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Labeling algorithm and its fairness analysis for autonomous system
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作者 Han Guodong Wang Hui Wu Jiangxing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第4期806-810,共5页
A kind of packet labeling algorithm for autonomous system is introduced. The fairness of the algorithm for each traffic stream in the integrated-services is analyzed. It is shown that the rate of each stream in the in... A kind of packet labeling algorithm for autonomous system is introduced. The fairness of the algorithm for each traffic stream in the integrated-services is analyzed. It is shown that the rate of each stream in the integrated-services would converge to a stable value if the transmittfing or forwarding rates converge to that of the receiving exponentially. 展开更多
关键词 autonomous system labeling algorithm traffic stream fairness analysis.
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THE INNER-SYSTEM LABELING ALGORITHM AND ITS FAIRNESS ANALYSIS
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作者 Han Guodong Li Yinhai Wu Jiangxing 《Journal of Electronics(China)》 2005年第6期612-618,共7页
On the basis of inner-system labeling signaling used in the integrated access system,a kind of inner-system labeling algorithm is introduced in this paper, and the fairness of the algorithm for each traffic stream in ... On the basis of inner-system labeling signaling used in the integrated access system,a kind of inner-system labeling algorithm is introduced in this paper, and the fairness of the algorithm for each traffic stream in the integrated-services is analyzed. The base of this algorithm is Class of Services (CoS), and each packet entering the relative independent area (an autonomous system) would be labeled according to the service type or Quality of Service (QoS) in demand,and be scheduled and managed within the system (the system can be enlarged if conforming to the same protocol). The experimental results show that each of the stream rate in the integratedservices would converge to a stable value if the rates of transmitting converge to that of the receiving exponentially, that is, the effective traffic of each stream would be fair. 展开更多
关键词 Integrated Access System (IAS) Inner-system labeling Labeling algorithm fairness
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EFRED: Enhancement of Fair Random Early Detection Algorithm
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作者 Muntadher Abdulkareem Kassem Akil +1 位作者 Ali Kalakech Seifedine Kadry 《International Journal of Communications, Network and System Sciences》 2015年第7期282-294,共13页
Quality of Service (QoS) generally refers to measurable like latency and throughput, things that directly affect the user experience. Queuing (the most popular QoS tool) involves choosing the packets to be sent based ... Quality of Service (QoS) generally refers to measurable like latency and throughput, things that directly affect the user experience. Queuing (the most popular QoS tool) involves choosing the packets to be sent based on something other than arrival time. The Active queue management is important subject to manage this queue to increase the effectiveness of Transmission Control Protocol networks. Active queue management (AQM) is an effective means to enhance congestion control, and to achieve trade-off between link utilization and delay. The de facto standard, Random Early Detection (RED), and many of its variants employ queue length as a congestion indicator to trigger packet dropping. One of these enhancements of RED is FRED or Fair Random Early Detection attempts to deal with a fundamental aspect of RED in that it imposes the same loss rate on all flows, regardless of their bandwidths. FRED also uses per-flow active accounting, and tracks the state of active flows. FRED protects fragile flows by deterministically accepting flows from low bandwidth