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Application of Radio Frequency Identification (RFID) in Dairy Information Management 被引量:3
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作者 Wu Hong-da 《Journal of Northeast Agricultural University(English Edition)》 CAS 2012年第1期78-81,共4页
As a kind of brand-new technology, radio frequency identification management, data control and acquisition. This paper introduced food safety system construction, analyzed the advantages and problems in dairy modem su... As a kind of brand-new technology, radio frequency identification management, data control and acquisition. This paper introduced food safety system construction, analyzed the advantages and problems in dairy modem suggestions for solution according to the practical situation. (RFID) plays an important role in dairy information tracing and culture function extension of managing breeding technology, and finally put forward some 展开更多
关键词 radio frequency identification (rfid electronic identification tag CONTROL TRACING
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Remanufacturing Closed-Loop Supply Chain Model with Radio Frequency Identification Affecting Recycling Rate
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作者 杨爱峰 万偲 陈骜 《Journal of Donghua University(English Edition)》 EI CAS 2016年第6期933-938,共6页
In order to construct a resource-saving and environmentfriendly society,the advantages of radio frequency identification(RFID) were considered.And it put forward the idea of introducing RFID in the recycling activitie... In order to construct a resource-saving and environmentfriendly society,the advantages of radio frequency identification(RFID) were considered.And it put forward the idea of introducing RFID in the recycling activities of waste products.Taking into account such elements as the technical level of RFID,cost saving from remanufacturing and the cost of RFID tags,both centralized and decentralized supply chain models with different participants in waste product collection were created,in order to determine the optimal pricing strategy and RFID technical level.In the end,sensitivity analyses were conducted to analyze the impacts of scaling parameter for additional increased recovery rate with RFID on pricing and RFID technology level,and impacts of cost saving on the profits of participants in different remanufacturing closed-loop supply chain models. 展开更多
关键词 radio frequency identification(rfid) technology closedloop supply chain REMANUFACTURING Stackelberg game PRICING
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Recovery of Collided RFID Tags With Frequency Drift on Physical Layer 被引量:3
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作者 Junzhi Li Haifeng Wu Yu Zeng 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2020年第6期1593-1603,共11页
In a passive ultra-high frequency(UHF)radio frequency identification(RFID)system,the recovery of collided tag signals on a physical layer can enhance identification efficiency.However,frequency drift is very common in... In a passive ultra-high frequency(UHF)radio frequency identification(RFID)system,the recovery of collided tag signals on a physical layer can enhance identification efficiency.However,frequency drift is very common in UHF RFID systems,and will have an influence on the recovery on the physical layer.To address the problem of recovery with the frequency drift,this paper adopts a radial basis function(RBF)network to separate the collision signals,and decode the signals via FM0 to recovery collided RFID tags.Numerical results show that the method in this paper has better performance of symbol error rate(SER)and separation efficiency compared to conventional methods when frequency drift occurs. 展开更多
