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Analysis and Simulation for Capacity of Time Division-Synchronous Code Division Multiple Access System 被引量:1
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作者 Sun Chengjun, Zhang Zhongzhao, Ba Yong2 & Cao Pengzhi (Communication Research ("enter, Harbin Institute of Technology, Harbin 150001, P. R. China Department of Electronic Engineering, Tsinghua University, Beijing 100084, P. R. China Research and Development Division, Shanghai Bell Company Limited, Shanghai 200092, P. R. China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第4期91-97,共7页
Capcity both in uplink and downlink of TD-SCDMA (time division-synchronous code division multiple access) system is studied in a multi-cell environment. The theoretical expressions of the mean of intercell interferenc... Capcity both in uplink and downlink of TD-SCDMA (time division-synchronous code division multiple access) system is studied in a multi-cell environment. The theoretical expressions of the mean of intercell interference in uplink and the mean of sum of power allocation in downlink are given, by which uplink and downlink capacity is analyzed. Furthermore, we give the simulation models for both uplink and downlink capacity. The results from theoretical analysis and simulation fit very well. In the end, the maximum number of users that TD-SCDMA system can serve for 12.2 k speech service is given. 展开更多
关键词 Code division multiple access PROBABILITY Resource allocation SIMULATION time division multiple access
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Implementing Discretionary Access Control with Time Character in Linux and Performance Analysis 被引量:1
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作者 谭良 周明天 《Journal of Electronic Science and Technology of China》 CAS 2006年第3期274-280,共7页
DAC (Discretionary Access Control Policy) is access control based on ownership relations between subject and object, the subject can discretionarily decide on that who, by what methods, can access his owns object. I... DAC (Discretionary Access Control Policy) is access control based on ownership relations between subject and object, the subject can discretionarily decide on that who, by what methods, can access his owns object. In this paper, the system time is looked as a basic secure element. The DAC_T (Discretionary Access Control Policy with Time Character) is presented and formalized. The DAC_T resolves that the subject can discretionarily decide that who, on when, can access his owns objects. And then the DAC_T is implemented on Linux based on GFAC (General Framework for Access Control), and the algorithm is put forward. Finally, the performance analysis for the DAC T Linux is carried out. It is proved that the DAC T Linux not only can realize time constraints between subject and object but also can still be accepted by us though its performance have been decreased. 展开更多
关键词 information security access control time constraint discretionary accesscontrol policy
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A 65-nm 1-Gb NOR floating-gate flash memory with less than 50-ns access time
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作者 Yu Wang Zongliang Huo +8 位作者 Huamin Cao Ting Li Jing Liu Liyang Pan Xing Zhang Yun Yang Shenfeng Qiu Hanming Wu Ming Liu 《Chinese Science Bulletin》 SCIE EI CAS 2014年第29期3935-3942,共8页
This paper presents a 65-nm 1-Gb NOR-type floating-gate flash memory,in which the cell device and chip circuit are developed and optimized.In order to solve the speed problem of giga-level NOR flash in the deep submic... This paper presents a 65-nm 1-Gb NOR-type floating-gate flash memory,in which the cell device and chip circuit are developed and optimized.In order to solve the speed problem of giga-level NOR flash in the deep submicron process,the models of long bit-line and word-line are first given,by which the capacitive and resistive loads could be estimated.Based on that,the read path and key modules are optimized to enhance the chip access property and reliability.With the measurement results,the flash memory cell presents good endurance and retention properties,and the macro is operated with 1-ls/byte program speed and less than 50-ns read time under 3.3 V supply. 展开更多
关键词 NOR闪存 访问时间 GB 浮栅 NS 深亚微米工艺 芯片电路 速度问题
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Accessibility Comparison and Spatial Differentiation of Xi’an Scenic Spots with Different Modes Based on Baidu Real-time Travel 被引量:6
