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Enabling Traffic Prioritization for Space Communications Over DTNs 为 DTN 上的空间通信设定流量优先级
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-17 DOI: 10.1109/JRFID.2024.3415508
Teresa Algarra Ulierte;Koojana Kuladinithi;Andreas Timm-Giel;Felix Flentge
The growing number of space missions planned in the near future has created a need for a robust communication infrastructure. Such an infrastructure is being developed in the frame of lunar communications by ESA (2023) and NASA (2022) using Delay- and Disruption-Tolerant Networking (DTN) and Bundle Protocol (BP). While their characteristics have made them the standard for future space communications, some areas such as Quality of Service (QoS) or quasi-real-time communications are still to be further developed. This study emphasizes the benefits of using traffic prioritization as a mechanism to enhance QoS and enable quasi-real-time communications between Earth and space. Through a three-state Markov Chain model, the specific channel between Earth and the Moon is modelled realistically, and the impact of traffic prioritization on bundle transmissions is analyzed for several types of transmitting sources. When looking at the amount of high-priority bundles arriving within the 2.5s mark set by ESA for it to be considered quasi-real-time communications, it is shown that there is a significant improvement of up to 23%. This feature is crucial for DTN BP to be able to support the requirements of the upcoming lunar missions, especially those involving extended astronaut stays. Moreover, a priority grid taking into account all the current requirements expressed by both ESA and NASA is presented, as well as implementation proposals to include traffic prioritization in BP as an extension block. Lastly, the need for a common policy for all DTN nodes in order to allow interoperability is highlighted. Therefore, this work contributes to the advancement of DTN BP, bringing it closer to the requirements ahead of us, and paves the way for the needed mechanisms to be implemented.
在不久的将来,越来越多的太空任务计划需要一个强大的通信基础设施。欧空局(2023 年)和美国国家航空航天局(2022 年)正在利用延迟和中断容忍网络(DTN)和捆绑协议(BP)在月球通信框架内开发这样一种基础设施。虽然它们的特点使其成为未来空间通信的标准,但某些领域如服务质量(QoS)或准实时通信仍有待进一步开发。本研究强调了将流量优先级作为一种机制来提高服务质量和实现地球与太空之间准实时通信的好处。通过一个三态马尔可夫链模型,对地球和月球之间的特定信道进行了真实建模,并分析了几类发射源的流量优先级对捆绑传输的影响。在研究欧空局规定的准实时通信 2.5 秒内到达的高优先级捆绑包数量时,结果表明有高达 23% 的显著改善。这一特性对于 DTN BP 能够支持即将到来的月球任务(尤其是涉及宇航员长期停留的任务)的要求至关重要。此外,考虑到欧空局和美国国家航空航天局当前提出的所有要求,还提出了优先级网格,以及将流量优先级作为扩展模块纳入 BP 的实施建议。最后,还强调了为所有 DTN 节点制定通用策略以实现互操作性的必要性。因此,这项工作有助于推动 DTN BP 的发展,使其更接近我们的要求,并为所需机制的实施铺平道路。
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引用次数: 0
High-Speed Optical Wireless System for Extreme Space Conditions 适用于极端空间条件的高速光学无线系统
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-11 DOI: 10.1109/JRFID.2024.3412413
Giulio Cossu;Lorenzo Gilli;Nicola Vincenti;Ezgi Ertunc;Maurizio Massa;Roberto Dell’Orso;Andrea Moggi;Fabrizio Palla;Ernesto Ciaramella
In this paper, we present and deeply characterize a high-speed Optical Wireless Communication (OWC) system designed for use in space applications that operates at 1Gbit/s over a directed optical link for a point-to-point link inside a 3U CubeSat. The OWC transmitter is equipped with a Vertical Cavity Surface Emitting Laser (VCSEL) that emits at 850nm, whilst the receiver uses a PIN Photo-Diode (PD) to detect the modulated signal. We tested the system under extreme conditions including mechanical stresses similar to those experienced during a launch on SpaceX Falcon-9 vehicle, with a realistic spectrum of mechanical vibrations (up to 10G), the temperature variation (between −40 and 80°C), and X-ray irradiation ranges (up to 1Mrad). All of these values were within the expected values (or even much higher) for a Low Earth Orbit (LEO) mission. The results demonstrate that the OWC system can be suitable for use in space applications.