关键词 frequency drift radial basis function(RBF) radio frequency identification(rfid) separation efficiency tag collision
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Capture-aware Bayesian RFID Tag Estimate for Large-scale Identification 被引量:1
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作者 Haifeng Wu Yang Wang Yu Zeng 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第1期119-127,共9页
Dynamic framed slotted Aloha algorithm is one of popular passive radio frequency identification(RFID) tag anticollision algorithms. In the algorithm, a frame length requires dynamical adjustment to achieve higher iden... Dynamic framed slotted Aloha algorithm is one of popular passive radio frequency identification(RFID) tag anticollision algorithms. In the algorithm, a frame length requires dynamical adjustment to achieve higher identification efficiency.Generally, the adjustment of the frame length is not only related to the number of tags, but also to the occurrence probability of capture effect. Existing algorithms could estimate both the number of tags and the probability of capture effect. Under large-scale RFID tag identification, however, the number of tags would be much larger than an initial frame length. In this scenario, the existing algorithm's estimation errors would substantially increase. In this paper, we propose a novel algorithm called capture-aware Bayesian estimate, which adopts Bayesian rules to accurately estimate the number and the probability simultaneously. From numerical results, the proposed algorithm adapts well to the large-scale RFID tag identification. It has lower estimation errors than the existing algorithms. Further,the identification efficiency from the proposed estimate is also higher than the existing algorithms. 展开更多
关键词 ALOHA BAYESIAN capture effect LARGE-SCALE radio frequency identification(rfid)
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Design and Implementation of a Low-Power Active RFID for Container Tracking at 2.4 GHz Frequency 被引量:4
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作者 Dawood Moeinfar Hossein Shamsi Fatemeh Nafar 《Advances in Internet of Things》 2012年第2期13-22,共10页
In this paper a new active RFID system at 2.45 GHz based on the low-power system-on-chip CC2530 RF transceiver is designed and implemented. Only by using of an integrated multi-channel fast chip, both the MCU and RF o... In this paper a new active RFID system at 2.45 GHz based on the low-power system-on-chip CC2530 RF transceiver is designed and implemented. Only by using of an integrated multi-channel fast chip, both the MCU and RF operations are done which makes the RFID more reliable and reduces the complexity of the hardware and cost, vividly. This RFID system utilizes the Zig-Bee IEEE 802.15.4 standard in the ISM band. A lot amount of energy is restored by setting Tags in the sleep mode in the most of times. The maximum transmission range of 80 m at the output power of 4.5 dBm is obtained. The main application of this system is for the container identification with precise operation and high accuracy. An active Tag with unique ID is mounted on each vehicle. By enabling the AUTOCRC error detection possibility, minor errors are detected in the received frames. Receiver sensitivity of –97 dBm and current consumption of 1 μA in the sleep mode and 29.6 mA in the active mode are reported. 展开更多
关键词 radio frequency identification (rfid) CC2530 RSSI Active tags COLLISION TDMA IEEE 802.15.4 SLEEP Mode
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基于方形螺旋谐振器的紧凑型RFID标签天线