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作者 WANG Li CAO Xiaoshu +1 位作者 LI Tao GAO Xingchuan 《Chinese Geographical Science》 SCIE CSCD 2019年第5期848-860,共13页
A study of the accessibility of a city’s scenic spots via different travel modes can contribute to optimization of tourism-related transportation while improving tourists’ travel-related satisfaction levels and adva... A study of the accessibility of a city’s scenic spots via different travel modes can contribute to optimization of tourism-related transportation while improving tourists’ travel-related satisfaction levels and advancing tourism. We systematically analyzed the accessibility of 56 scenic spots in Xi’an City, China, via car and public transport travel modes using the real-time travel function of the Baidu Maps API(Application Programming Interface) along with spatial analysis methods and the modal accessibility gap index of scenic spots. We obtained the following results. First, maximum and minimum travel times using public transport exceeded those using cars. Moreover, the accessibility of scenic spots via cars and public transport presented a circular spatial pattern of increasing travel time from the center to the periphery. Contrasting with travel by public transport, car travel showed a clear time-space compression effect. Second, accessibility of the scenic spots via cars and public transport showed some spatial heterogeneity, with no clear advantages of car accessibility in the central urban area. However, advantages of car accessibility were increasingly evident moving from the center to the periphery. Third, whereas the correlation of the modal accessibility gap index of scenic spots in Xi’an with global space was significantly positive, local spatial interdependence was only evident in some inner city areas and in marginal areas. Moreover, spatial heterogeneity was evident in two regions but was insignificant in other areas, indicating that the spatial interdependence of the modal accessibility gap index in most scenic spots was not apparent in terms of the overall effect of public transport routes, road networks, and the distribution of scenic spots. The improvement of public transport coverage in marginal areas and the optimization of public transport routes in central urban areas are essential tasks for improving travel using public transport in the future. 展开更多
关键词 BAIDU REAL-time TRAVEL car accessIBILITY public transport accessIBILITY modal accessIBILITY gap SCENIC spots Xi’an City
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User-Based Discrete-Time Queuing Analysis for Opportunistic Spectrum Access in Cognitive Radio Networks
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作者 Lei Zhang Shanzhi Mou Yu Wang 《Advances in Pure Mathematics》 2019年第1期1-14,共14页
In cognitive radio networks, the spectrum utilization can be improved by cognitive users opportunistically using the idle channels licensed to the primary users. However, the new arrived cognitive users may not be abl... In cognitive radio networks, the spectrum utilization can be improved by cognitive users opportunistically using the idle channels licensed to the primary users. However, the new arrived cognitive users may not be able to use the channel immediately since the channel usage state is random. This will impose additional time delay for the cognitive users. Excessive waiting delay can make cognitive users miss the spectrum access chances. In this paper, a discrete-time Markov queuing model from a macro point of view is provided. Through the matrix-geometric solution theory, the average sojourn time for cognitive users in the steady state before accessing the spectrum is obtained. Given the tolerant delay of cognitive users, the macro-based throughput is derived and an access control mechanism is proposed. The numerical results show the effects of service completion probability on average sojourn time and throughput. It is confirmed that the throughput can be obviously improved by using the proposed access control mechanism. Finally, the performance evaluations based on users are compared to that based on data packets. 展开更多
关键词 COGNITIVE Radio Networks Macro-Level Spectrum access DISCRETE-time QUEUING Theory Matrix-Geometric Solution access Control
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A passive optical network based on optical code division multiplexing and time division multiple access technology
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作者 张崇富 Qiu Kun 《High Technology Letters》 EI CAS 2007年第3期302-306,共5页