connections and fixes several shortcomings of RED by computing queue length during both arrival and departure of the packet. Unlike FRED, we propose a new scheme that used hazard rate estimated packet dropping function in FRED. We call this new scheme Enhancement Fair Random Early Detection. The key idea is that, with EFRED Scheme change packet dropping function, to get packet dropping less than RED and other AQM algorithms like ARED, REM, RED, etc. Simulations demonstrate that EFRED achieves a more stable throughput and performs better than current active queue management algorithms due to decrease the packets loss percentage and lowest in queuing delay, end to end delay and delay variation (JITTER). 展开更多
关键词 QoS Quality of Service Active QUEUE Management EFRED algorithm fair RANDOM EARLY Detection CONGESTION Control
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An NOMA-VLC power allocation scheme for multi-user based on sparrow search algorithm
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作者 WANG Xing WANG Haitao +3 位作者 DONG Zhenliang XIONG Yingfei SHI Huili WANG Ping 《Optoelectronics Letters》 2025年第5期278-283,共6页
A non-orthogonal multiple access(NOMA) power allocation scheme on the basis of the sparrow search algorithm(SSA) is proposed in this work. Specifically, the logarithmic utility function is utilized to address the pote... A non-orthogonal multiple access(NOMA) power allocation scheme on the basis of the sparrow search algorithm(SSA) is proposed in this work. Specifically, the logarithmic utility function is utilized to address the potential fairness issue that may arise from the maximum sum-rate based objective function and the optical power constraints are set considering the non-negativity of the transmit signal, the requirement of the human eyes safety and all users' quality of service(Qo S). Then, the SSA is utilized to solve this optimization problem. Moreover, to demonstrate the superiority of the proposed strategy, it is compared with the fixed power allocation(FPA) and the gain ratio power allocation(GRPA) schemes. Results show that regardless of the number of users considered, the sum-rate achieved by SSA consistently outperforms that of FPA and GRPA schemes. Specifically, compared to FPA and GRPA schemes, the sum-rate obtained by SSA is increased by 40.45% and 53.44% when the number of users is 7, respectively. The proposed SSA also has better performance in terms of user fairness. This work will benefit the design and development of the NOMA-visible light communication(VLC) systems. 展开更多
关键词 NOMA logarithmic utility function VLC Sparrow Search algorithm sparrow search algorithm ssa fairness issue power allocation Sum Rate
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Research on the Framework of Bias Detection and Elimination in Artificial Intelligence Algorithms
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作者 Haoxuan Lyu 《Sino-US English Teaching》 2025年第5期183-187,共5页
The excessive use of artificial intelligence(AI)algorithms has caused the problem of errors in AI algorithms,which has challenged the fairness of decision-making,and has intensified people’s inequality.Therefore,it i... The excessive use of artificial intelligence(AI)algorithms has caused the problem of errors in AI algorithms,which has challenged the fairness of decision-making,and has intensified people’s inequality.Therefore,it is necessary to conduct in-depth research and propose corresponding error detection and error elimination methods.This paper first proposes the root causes and threats of bias in AI algorithms,then summarizes the existing bias detection and error elimination methods,and proposes a bias processing framework in three-level dimensions of data,models,and conclusions,aiming to provide a framework for a comprehensive solution to errors in algorithms.At the same time,it also summarizes the problems and challenges in existing research and makes a prospect for future research trends.It is hoped that it will be helpful for us to build fairer AI. 展开更多