在本文中,我们介绍并深入分析了一种高速无线通信(OWC)系统,该系统专为太空应用而设计,可通过定向光链路以 1Gbit/s 的速度在 3U 立方体卫星内进行点对点链接。OWC 发射器配备了垂直腔面发射激光器(VCSEL),发射波长为 850nm,而接收器则使用 PIN 光电二极管(PD)来检测调制信号。我们在极端条件下对该系统进行了测试,包括与 SpaceX 猎鹰-9 火箭发射过程中类似的机械应力、真实的机械振动频谱(高达 10G)、温度变化(-40 至 80°C)和 X 射线辐照范围(高达 1Mrad)。所有这些数值都符合低地球轨道(LEO)任务的预期值(甚至更高)。这些结果表明,OWC 系统适合在空间应用中使用。
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引用次数: 0
An Innovative Multi-Port LoRa-Based Wireless Node for Railway Signaling and Positioning 用于铁路信号和定位的基于 LoRa 的创新型多端口无线节点
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-10 DOI: 10.1109/JRFID.2024.3411814
Giacomo Paolini;Enrico Fazzini;Simone Trovarello;Davide Amato;Diego Masotti;Alessandra Costanzo
This work presents the design and validation of a compact wireless system, adopting a modular wireless system composed of three co-located antennas operating in the 2.4 GHz band. The system is designed to be exploited for positioning purposes in secondary railway lines where the European railway traffic management system (ERTMS) is not available. An omnidirectional antenna, cross-polarized with respect to the other two, is used for transferring positioning data among the train and intelligent poles placed along the railway, while two directional radiating elements are arranged back-to-back, to perform wagon-to-wagon communication for train integrity purposes. The omnidirectional antenna has a radiation efficiency of 97.8% and a gain of 4.2 dBi, whereas the directive ones have 79.3% and 5.4 dBi, respectively. The data communication is established by using LoRa systems, enabling low-power, long-range communication with acceptable latency for the application purpose. Due to possible adverse environmental conditions, such as presence of dust or ice, a suitable enclosure of the system is designed to be as much as possible electromagnetically transparent. The whole system has been tested both in laboratory environment and on board of the moving train, inside and outside the wagon, demonstrating the successful communication between wagons and with the poles located along the railway. The highest bit error rate monitored was $2.08times 10{^{text {-4}}}$ in the worst testing configuration.
这项研究介绍了一种紧凑型无线系统的设计和验证,该系统采用了一种模块化无线系统,由在 2.4 GHz 频段工作的三个共置天线组成。该系统设计用于在没有欧洲铁路交通管理系统(ERTMS)的二级铁路线上进行定位。一个全向天线(相对于其他两个天线为交叉极化)用于在列车和铁路沿线的智能电杆之间传输定位数据,而两个定向辐射元件背靠背排列,用于列车完整性方面的车皮间通信。全向天线的辐射效率为 97.8%,增益为 4.2 dBi,而定向天线的辐射效率为 79.3%,增益为 5.4 dBi。数据通信是通过 LoRa 系统建立的,可实现低功耗、长距离通信和可接受的延迟,以达到应用目的。由于可能存在不利的环境条件,如灰尘或冰块,因此设计了一个合适的系统外壳,尽可能做到电磁透明。整个系统已在实验室环境和行驶中的列车上、车厢内外进行了测试,证明车厢之间以及与铁路沿线的电线杆之间的通信是成功的。在最差的测试配置中,监测到的最高误码率为 2.08 美元/次 10{^{text {-4}}}$。
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引用次数: 0
Enhanced Malware Prediction and Containment Using Bayesian Neural Networks 利用贝叶斯神经网络增强恶意软件预测和遏制能力
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-06 DOI: 10.1109/JRFID.2024.3410881
Zahra Jamadi;Amir G. Aghdam
In this paper, we present an integrated framework leveraging natural language processing (NLP) techniques and machine learning (ML) algorithms to detect malware at its early stage and predict its upcoming actions. We analyze application programming interface (API) call sequences in the same way as natural language inputs. Specifically, the proposed model employs Bi-LSTM neural networks and Bayesian neural networks (BNN) for this analysis. In the first part, a Bagging-XGBoost algorithm interprets consecutive API calls as 2-gram and 3-gram strings for early-stage malware detection and feature importance analysis. Additionally, a Bi-LSTM predicts the upcoming actions of an active malware by estimating the next API call in a sequence. Two separate Bayesian Bi-LSTMs are then developed in the second part to complement the above analysis. The first architecture is for early-stage malware detection, and the other is to predict the following action of active malware. The BNN not only predicts future malware actions but also assesses the uncertainty of each prediction. It enhances the process by providing the second and third most probable predictions, increasing system reliability and effectiveness. Our unified framework demonstrates efficiency in malware detection and action prediction, marking a significant advancement in countering malware threats. The Bayesian Bi-LSTM developed for predicting the next API call has an average accuracy of 89.53%. Additionally, the accuracy of the framework for malware detection at the early stage is 96.44%, demonstrating the superior performance of the proposed framework.