A passive optical network (PON) scheme based on optical code division multiplexing (OCDM) for the downstream traffics is proposed and analyzed in detail. In the PON, the downstream traffics are broadcasted by OCDM... A passive optical network (PON) scheme based on optical code division multiplexing (OCDM) for the downstream traffics is proposed and analyzed in detail. In the PON, the downstream traffics are broadcasted by OCDM technology to guarantee the security, while the upstream traffics pass through the same optical fiber by the common time division multiple access (TDMA) technology to decrease the cost. This schemes are denoted as OCDM/TDMA-PON, which can be applied to an optical access network (OAN) with full services on demand, such as Internet protocol, video on demand, tele-presence and high quality audio. The proposed OCDM/TDMA-PON scheme combines advantages of PON, TDMA, and OCDM technology. Simulation results indicate that the designed scheme improves the OAN performance, and enhances flexibility and scalability of the system. 展开更多
关键词 passive optical network (PON) optical code division multiplexing (OCDM) time division multiple access (TDMA) optical orthogonal code (OOC) optical line terminator (OLT) optical network units (ONU)
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Role of Time-Domain Based Access Control Model
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作者 Chaoqun Liu Zhen Peng Lili Wu 《Journal of Software Engineering and Applications》 2016年第2期57-62,共6页
While Role-Based Access Control Model (RBAC) is being analyzed, the concept of Role of Time-domain Based Access Control Model (T-RBAC) is put forward. With time-domain added, both time-domain and authority control rol... While Role-Based Access Control Model (RBAC) is being analyzed, the concept of Role of Time-domain Based Access Control Model (T-RBAC) is put forward. With time-domain added, both time-domain and authority control roles. The basic idea of T-RBAC is introduced and described formally, and the safely of this model is analyzed. The research shows that T-RBAC fulfills both rules of information security, which are principle of least privilege and separation of duties. With practical application of T-RBCA, it can handle most of the time-related or authority-related problems. What’s more, it also increases the security level, flexibility and dynamic adaptation of the system and has lower complexity than system only handled by authority. This model also can solve conflicts caused by authority. 展开更多
关键词 time-DOMAIN ROLE access Control RBCA
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A Practical Method for Improving Delay Performance of Time Slot Allocation in DVB-RCS
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作者 秦勇 张军 +1 位作者 张涛 董启甲 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2009年第2期174-183,共10页
In digital video broadcasting and return channel via satellite (DVB-RCS) systems, the time slot location assigned to a given traffic in multiple frequency-time division multiple access (MF-TDMA) frame has significant ... In digital video broadcasting and return channel via satellite (DVB-RCS) systems, the time slot location assigned to a given traffic in multiple frequency-time division multiple access (MF-TDMA) frame has significant effects upon the traffic delay per- formance. This article proposes models to analyze the relationships among frame length, bandwidth assignment (assigned time slot count), time slot location in frame, and traffic delay performance for traffics of constant bit rate (CBR) and variable bit rate (... 展开更多
关键词 satellite communication systems time division multiple access DVB-RCS time slot allocation MODELS DELAY
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Digital compass for multi-user beam access in mmWave cellular networks
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作者 Adel Aldalbahi Nazli Siasi +1 位作者 Asim Mazin Mohammed A.Jasim 《Digital Communications and Networks》 SCIE CSCD 2023年第4期879-886,共8页