关键词 artificial intelligence(AI) algorithm bias bias detection bias elimination fairness framework research
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基于5QI与RFSP联合的5G QoS差异化调度策略研究
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作者 雷鹤 黄予 +1 位作者 刘维倩 田四梅 《通信与信息技术》 2026年第1期13-17,共5页
随着5G技术的广泛应用,用户通信需求和应用场景的日益复杂,对差异化的服务质量(QoS,Quality of Service)有了愈发严苛的要求。本研究提出了一种基于5G QoS标识(5G QoS Identifier,5QI)与无线频率选择优先级(RAT Frequency Selection Pri... 随着5G技术的广泛应用,用户通信需求和应用场景的日益复杂,对差异化的服务质量(QoS,Quality of Service)有了愈发严苛的要求。本研究提出了一种基于5G QoS标识(5G QoS Identifier,5QI)与无线频率选择优先级(RAT Frequency Selection Priority,RFSP)联合的动态调度策略,通过改进的加权比例公平(Weighted Proportional Fair,WPF)调度算法融合接入管理-策略控制功能(Access Management-Policy Control Function,AM-PCF)动态策略机制,实现用户级与业务级的资源灵活分配。设计分层分级网络保障模型,为不同用户分配差异化的5QI和RFSP调度权重。测试结果表明,保障用户平均速率、视频播放质量等关键性能均优于普通用户,验证了差异化调度策略在复杂场景下的有效性。 展开更多
关键词 5G服务质量 差异化调度 无线频率选择优先级 加权比例公平算法
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浅缓冲区网络中BBR与CUBIC的传输公平性研究
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作者 杨华 周谦杰 吴杰宏 《计算机应用与软件》 北大核心 2026年第2期147-153,共7页
当前常用的CUBIC拥塞控制算法已无法满足多数高质量网络应用的需求,具有高吞吐量和低时延的BBR(Bottleneck Bandwidth and Round-trip propagation time)拥塞控制算法被提出并广泛应用,二者将在网络中长期共存。当BBR与CUBIC共享同一条... 当前常用的CUBIC拥塞控制算法已无法满足多数高质量网络应用的需求,具有高吞吐量和低时延的BBR(Bottleneck Bandwidth and Round-trip propagation time)拥塞控制算法被提出并广泛应用,二者将在网络中长期共存。当BBR与CUBIC共享同一条浅缓冲区瓶颈链路时,BBR流会抢占大量带宽,严重影响CUBIC流的正常传输。通过研究BBR算法侵略性的产生原因,提出BBR-Compatible(BBR-C)算法,该算法通过主动发现队列堆积,及时更新往返传输时延,并在检测到丢包重传时调整发送行为,以提升瓶颈链路的传输公平性。实验结果表明:与BBR相比,BBR-C与CUBIC在浅缓冲区网络中共存时,BBR-C在保证传输质量的同时侵略性降低,链路传输的公平性显著提升,Jain公平指数均值提升了1.5至1.58倍。 展开更多
关键词 拥塞控制算法 BBR CUBIC 公平性
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可信教育人工智能模型构建与应用研究
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作者 卢宇 雷奕欣 陈鹏鹤 《中国电化教育》 北大核心 2026年第1期38-45,共8页
随着人工智能技术与教育的深度融合进程加快,教育人工智能模型在应用过程中面临的信任与风险挑战日益凸显。针对这一关键问题,该研究创新性提出了“基础层-解释层-服务层”三层架构的可信教育人工智能模型框架。基础层重点解决教育数据... 随着人工智能技术与教育的深度融合进程加快,教育人工智能模型在应用过程中面临的信任与风险挑战日益凸显。针对这一关键问题,该研究创新性提出了“基础层-解释层-服务层”三层架构的可信教育人工智能模型框架。基础层重点解决教育数据的安全共享机制与算法公平性保障问题;解释层着力提升模型兼具教育学意义与技术实现的双重可解释性;服务层则致力于增强模型面向教育用户的透明度与可问责性。为验证该框架的实践价值,该研究选取教育领域的学习者模型作为典型案例,系统阐述了可信学习者模型的构建方法论与实现路径。最后,该研究进一步展望了可信教育人工智能领域未来需要重点突破的关键方向与发展路径。 展开更多
关键词 可信人工智能 教育人工智能 可解释人工智能 联邦学习 算法公平
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中国算法公平的研究热点与拓展空间——基于CiteSpace知识图谱的分析
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作者 周晨阳 曹翰阳 《科技和产业》 2026年第1期284-295,共12页
算法公平对社会发展起到关键的推动作用。以CNKI(中国知网)1997—2025年的文献为数据来源,利用可视化工具CiteSpace发现:中国算法公平研究自1997年以来呈现显著波动,后续研究将持续增长;研究热点涵盖算法偏见、算法歧视等“去歧视化”... 算法公平对社会发展起到关键的推动作用。以CNKI(中国知网)1997—2025年的文献为数据来源,利用可视化工具CiteSpace发现:中国算法公平研究自1997年以来呈现显著波动,后续研究将持续增长;研究热点涵盖算法偏见、算法歧视等“去歧视化”维度。纵观研究脉络,相关研究经历了探索阶段、调整阶段和复苏阶段,前沿热点与研究拓展具有鲜明的问题导向特征,体现了多元、聚焦的发展趋势。展望未来,要建立跨学科合作机制、构建科学共同体、更新社会治理体系。 展开更多
关键词 算法公平 知识图谱 研究热点 前沿趋势
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生成式人工智能与图书馆阅读推广的算法歧视
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作者 毛开颜 《大学图书情报学刊》 2026年第1期81-87,共7页
在生成式人工智能广泛应用于图书馆服务的趋势下,阅读推广中的算法歧视问题日益引发关注。文章通过对南京市10家图书馆的半结构化访谈,系统识别生成式人工智能下算法歧视的特征、表现、成因与影响。研究发现,算法歧视呈现出群体倾向性... 在生成式人工智能广泛应用于图书馆服务的趋势下,阅读推广中的算法歧视问题日益引发关注。文章通过对南京市10家图书馆的半结构化访谈,系统识别生成式人工智能下算法歧视的特征、表现、成因与影响。研究发现,算法歧视呈现出群体倾向性、内容偏向性、功能可及性等特征,技术局限、数据偏见、制度缺失等是产生歧视的主要原因,这将会对读者的阅读行为、馆藏资源利用以及社会文化造成多样性影响。研究提出应通过构建多方参与的协同治理机制、优化推荐算法设计、强化读者数字素养教育以及完善人工智能伦理审查机制等路径,有效提升生成式人工智能在图书馆阅读推广中的公平性与包容性,保障用户平等的阅读机会与信息获取权利。 展开更多
关键词 生成式人工智能 图书馆 阅读推广 算法歧视 信息公平
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Dynamic bandwidth allocation algorithm for full-band utilization 被引量:1
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作者 Han Guodong Wang Hui Wu Jiangxing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期223-229,共7页