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作者 戴利斌 许志猛 袁家德 《物联网学报》 2024年第1期147-152,共6页
设计了一种小型化超高频(UHF,ultra-high frequency)射频识别(RFID,radio frequency identification)标签天线。该天线由内外两个方形螺旋谐振器短接构成,通过改变外圈螺旋谐振器的边长和内外圈螺旋谐振器的间距,可以有效调节标签天线... 设计了一种小型化超高频(UHF,ultra-high frequency)射频识别(RFID,radio frequency identification)标签天线。该天线由内外两个方形螺旋谐振器短接构成,通过改变外圈螺旋谐振器的边长和内外圈螺旋谐振器的间距,可以有效调节标签天线的谐振频率。仿真结果表明,标签天线阻抗匹配良好,频带范围覆盖整个超高频频段(840~960 MHz),总尺寸为7.60 mm×7.60 mm×0.05 mm,比传统螺旋谐振器(SR,spiral resonator)天线小96%。测试结果表明,在4 W有效全向辐射功率条件下,标签天线在910 MHz处读取距离达到最大。所提小型化超高频射频识别标签天线具有尺寸小、频带宽、成本低和易于批量制作的特点,适用于对尺寸要求较小的应用环境。 展开更多
关键词 超高频 射频识别 螺旋谐振器 小型化 标签天线
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基于RFID的笼内小鼠定位跟踪系统设计
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作者 陈梦雪 周志宇 张兵 《传感器与微系统》 CSCD 北大核心 2024年第6期101-104,共4页
常见的定位技术用于笼内小鼠跟踪准确度不高。为提高笼内小鼠定位准确性,提出了一种基于射频识别(RFID)技术的笼内小鼠定位跟踪和行为分析系统,通过放置在饲养笼下方的RFID读写器天线阵列板实现定位跟踪,上位机软件可实时显示小鼠的活... 常见的定位技术用于笼内小鼠跟踪准确度不高。为提高笼内小鼠定位准确性,提出了一种基于射频识别(RFID)技术的笼内小鼠定位跟踪和行为分析系统,通过放置在饲养笼下方的RFID读写器天线阵列板实现定位跟踪,上位机软件可实时显示小鼠的活动轨迹图以便科研人员对小鼠进行行为分析。通过模拟实验和生物实验,该系统可准确定位4×6阵列中小鼠位置,定位准确率可达95%以上,其中,组成阵列的单元格尺寸仅为45 mm×45 mm。 展开更多
关键词 射频识别读写器 天线阵列 小鼠定位跟踪
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Identifying the Unknown Tags in a Large RFID System
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作者 Yu Fu Zhihong Qian +1 位作者 Xue Wang Guiqi Liu 《China Communications》 SCIE CSCD 2017年第1期135-145,共11页
Radio frequency identification(RFID) technology has been extensively used in various practical applications, such as inventory management and logistics control, with its outstanding features(e.g. non-line-ofsight read... Radio frequency identification(RFID) technology has been extensively used in various practical applications, such as inventory management and logistics control, with its outstanding features(e.g. non-line-ofsight reading and fast identification). And in a large RFID system, unknown tag identification uses total execution time as the performance criterion. However, the performance of existing protocols in terms of execution time is not ideal. To get better time efficiency, a novel unknown tag identification protocol(NUTIP) is proposed. The novelty of NUTIP is demonstrated mainly in two aspects: i) NUTIP deactivates some known tags and identifies or labels some unknown tags during its first phase to prevent these tags from interfering unknown tag identification. ii) We optimize the parameter settings to minimize the total execution time. Simulation experiments show that the proposed protocol is far superior to other relevant protocols and suitable for both sparse unknown tags environment and dense unknown tags environment. 展开更多
关键词 radio frequency identification unknown tag identification time-efficient identification accuracy
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基于RFID的人体姿态识别方法研究
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作者 夏资厚 刘吉晓 +1 位作者 刘均益 郭士杰 《传感器与微系统》 CSCD 北大核心 2024年第1期36-39,43,共5页
人体姿态感知是未来智能护理场景的主要挑战之一。然而,视觉技术会涉及遮挡、光线条件、侵犯隐私等问题;可穿戴运动跟踪设备会增加人体负担,降低舒适性。针对以上问题,提出了一种基于射频识别(RFID)的方法进行全肢体姿态估计,能够有效... 人体姿态感知是未来智能护理场景的主要挑战之一。然而,视觉技术会涉及遮挡、光线条件、侵犯隐私等问题;可穿戴运动跟踪设备会增加人体负担,降低舒适性。针对以上问题,提出了一种基于射频识别(RFID)的方法进行全肢体姿态估计,能够有效克服遮挡、穿戴舒适性差等问题。首先基于相位差信息提出了一种细粒度肢体运动模型,通过构建似然函数来进行人体关节角度估计;引入正运动学构建多肢体联合运动模型,结合双天线融合算法进行三维关节角度估计;最后结合人体骨骼模型与肢体关节角度来重建人体姿态。实验结果以Kinect 2.0为标准,测得的四肢平均关节角度误差约为6°,平均关节位置误差约为4cm,表明该系统可以有效地实时监测全肢体姿态。 展开更多
关键词 射频识别 相位差 人体姿态 可穿戴设备
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Application of PRO-ESPRIT algorithm in identification of surface acoustic wave identification-tags
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作者 朱华 韩韬 施文康 《Journal of Shanghai University(English Edition)》 CAS 2008年第4期347-351,共5页