Beamforming in stand-alone Millimeter-Wave(mmWave)communications results in prolonged access times and latencies due to the increased number of measurements required to determine the optimal beam directions at the Mob... Beamforming in stand-alone Millimeter-Wave(mmWave)communications results in prolonged access times and latencies due to the increased number of measurements required to determine the optimal beam directions at the Mobile Station(MS)and Base Station(BS),returning the highest received signal level.Therefore,dynamic and fast access schemes that meet the Third-Generation Partnership Project(3GPP)specifications are required here.Therefore,in this paper,a novel initial access scheme is proposed for multiple MS users by leveraging for the first time a digital compass in the access procedure.Namely,when a new MS joins the footprint of a BS,it probes the channel for beacon signaling about the BS direction,i.e.,broadcasted by a neighboring MS that completed beam association at previous time steps.Then,a digital compass is utilized to adjust the coordinates of the BS according to the location of the new MS.The proposed scheme is applied for a single and multi-user settings at various broadcasting approaches.This includes a single associated MS user that broadcasts information to a single incoming MS user,a single user that broadcasts signals to multiple incoming users,or all multiple associated users broadcast to multiple incoming users.Overall,the proposed schemes yield in notable efficiency in terms of the computational complexity,access times,power and energy consumption as compared to existing access schemes.Further,high success rates are achieved at the detriment of relatively higher cost. 展开更多
关键词 Millimeter wave Initial beam access Electronic compass BEAMFORMING access times Energy consumption
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基于最近时间的重引用间隔预测策略
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作者 魏乐源 《智能计算机与应用》 2026年第1期142-149,共8页
随着计算机技术的飞速发展,处理器与内存之间的性能差距日益凸显。缓存作为计算机体系结构中的关键组成部分,其性能优化对于提升整体系统性能至关重要。替换策略作为缓存管理的核心,对于提高缓存命中率和减少访问延迟具有重要意义。本... 随着计算机技术的飞速发展,处理器与内存之间的性能差距日益凸显。缓存作为计算机体系结构中的关键组成部分,其性能优化对于提升整体系统性能至关重要。替换策略作为缓存管理的核心,对于提高缓存命中率和减少访问延迟具有重要意义。本文提出了一种新颖的缓存替换策略-基于最近时间的重引用间隔预测(LT-RRIP)策略。该策略通过结合最近时间前置过滤器的概念,对传统的重引用间隔预测(RRIP)模型进行改进,旨在降低缓存未命中次数并缩短未命中延迟。通过SPEC CPU2006基准测试集的实验验证,LT-RRIP策略相较于RRIP和LRU策略,其性能表现均得到了显著提升。 展开更多
关键词 缓存内存 访问时间 替换策略 未命中延迟 最近时间前置过滤器 重新引用间隔预测
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一种混合天线模式的无人机自组网动态调度TDMA协议
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作者 陈虹林 任智 +1 位作者 张士毫 邹青 《无线电工程》 2026年第1期139-146,共8页
针对混合天线模式的无人机(Unmanned Aerial Verial,UAV)自组网接入协议存在时钟内同步困难以及时隙利用率低的问题,提出一种基于扇区的混合天线模式时分多址接入协同优化协议(Sector-based Collaborative Optimized Protocol for Hybri... 针对混合天线模式的无人机(Unmanned Aerial Verial,UAV)自组网接入协议存在时钟内同步困难以及时隙利用率低的问题,提出一种基于扇区的混合天线模式时分多址接入协同优化协议(Sector-based Collaborative Optimized Protocol for Hybrid Antenna Mode Time Division Multiple Access,SCOP-HTDMA)。该协议采用集中式网络架构,包含一个中心UAV节点和若干子节点,所有节点均配备相同的全向/定向双模智能天线。通过引入地磁场辅助扇区确认机制,有效支持混合天线模式下的时钟内同步,优化现有的时帧结构并设计全向-定向协同多播机制以提升时隙利用率。仿真结果表明,在不同业务负载和节点规模下,该协议在平均时延与丢包率方面均优于基于位置预测的定向媒体接入控制协议(Position-Prediction-based Directional Media Access Control Protocol,PPMAC)和固定帧长的集中式UAV媒体接入控制协议(Centralized UAV Media Access Control Protocol,CU-MAC)。 展开更多
关键词 混合天线模式 无人机自组网 时分多址接入 多播
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基于星闪SLE的改进EDF调度算法优化
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作者 苗建军 徐雷霆 +1 位作者 张东阳 宋仁捷 《沈阳理工大学学报》 2026年第2期31-38,46,共9页
针对最早截止时间优先(EDF)算法在星闪低功耗接入技术(sparkLink low energy,SLE)中存在任务延迟与不稳定的问题,提出增强型最早截止时间优先(enhanced-EDF,EEDF)算法。首先基于SLE物理层特性,定义两种同步信号及动态数据帧结构,为数据... 针对最早截止时间优先(EDF)算法在星闪低功耗接入技术(sparkLink low energy,SLE)中存在任务延迟与不稳定的问题,提出增强型最早截止时间优先(enhanced-EDF,EEDF)算法。首先基于SLE物理层特性,定义两种同步信号及动态数据帧结构,为数据的精确调度和高效承载提供基础;其次融合保证预留时隙(guaranteed time slot,GTS)与竞争接入时隙(contention access slot,CAS)机制,对任务进行分区优化,并设立任务可调度性判据,以优先保障关键周期性流量;然后结合量化误差分析,建立利用率和容量模型,用以评估系统负载和资源需求关系;最后通过Matlab进行仿真验证。实验结果表明,EEDF算法与EDF算法相比,将时隙利用率提升了19.3%,任务完成率提升了23.7%,平均响应时间减少了0.15 s,在高负载和动态环境中表现出更高的实时和稳定性,显著增强了SLE网络的任务调度能力。 展开更多
关键词 星闪低功耗 增强型最早截止时间优先算法 同步信号 保证预留时隙 竞争接入时隙
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基于Access数据库的护理部办公系统设计与应用 被引量:3
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作者 朱新青 宋仕芬 +1 位作者 刘俊 李冬梅 《护理研究》 北大核心 2020年第24期4465-4468,共4页
[目的]探讨基于Access数据库的护理部办公系统的设计及应用情况,以提升护理管理效能。[方法]将护理管理人员标准、护理部年度SWOT分析、目标管理及计划、个人ABC时间管理、工作实施与监控等内容通过Access数据库进行编程、整合,形成系... [目的]探讨基于Access数据库的护理部办公系统的设计及应用情况,以提升护理管理效能。[方法]将护理管理人员标准、护理部年度SWOT分析、目标管理及计划、个人ABC时间管理、工作实施与监控等内容通过Access数据库进行编程、整合,形成系统化、整体化的信息管理平台,利用区域共享等技术支持,进行护理部办公信息化管理。[结果]开发的护理部办公系统具有信息录入、分类、修改、删除、查询以及统计筛选功能,软件系统界面清晰、美观,操作简单,存储安全,试用5个月,运行状态稳定。系统使用前后护理管理人员工作任务按时完成率、护理部工作满意度比较差异有统计学意义(P<0.05)。[结论]基于Access数据库的护理部办公系统实现了信息化管理,目标管理指标监控及时,系统数据分析支持护理决策,有效提高了管理效能。 展开更多
关键词 护理管理 access数据库 护理部办公系统 信息化技术 时间管理 软件设计 应用
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Fiber-based multiple access timing signal synchronization technique 被引量:2
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作者 袁一博 王波 +1 位作者 高超 王力军 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第4期132-137,共6页