To improve and optimize the bandwidth utilization for multi-service packet transporting system, a kind of Dynamic Full Bandwidth Utilized (DFBU) allocation algorithm allowing a single link to use far beyond its fair... To improve and optimize the bandwidth utilization for multi-service packet transporting system, a kind of Dynamic Full Bandwidth Utilized (DFBU) allocation algorithm allowing a single link to use far beyond its fair share bandwidth is presented. Three important parameters as the bound on max and minimum bandwidth, the maximum packet delay and the minimum bandwidth utilization are discussed and analyzed. Results of experiments show that the DFBU-algorithm is capable of making a single link in the system use all the spare bandwidth (up to full-bandwidth) while the performance of fairness and QoS requirement is still guaranteed. 展开更多
关键词 full-band utilize dynamic allocation algorithm fairness bandwidth utilization
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Ship hull plate processing surface fairing with constraints based on B-spline 被引量:3
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作者 LIU Yu-jun ZHU Xiu-li JI Zhuo-shang 《Journal of Marine Science and Application》 2005年第3期13-17,共5页
The problem of ship hull plate processing surface fairing with constraints based on B-spline is solved in this paper. The algorithm for B-spline curve fairing with constraints is one of the most common methods in plan... The problem of ship hull plate processing surface fairing with constraints based on B-spline is solved in this paper. The algorithm for B-spline curve fairing with constraints is one of the most common methods in plane curve fairing. The algorithm can be applied to global and local curve fairing. It can constrain the perturbation range of the control points and the shape variation of the curve, and get a better fairing result in plane curves. In this paper, a new fairing algorithm with constraints for curves and surfaces in space is presented. Then this method is applied to the experiments of ship hull plate processing surface. Finally numerical results are obtained to show the efficiency of this method. 展开更多
关键词 B-spline curve fairing algorithm with constraints ship hull plate processing surface
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Scheduling Algorithm for Multimedia Services in IEEE 802.16e OFDM System
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作者 董国军 戴居丰 《Transactions of Tianjin University》 EI CAS 2008年第1期31-36,共6页
Based on five scheduling types and their QoS requirements defined in IEEE 802.16e specification, this paper proposes a new scheduring algorithm for non-real-time or real-time multimedia services. Taking the performanc... Based on five scheduling types and their QoS requirements defined in IEEE 802.16e specification, this paper proposes a new scheduring algorithm for non-real-time or real-time multimedia services. Taking the performances of efficiency, fairness and complexity into consideration, the proposed algorithm enhances the efficiency of air interface resource at the expense of the short-time unfairness, but ensures the long-time fairness. Moreover, the proposed algorithm introduces an efficient QoS assurance mechanism, which implements the functions of congestion control, queuing management and traffic management. The simulation results based on a simplified traffic model show that the proposed algorithm guarantees better performances of efficiency and fairness than conventional algorithms, without increasing the algorithm complexity. Especially on the occasion of heavy-traffic requirement, the performance of efficiency and fairness can be improved by 50% at most. 展开更多
关键词 IEEE 802.16e scheduling algorithm SUBCHANNEL efficiency fairness COMPLEXITY
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Schedule algorithm for mitigating inter-cell interference based on orthogonal complement space
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作者 付少忠 葛建华 《Journal of Central South University》 SCIE EI CAS 2011年第2期499-503,共5页