The surface acoustic wave (SAW) identification (ID)-tags have great potential for application in radio frequency identification (RFID) due to their characteristics of wireless sensing and passive operation. In t... The surface acoustic wave (SAW) identification (ID)-tags have great potential for application in radio frequency identification (RFID) due to their characteristics of wireless sensing and passive operation. In the measurements based on the frequency domain sampling (FDS), to expand the range of detection and allow the system work in harsh environments, it is necessary to enhance the identification capability at low SNR. In addition, to identify the tags in real time, it is important to reduce identification time. Therefore, estimation of signal parameters based on the Procrustes rotations via the rotational invariance technique (PRO-ESPRIT) is adopted. Experimental results show that good identification capability is achieved with a relatively faster measurement speed. 展开更多
关键词 surface acoustic wave (SAW) identification (ID)-tags radio frequency identification (rfid frequency domainsampling (FDS) procrustes rotations via the rotational invariance technique (PRO-ESPRIT)
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基于切比雪夫混沌映射和PUF的RFID三方认证协议
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作者 徐森 刘佳鑫 +1 位作者 杨硕 赵洋 《计算机应用研究》 CSCD 北大核心 2024年第2期582-586,595,共6页
针对射频识别(RFID)三方认证协议存在的安全需求和资源开销的平衡问题,利用切比雪夫多项式的半群性质以及混沌性质提出了一个基于切比雪夫混沌映射和物理不可克隆函数(PUF)的RFID三方认证协议:使用切比雪夫混沌映射来实现标签、阅读器... 针对射频识别(RFID)三方认证协议存在的安全需求和资源开销的平衡问题,利用切比雪夫多项式的半群性质以及混沌性质提出了一个基于切比雪夫混沌映射和物理不可克隆函数(PUF)的RFID三方认证协议:使用切比雪夫混沌映射来实现标签、阅读器和服务器三方共享秘密;使用随机数实现协议每轮会话的新鲜性以抵抗重放攻击,同时也实现了阅读器与标签的匿名性;使用PUF函数实现标签本身的安全认证以及抵抗物理克隆攻击。安全分析表明,该协议能有效抵抗追踪、重放、物理克隆和去同步攻击等多种恶意攻击,使用BAN逻辑分析方法和Scyther工具验证了其安全性。与近期协议对比分析表明,该协议弥补了同类RFID协议的安全缺陷,在满足各种安全属性需求的同时尽量平衡硬件开销,契合了RFID硬件资源受限的处境,适用于RFID三方认证场景。 展开更多
关键词 射频识别 物理不可克隆函数 切比雪夫混沌映射 三方认证 BAN逻辑 Scyther工具
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基于RFID管理实验室设备实施的关键问题研究
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作者 张崇英 田红梅 +1 位作者 张霞 曹喻霖 《电子质量》 2024年第1期99-103,共5页
随着高校仪器设备数量的不断增加,智能、高效、数字化、网络化的管理实验室和实验设备已经成为现代化高校的发展趋势。主要考虑使用射频识别(RFID)技术来管理实验设备,实现对仪器设备的批量识别,更加智能高效地管理实验室。重点分析了... 随着高校仪器设备数量的不断增加,智能、高效、数字化、网络化的管理实验室和实验设备已经成为现代化高校的发展趋势。主要考虑使用射频识别(RFID)技术来管理实验设备,实现对仪器设备的批量识别,更加智能高效地管理实验室。重点分析了实施过程中的几个关键技术问题:距离和频率的选择、有源/无源标签的选择、天线的选择、仪器为金属材质的问题、标签冲突防碰撞问题和价钱费用问题,以及附加定位问题等,为高校引入RFID技术管理实验室设备提供了关键技术选择、技术分析和应用。 展开更多
关键词 射频识别 批量识别 智能管理 实验设备 超高频 电子标签
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Design and simulation of self-powered radio frequency identification (RFID) tags for mobile temperature monitoring 被引量:6
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作者 CHU HeQun WU GuangMin +3 位作者 CHEN JianMing FEI Fei MAI John D LI Wen J 《Science China(Technological Sciences)》 SCIE EI CAS 2013年第1期1-7,共7页
This paper presents a design for a self-powered radio frequency identification (RFID) tag with a thin film bulk acoustic reso- nating piezoelectric power supply (PPS), which can be used for portable remote temperature... This paper presents a design for a self-powered radio frequency identification (RFID) tag with a thin film bulk acoustic reso- nating piezoelectric power supply (PPS), which can be used for portable remote temperature monitoring. We call this system a PPS-RFID for short. The RFID systems have been found to have many applications in the internet of things (IOT) in the past decade. But semi-active RFID tags require an onboard battery which limits their applications in many fields. For these reasons, our research focuses on power sources for the RFID tags. This paper emphasizes the circuit design and simulation of PPS. In our tests, 0.283 mW was generated by PPS at 1 Hz vibration by a 650 N impact force. The results showed that the integrated PPS could supply sufficient power for the designed PPS-RFID tag. The PPS-RFID tag can be widely used for temperature monitoring during mobile transport of perishable items such as medicines or food. 展开更多