A fiber-based,multiple access timing signal synchronization scheme is demonstrated.By coupling out the bidirectional transmission signals,a highly stable timing signal can be recovered at arbitrary points along the fi... A fiber-based,multiple access timing signal synchronization scheme is demonstrated.By coupling out the bidirectional transmission signals,a highly stable timing signal can be recovered at arbitrary points along the fiber with the help of the loop delay message broadcasted via ethernet from the local module.The experiment is carried out on a 30-km fiber placed in a temperature-controlled box.In one-day period,when the round trip fiber transfer delay fluctuation is60 ns,the fluctuations of the stabilized timing signal from the download and the remote modules were only ±125 ps and±100 ps,respectively.Also,the system error caused by transmission path asymmetry and thermal drift is calibrated,and a100-ps magnitude synchronization accuracy is realized.This method could provide new insights into the construction of a fiber-based time transfer network. 展开更多
关键词 time synchronization multiple access time transfer
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基于ACCESS的产品实时库存及质量检验管理系统 被引量:2
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作者 郁雷 张骋 樊黎 《计算机时代》 2015年第7期42-45,共4页
为使产品库存和产品质量检验数据管理规范化、便捷化,并且在企业内部局域网实现数据共享,对企业的库存管理方式和产品质检过程进行充分调研,针对中小型机械制造类企业的实际需求,利用Microsoft Access 2003开发了产品实时库存及质量检... 为使产品库存和产品质量检验数据管理规范化、便捷化,并且在企业内部局域网实现数据共享,对企业的库存管理方式和产品质检过程进行充分调研,针对中小型机械制造类企业的实际需求,利用Microsoft Access 2003开发了产品实时库存及质量检验管理系统。实践证明,该数据库系统解决了企业旧的台账管理方式中数据处理机械化、低效率问题。 展开更多
关键词 access数据库 实时库存 质量检验 数据共享 中小企业
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A timeslot assignment scheme for cluster-tree based wireless sensor network 被引量:1
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作者 张赫男 Feng Dongqin 《High Technology Letters》 EI CAS 2010年第4期395-400,共6页
Many efforts have been made to develop time division multiple access (TDMA) slots allocation in a multi-hop converge-cast wireless sensor network (WSN), however, most of them either use complex algorithm or concer... Many efforts have been made to develop time division multiple access (TDMA) slots allocation in a multi-hop converge-cast wireless sensor network (WSN), however, most of them either use complex algorithm or concern frames only without simultaneous transmission in a single slot. In this paper, we present a timeslot assignment scheme for cluster-tree-based TDMA WSN, co:'ering three frequently used working modes in practical applications. The shortest frame formed can guarantee real-time conununication and is also facilitated for message and slot integration, since timeslots allocated to a single node are continuous. During allocation processes, the algorithms are distributed and light-weighted. The experiment resulted from a WSN prototype system shows that our scheme can achieve a good reliability. 展开更多
关键词 cluster-tree time division multiple access (TDMA) timeslot assignment wireless sensor network (WSN)
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Multi-Threat Real-Time Separating System 被引量:2
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作者 詹磊 赵建民 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第4期23-27,共5页
This paper describes a multi-threat real-time separating system for broadband anti-radiation missile seeker. It presents a method, with a dual-port memory as comparer, to perform PF and PW hardware real-time separatio... This paper describes a multi-threat real-time separating system for broadband anti-radiation missile seeker. It presents a method, with a dual-port memory as comparer, to perform PF and PW hardware real-time separation and to determine the time-of-arrival (TOA) by use of sequential difference histogram (SDIF). The method has been applied to practice, which has achieved good results. 展开更多
关键词 Binary codes Frequencies Poisson distribution Pulse width modulation Random access storage Real time systems
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The effect of urine pregnancy testing on timing of accessing antenatal care and abortion services in Western Nigeria 被引量:1
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作者 Mustafa Adelaja Lamina 《Open Journal of Obstetrics and Gynecology》 2013年第6期486-492,共7页
