively.The time-frequency efficiency also varies between the waveforms.FOFDM achieves 85.6%,UFMC achieves 81.6%,WOLA achieves 70.7%,and conventional OFDM achieves 66.8%.The simulation results demonstrate that the UBNW approach not only effectively mitigates INI but also enhances system flexibility and time-frequency efficiency while simultaneously reducing the required GB. 展开更多
关键词 6G Artificial intelligence and machine learning Inter-numerology interference Mixed numerology OFDM Multiple waveforms user-based numerology and waveform
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A user-based approach for assessing spatial equity of attractiveness and accessibility to alternative urban parks
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作者 Tahere Ghaemi Rad Abbas Alimohammadi 《Geo-Spatial Information Science》 CSCD 2024年第2期487-504,共18页
Spatial equity in access to urban services is a significant element of sustainable urban planning.To date,a service-based index is used to measure service attractiveness,considering attractiveness as a static concept.... Spatial equity in access to urban services is a significant element of sustainable urban planning.To date,a service-based index is used to measure service attractiveness,considering attractiveness as a static concept.While from the user side view,service attractiveness is a dynamic concept related to the variation of different opportunities of users to use the services and capacities.In this paper,a user-based method for measuring service attractiveness is proposed.In this approach,the attractiveness of service for a user is modeled as a function of the user's Travel Times(TT),Free Times(FTs),park size and relative positions of the user,local demanding population,and service.Then,the inequity of attractiveness of services for different users has been examined using three inequity indices including the Duration of Use(DU),Frequency of Visit(FV),and the Chance of Space Choice(CSC).The proposed method is applied to urban regional parks of Tehran municipality.Traffc Analysis Zones(TAZs)and regional parks are respectively regarded as the users and services.In addition to considering inequity of access to the first closest park,the additional cost of accessing to the other two closest parks is also considered.Results show that the proposed method leads to the exploration of the existing inequities of DU,FV,and CSC among residents in local scales,whereas in the service-based method,all users of a service are highlighted with a single value of attractiveness.Comparison of the user-based and service-based attractiveness indices show significant differences.As an example,user-based attractiveness values of about 14%and 20%of TAZs are respectively 5 and 3 square meters more than that of the service-based attractiveness index.However,the service-based method is suitable for regional-scale comparison of the inequities.Therefore,the proposed index can complement the service-based index for inequity mapping and management in varying scales. 展开更多
关键词 Spatial equity and inequity service-based attractiveness index user-based attractiveness index Duration of Use Frequency of visits Chance of Space Choice TEHRAN Urban regional parks
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用户间多相似度协同过滤推荐算法 被引量:69
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作者 范波 程久军 《计算机科学》 CSCD 北大核心 2012年第1期23-26,共4页
传统的User-based协同过滤推荐算法仅采用了单一的评分相似度来度量用户之间对任何项目喜好的相似程度。然而根据日常经验,人们对不同类型事物的喜好程度往往是不同的,单一的评分相似度显然无法准确描述这种不同。针对上述问题,提出了... 传统的User-based协同过滤推荐算法仅采用了单一的评分相似度来度量用户之间对任何项目喜好的相似程度。然而根据日常经验,人们对不同类型事物的喜好程度往往是不同的,单一的评分相似度显然无法准确描述这种不同。针对上述问题,提出了一种基于用户间多相似度的协同过滤推荐算法,即基于用户间对不同项目类型的多个评分相似度来计算用户对未评分项目的预测评分。实验结果表明,该算法可以有效地提高预测评分的准确性及推荐质量。 展开更多
关键词 多相似度 协同过滤推荐算法 user-based MAE
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协同过滤技术在电影推荐中的应用
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作者 陈俊然 《电脑编程技巧与维护》 2019年第1期93-94,97,共3页
给电影爱好者推荐那些令他们感兴趣的电影,一直是电影推荐系统中的热点问题。通过离线实验分析电影评分网站的用户行为数据,采用User-based CF、Item-based CF两种协同过滤算法实现电影推荐。在实现推荐的同时,利用召回率、准确率、覆盖... 给电影爱好者推荐那些令他们感兴趣的电影,一直是电影推荐系统中的热点问题。通过离线实验分析电影评分网站的用户行为数据,采用User-based CF、Item-based CF两种协同过滤算法实现电影推荐。在实现推荐的同时,利用召回率、准确率、覆盖率3种指标对两种推荐算法的效果进行了评测。 展开更多
关键词 协同过滤 user-based CF算法 Item-based CF算法 用户行为数据 推荐系统
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