关键词 rfid标签 rfid系统 电路设计 温度监测 无线射频识别 自供电 仿真 移动
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基于反射信号特征的RFID标签和移动终端跨域互联方法 被引量:4
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作者 徐鹤 戴嫚嫚 +1 位作者 李鹏 季一木 《南京邮电大学学报(自然科学版)》 北大核心 2023年第2期63-75,共13页
随着物联网、人工智能等技术的飞速发展,基于物联网的“人-机-物”智能感知识别技术成为当前研究的热点方向。在众多的感知识别技术中,射频识别技术(Radio Frequency Identification, RFID)作为物联网的核心技术之一,被广泛应用在物流... 随着物联网、人工智能等技术的飞速发展,基于物联网的“人-机-物”智能感知识别技术成为当前研究的热点方向。在众多的感知识别技术中,射频识别技术(Radio Frequency Identification, RFID)作为物联网的核心技术之一,被广泛应用在物流追踪、身份认证和室内定位等各个领域。由于目前广泛使用的个人移动设备并不支持RFID信息读取,限制了RFID技术的大范围应用。针对智能手机不能直接读取RFID标签信息的问题,提出一种利用用户预定义的基于RFID反射信号的手势特征实现面向智能手机和RFID标签之间的跨域互联方法。该方法不需要对部署的RFID系统或智能手机进行任何硬件修改,通过用户在感兴趣标签面前做出手势而产生的RFID相位特征,并与智能手机捕获到的运动传感器数据的相关时间戳进行匹配,从而实现了智能手机与RFID标签的关联配对。最后,通过实验验证了文中提出的跨域互联方法的可行性。 展开更多
关键词 rfid 反射信号 移动设备 相位 手势识别
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RFID应用系统中的Tag-reader安全通信协议 被引量:8
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作者 高磊 盛焕烨 《计算机工程》 CAS CSCD 北大核心 2007年第21期128-129,133,共3页
无线射频识别(RFID)技术目前已被广泛应用,但其缺乏安全机制,无法有效地保护RFID标签中的数据信息。该文分析了RFID技术在应用中存在的安全及隐私问题,提出了在RFID标签芯片计算资源有限的情况下解决这些问题的一个安全通信协议。该协... 无线射频识别(RFID)技术目前已被广泛应用,但其缺乏安全机制,无法有效地保护RFID标签中的数据信息。该文分析了RFID技术在应用中存在的安全及隐私问题,提出了在RFID标签芯片计算资源有限的情况下解决这些问题的一个安全通信协议。该协议利用Hash函数技术实现了防止消息泄漏、伪装、定位跟踪等安全攻击。 展开更多
关键词 无线射频识别 安全 通信 HASH 攻击
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模糊贴近度在RFID定位系统中的应用
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作者 陈清华 徐世武 《福建技术师范学院学报》 2023年第2期156-162,共7页
针对LANDMARC室内定位系统的缺点,提出一种基于模糊最大最小贴近度的射频识别(RFID)室内定位系统.该定位系统将参考标签划分成四个正方形区域,先通过阅读器与定位标签的能量等级确定目标标签所属的正方形区域,再计算目标标签与该区域内... 针对LANDMARC室内定位系统的缺点,提出一种基于模糊最大最小贴近度的射频识别(RFID)室内定位系统.该定位系统将参考标签划分成四个正方形区域,先通过阅读器与定位标签的能量等级确定目标标签所属的正方形区域,再计算目标标签与该区域内的参考标签的模糊贴近度.实验表明,相比于经典的LANDMARC定位系统,该定位系统具有较好的定位精度,所提定位系统可以有效地避开不相关区域阅读器与参考标签对定位的影响. 展开更多
关键词 LANDMARC定位系统 模糊贴近度 射频识别(rfid) 区域细化
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大规模RFID系统中未知标签的快速可靠识别 被引量:2
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作者 郭凯敏 谢鑫 +2 位作者 马一杰 齐恒 李克秋 《计算机工程》 CAS CSCD 北大核心 2023年第3期192-202,共11页
未知标签的存在可能会给供应链系统、仓储管理等带来不可忽略的经济损失或安全隐患,因此未知标签的识别研究对射频识别系统意义重大。为减少冲突时隙的比例,传统协议通常需要设置较大的帧长,导致对未知标签识别效率较低,且协议中大多存... 未知标签的存在可能会给供应链系统、仓储管理等带来不可忽略的经济损失或安全隐患,因此未知标签的识别研究对射频识别系统意义重大。为减少冲突时隙的比例,传统协议通常需要设置较大的帧长,导致对未知标签识别效率较低,且协议中大多存在冲突时隙被直接废弃、时隙利用率低的问题。提出冲突分解法(CRM)协议,通过把大部分的冲突时隙转变为有用时隙,将没有未知标签参与的冲突时隙内已知标签灭活,对有未知标签参与的冲突时隙进行区分码的解缠绕,以提取并识别冲突时隙中的未知标签。通过优化帧长设置,提高时隙利用率,增大已知标签的灭活效率及未知标签的识别效率。实验结果表明,CRM协议对未知标签的识别效率分别可达到UTI-SBF、HUTI、PTI、FUTI协议的2.5、2.2、1.4、1.5倍。 展开更多
关键词 射频识别系统 未知标签识别 冲突时隙 时隙利用率 时间效率
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基于RFID技术的图书馆自助服务系统设计
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作者 梁蓝方 《信息与电脑》 2023年第18期1-3,共3页
设计一种基于射频识别(Radio Frequency Identification,RFID)技术的图书馆自助服务系统,以提高图书馆的运作效率和用户体验,实现图书借阅、归还和定位等功能的自动化处理。采用RFID技术作为核心技术,通过将RFID标签粘贴在每本图书上,... 设计一种基于射频识别(Radio Frequency Identification,RFID)技术的图书馆自助服务系统,以提高图书馆的运作效率和用户体验,实现图书借阅、归还和定位等功能的自动化处理。采用RFID技术作为核心技术,通过将RFID标签粘贴在每本图书上,并在图书馆各个关键位置安装RFID读写器,实现对图书的无线识别和追踪。经过实际测试和数据分析得出,基于RFID技术的图书馆自助服务系统能够大幅提升图书馆的运作效率和用户体验,自助借阅和归还的速度更快,减少了等待时间。 展开更多
关键词 射频识别(rfid) 图书馆系统 自动服务
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Bi-slotted Binary Tree Algorithm with Stack for Radio Frequency Identification Tag Anti-Collision 被引量:2