Objective: Effective confirmation of pregnancy is a basic component of reproductive health services. It is a determinant for accessing antenatal care (ANC) if the pregnancy is wanted and abortion services if the pregn... Objective: Effective confirmation of pregnancy is a basic component of reproductive health services. It is a determinant for accessing antenatal care (ANC) if the pregnancy is wanted and abortion services if the pregnancy is unwanted. This study examined the effect of urine pregnancy testing in the timing of presentation for pregnancy care. Method: A cross-sectional study was conducted among 320 women presenting for antenatal care and 300 women presenting for abortion at private sector clinics in Western Nigeria. Results: The median age at first presentation was 20 weeks for ANC clients and 8 weeks for abortion clients. Obtaining urine pregnancy test of one’s accord was associated with a decrease in the gestational age at presentation of 3.7 weeks and 1.5 weeks for antenatal and abortion clients, respectively, independent of all other factors. Conclusion: Bearing in mind that the clinical benefit and public health impact of early presentation for antenatal and abortion services are unequivocal, strategies aimed at decreasing gestational age at presentation for pregnancy care should be given priority. “Fast-track” urine pregnancy testing services should be promoted in the private and public clinics in Nigeria. 展开更多
关键词 URINE PREGNANCY Testing TIMING accessing ANTENATAL ABORTION
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Space-division multiple access for CDMA multiuser underwater acoustic communications 被引量:1
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作者 Jingwei Yin Pengyu Du +1 位作者 Guang Yang Huanling Zhou 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第6期1184-1190,共7页
Time reversal mirror (TRM) can use the physical characteristics of the underwater acoustic (UWA) channel to focus on the desired user in multi-user UWA communication. The active average sound intensity (AASI) de... Time reversal mirror (TRM) can use the physical characteristics of the underwater acoustic (UWA) channel to focus on the desired user in multi-user UWA communication. The active average sound intensity (AASI) detector can estimate all azimuths of users with the same frequency band at the same time in order to achieve directional communication by vector combination. Space-division multiple access (SDMA) based on TRM combined with the AASI detector is proposed in this paper, which can make the capacity of the code division multiple access (CDMA) UWA system significantly increase. The simulation and lake test results show that the 7-user UWA multi-user system can achieve low bit error communication. 展开更多
关键词 underwater acoustic (UWA) communication space-division multiple access (SDMA) time reversal mirror (TRM) active average sound intensity (AASI) detector.
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Hybrid Deep Learning-Based Adaptive Multiple Access Schemes Underwater Wireless Networks
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作者 D.Anitha R.A.Karthika 《Intelligent Automation & Soft Computing》 SCIE 2023年第2期2463-2477,共15页
Achieving sound communication systems in Under Water Acoustic(UWA)environment remains challenging for researchers.The communication scheme is complex since these acoustic channels exhibit uneven characteristics such a... Achieving sound communication systems in Under Water Acoustic(UWA)environment remains challenging for researchers.The communication scheme is complex since these acoustic channels exhibit uneven characteristics such as long propagation delay and irregular Doppler shifts.The development of machine and deep learning algorithms has reduced the burden of achieving reli-able and good communication schemes in the underwater acoustic environment.This paper proposes a novel intelligent selection method between the different modulation schemes such as Code Division Multiple Access(CDMA),Time Divi-sion Multiple Access(TDMA),and Orthogonal Frequency Division Multiplexing(OFDM)techniques using the hybrid combination of the convolutional neural net-works(CNN)and ensemble single feedforward layers(SFL).The convolutional neural networks are used for channel feature extraction,and boosted ensembled feedforward layers are used for modulation selection based on the CNN outputs.The extensive experimentation is carried out and compared with other hybrid learning models and conventional methods.Simulation results demonstrate that the performance of the proposed hybrid learning model has achieved nearly 98%accuracy and a 30%increase in BER performance which outperformed the other learning models in achieving the communication schemes under dynamic underwater environments. 展开更多
关键词 Code division multiple access time division multiple access convolutional neural networks feedforward layers
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