In order to avoid severe performance degradation led by the inter-cell interference (ICI) in orthogonal frequency division multiple access (OFDMA) systems with a frequency reused factor (FRF) of 1,distributed schedule... In order to avoid severe performance degradation led by the inter-cell interference (ICI) in orthogonal frequency division multiple access (OFDMA) systems with a frequency reused factor (FRF) of 1,distributed schedule algorithm (DS-OCS) and distributed proportional fairness schedule algorithm (DPFS-OCS) based on orthogonal complement space (OCS) were proposed. The first right and left singular vectors of the channel that the user experienced were selected as the transmitting and receiving beamforming vectors. An interference space was spanned by the left singular vectors of the entire interference users in the same channel. The most suitable user lay in the OCS of the interference space was scheduled to avoid suffering interference from neighboring cells based on the criterion of system capacity maximizing and proportional fairness. The simulation results show that the average system capacity can be improved by 2%-4% compared with the DS-OCS algorithm with the Max C/I algorithm,by 6%-10% compared with the DPFS-OCS algorithm with the PF algorithm. 展开更多
关键词 long term evolution interference avoidance schedule algorithm orthogonal complement space fairness
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DYNAMIC BANDWIDTH ALLOCATION ALGORITHM UTILIZING FULL BAND
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作者 Han Guodong Wen Jianhua Wu Jiangxing 《Journal of Electronics(China)》 2006年第1期48-53,共6页
A kind of Dynamic Full Bandwidth Utilized (DFBU) allocation algorithm is introduced. This algorithm allows a single link to use bandwidth far beyond its fair share bandwidth in a multi-service packet transporting syst... A kind of Dynamic Full Bandwidth Utilized (DFBU) allocation algorithm is introduced. This algorithm allows a single link to use bandwidth far beyond its fair share bandwidth in a multi-service packet transporting system. Three important parameters as the bound on maximum and minimum bandwidth, the maximum packet delay and the minimum band width utilization are discussed and analyzed. Results of experiments show that the DFBU-algorithm is capable of making a single link in the system to use all the spare bandwidth (up to full-bandwidth) while the performance of fairness and QoS requirement is still guaranteed. 展开更多
关键词 Full-band Dynamic allocation algorithm fairness Bandwidth utilization
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DISTRIBUTED PROPORTIONAL FAIR FREQUENCY ALLOCATION ACROSS MULTIPLE BASE STATIONS
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作者 Du Peng Meng Qingmin 《Journal of Electronics(China)》 2013年第4期335-340,共6页
The problem of distributed proportional fair inter-cell frequency allocation for flat-structured cellular systems is studied in this paper. We firstly propose a framework of the frequency allocation in which the whole... The problem of distributed proportional fair inter-cell frequency allocation for flat-structured cellular systems is studied in this paper. We firstly propose a framework of the frequency allocation in which the whole frequency allocation process is decomposed into many consecutive stages, then identify that for each stage the key is to find the Maximum Weight Independent Set (MWIS) in a given weighted conflict graph in the distributed manner. A new distributed algorithm for MWIS is described in which each node iteratively exchanges messages with neighbors. With this distributed MWIS algorithm, a new distributed proportional fair frequency allocation scheme is presented. The performance of the proposed algorithm is tested in computer experiments simulating the Long Term Evolution (LTE) cellular systems. Simulation results show the performance of the proposed distributed proportional fair frequency allocation scheme is comparable with the centralized ones. 展开更多