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作者 田芸 陈恭亮 李建华 《Journal of Shanghai Jiaotong university(Science)》 EI 2013年第2期173-179,共7页
A radio frequency identification (RFID) reader will fail to identify tags if a collision occurs. This paper proposes a bi-slotted binary tree algorithm (BSBTA) with stack for RFID tag anti-collision to improve the per... A radio frequency identification (RFID) reader will fail to identify tags if a collision occurs. This paper proposes a bi-slotted binary tree algorithm (BSBTA) with stack for RFID tag anti-collision to improve the performance of binary tree algorithm (BTA). In BSBTA, the reader detects collisions by Manchester code and stores colliding prefixes in a stack. The query is composed of a two-bit prefix and an index value. Following every reader query, there are two timeslots for tags whose pointers and identities (IDs) match the query to respond, one for the tag whose next bit is 0 and the other for the tag with 1 as its next bit. Performance analysis and evaluation are also given. The time complexity and the communication complexity of BTA and BSBTA are derived. The simulation results compare the performance of BSBTA with several related anti-collision algorithms. It is shown that BSBTA outperforms BTA in terms of the average number of responded bits and timeslots for one tag identification. 展开更多
关键词 radio frequency identification (rfid) ANTI-COLLISION binary tree tag identification
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Automated Identification Algorithm Using CNN for Computer Vision in Smart Refrigerators 被引量:2
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作者 Pulkit Jain Paras Chawla +2 位作者 Mehedi Masud Shubham Mahajan Amit Kant Pandit 《Computers, Materials & Continua》 SCIE EI 2022年第5期3337-3353,共17页
Machine Learning has evolved with a variety of algorithms to enable state-of-the-art computer vision applications.In particular the need for automating the process of real-time food item identification,there is a huge... Machine Learning has evolved with a variety of algorithms to enable state-of-the-art computer vision applications.In particular the need for automating the process of real-time food item identification,there is a huge surge of research so as to make smarter refrigerators.According to a survey by the Food and Agriculture Organization of the United Nations(FAO),it has been found that 1.3 billion tons of food is wasted by consumers around the world due to either food spoilage or expiry and a large amount of food is wasted from homes and restaurants itself.Smart refrigerators have been very successful in playing a pivotal role in mitigating this problem of food wastage.But a major issue is the high cost of available smart refrigerators and the lack of accurate design algorithms which can help achieve computer vision in any ordinary refrigerator.To address these issues,this work proposes an automated identification algorithm for computer vision in smart refrigerators using InceptionV3 and MobileNet Convolutional Neural Network(CNN)architectures.The designed module and algorithm have been elaborated in detail and are considerably evaluated for its accuracy using test images on standard fruits and vegetable datasets.A total of eight test cases are considered with accuracy and training time as the performance metric.In the end,real-time testing results are also presented which validates the system’s performance. 展开更多
关键词 CNN computer vision Internet of Things(IoT) radio frequency identification(rfid) graphical user interface(GUI)
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