关键词 Distributed algorithm Proportional fair Frequency allocation Cellular networks
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Utility-optimization dynamic subcarrier allocation algorithm for SC-FDMA systems
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作者 李一兵 Zhang Xu Ye Fang 《High Technology Letters》 EI CAS 2014年第1期1-8,共8页
Two utility-optimization dynamic subcarrier allocation(DSA) algorithms are designed for single carrier frequency division multiple access system(SC-FDMA).The two proposed algorithms aim to support diverse transmission... Two utility-optimization dynamic subcarrier allocation(DSA) algorithms are designed for single carrier frequency division multiple access system(SC-FDMA).The two proposed algorithms aim to support diverse transmission capacity requirements in wireless networks,which consider both the channel state information(CSI) and the capacity requirements of each user by setting appropriate utility functions.Simulation results show that with considerable lower computational complexity,the first utility-optimization algorithm can meet the system capacity requirements of each user effectively.However,the rate-sum capacity performance is poor.Furthermore,the second proposed utility-optimization algorithm can contribute a better trade-off between system rate-sum capacity requirement and the capacity requirements of each user by introducing the signal to noise ratio(SNR) information to the utility function based on the first utility-optimization algorithm,which can improve the user requirements processing capability as well as achieve a better sum-rate capacity. 展开更多
关键词 single carrier frequency division multiple access (SC-FDMA) dynamic subcarri-er allocation (DSA) utility function transmission capacity requirements utility-optimization algo-rithm greedy algorithm proportional fair algorithm
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感知算法控制对零工工作者工作投入的“双刃剑”效应研究 被引量:7
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作者 罗瑾琏 张超 +1 位作者 赵陈芳 钟竞 《管理评论》 北大核心 2025年第2期175-186,共12页
基于资源保存理论和社会认同理论,构建了感知算法控制对零工工作者工作投入的作用机制模型。通过对采集于外卖骑手、网约车司机和即时配送员的385份有效实证数据进行分析检验,探究了感知算法控制对零工工作者工作投入的“双刃剑”效应... 基于资源保存理论和社会认同理论,构建了感知算法控制对零工工作者工作投入的作用机制模型。通过对采集于外卖骑手、网约车司机和即时配送员的385份有效实证数据进行分析检验,探究了感知算法控制对零工工作者工作投入的“双刃剑”效应。研究结果表明:感知算法控制对零工工作者工作投入具有“双刃剑”效应,感知算法控制一方面可能通过提升零工工作者的角色清晰而实现工作投入的提升;另一方面,可能通过引发零工工作者工作自主性的丧失而导致其工作投入的下降。进一步地,感知算法程序公平可能强化感知算法控制经由角色清晰影响零工工作者工作投入的提升路径,而缓冲感知算法控制经由工作自主性影响零工工作者工作投入的削弱路径,即感知算法程序公平越高,感知算法控制越能通过提高零工工作者角色清晰而促进其工作投入,而感知算法程序公平越低,感知算法控制越能通过降低零工工作者工作自主性而导致其工作投入的降低。 展开更多
关键词 感知算法控制 工作投入 角色清晰 工作自主性 感知算法程序公平
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基于公平性的eVTOL动态合乘匹配与路径规划模型 被引量:1
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作者 任新惠 王孟德 于芳 《北京交通大学学报》 北大核心 2025年第2期58-67,共10页
针对电动垂直起降飞行器(electric Vertical Take-off and Landing,eVTOL)合乘运营场景下的动态请求匹配问题,对合乘匹配及路径规划进行研究.首先,考虑eVTOL垂直起降机场容量、eVTOL载重、电池能耗等限制,以乘客和eVTOL运营商利益最大... 针对电动垂直起降飞行器(electric Vertical Take-off and Landing,eVTOL)合乘运营场景下的动态请求匹配问题,对合乘匹配及路径规划进行研究.首先,考虑eVTOL垂直起降机场容量、eVTOL载重、电池能耗等限制,以乘客和eVTOL运营商利益最大化为目标建立基于合乘公平性的动态eVTOL路径规划模型;其次,使用基本插入算法和线性插入算法对问题模型进行求解,并对比分析按照先到先服务和请求优先级将新请求与eVTOL进行匹配的两种处理方式;最后,以T市5个火车站和1个机场作为垂直机场,用其实际地理位置信息进行算例研究.研究结果表明:与基本插入算法相比,线性插入算法的计算时间缩短了60%以上,证明该算法可以有效求解模型;与按照先到先服务处理方式相比,请求优先级处理新请求时乘客的平均支付费用减少了0.87%,运营商合乘收益提升了5.86%,实现了在保障乘客和运营商利益下新请求与eVTOL的较优匹配.所构建的动态路径规划模型为eVTOL共享运营模式提供参考. 展开更多
关键词 交通运输规划与管理 eVTOL 合乘公平性 请求优先级 线性插入算法
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基于混合人工鱼群算法的应急物流路径优化研究
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作者 刘艳秋 胡绩辉 《中国管理科学》 北大核心 2025年第8期198-208,共11页
突发事件的发生,会对国家发展和社会稳定造成一定程度的危害,需要及时做出应急响应。在突发事件发生初期,考虑受灾物资分配公平性的前提下建立应急物流路径优化的两阶段模型,并设计自适应混合人工鱼群算法进行求解,通过算例对模型及算... 突发事件的发生,会对国家发展和社会稳定造成一定程度的危害,需要及时做出应急响应。在突发事件发生初期,考虑受灾物资分配公平性的前提下建立应急物流路径优化的两阶段模型,并设计自适应混合人工鱼群算法进行求解,通过算例对模型及算法的可行性进行验证。实验结果表明,算法的迭代初期收敛速度较快,局部寻优能力较强,以及算法耗时得以改善,算法的有效性得以验证。 展开更多
关键词 应急物流 车辆路径 响应初期 公平性 人工鱼群算法
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