在本文中,我们提出了一个综合框架,利用自然语言处理(NLP)技术和机器学习(ML)算法在早期阶段检测恶意软件并预测其即将采取的行动。我们分析应用程序编程接口(API)调用序列的方法与分析自然语言输入的方法相同。具体来说,所提议的模型采用 Bi-LSTM 神经网络和贝叶斯神经网络 (BNN) 进行分析。在第一部分,Bagging-XGBoost 算法将连续的 API 调用解释为 2-gram 和 3-gram 字符串,用于早期恶意软件检测和特征重要性分析。此外,Bi-LSTM 通过估计序列中的下一个 API 调用,预测活动恶意软件即将采取的行动。第二部分开发了两个独立的贝叶斯 Bi-LSTM 来补充上述分析。第一个架构用于早期恶意软件检测,另一个架构用于预测活跃恶意软件的后续行动。BNN 不仅能预测恶意软件的未来行动,还能评估每次预测的不确定性。它通过提供第二和第三种最有可能的预测来增强这一过程,从而提高系统的可靠性和有效性。我们的统一框架提高了恶意软件检测和行动预测的效率,标志着在应对恶意软件威胁方面取得了重大进展。为预测下一次 API 调用而开发的贝叶斯 Bi-LSTM 的平均准确率为 89.53%。此外,该框架在早期阶段检测恶意软件的准确率为 96.44%,证明了所提出框架的卓越性能。
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引用次数: 0
Three Dual-Band and Dual-Linearly Polarized Antenna Configurations for UHF-RFID and WLAN Applications 用于 UHF-RFID 和 WLAN 应用的三种双频双线性极化天线配置
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-04 DOI: 10.1109/JRFID.2024.3409362
Sayan Sarkar
This paper presents three dual-band, dual-linearly polarized antenna configurations for UHF-RFID and WLAN applications. The first configuration consists of a square patch with outer ring which exhibits two resonances at 865MHz and 2.45GHz respectively. At both these frequencies, the antenna has its main beam along the +z axis (broadside direction). Two superstrates, S3 and S4, are designed to be used separately with this antenna. Both S3 and S4, when placed above the antenna separately, shift the first resonance from 865MHz to 905MHz without affecting the 2.45GHz resonance. Placing S3 5mm above the antenna gives rise to a bi-directional radiation pattern (±z-axis) while replacing S3 with S4 generates a main beam along the -z axis (opposite broadside direction) at 905MHz. The radiation pattern remains unperturbed at 2.45GHz for both configurations. The first antenna configuration works within the European UHF-RFID band whereas the antenna + S3 and antenna + S4 configurations work within the North-American UHF-RFID band. Additionally, all three configurations also operate within the 2.45GHz WLAN band. Both the antenna-superstrate configurations have very low profiles of $lambda _{0}$ / $24.4~(lambda _{0} ,, {=}$ free space wavelength at 2.45GHz). The antenna can thus be used with/without the superstrates as an RFID reader depending upon requirements. The information received from the tags can then be transmitted via the WLAN channel.
本文介绍了三种用于 UHF-RFID 和 WLAN 应用的双频双线性极化天线配置。第一种配置由一个带外环的方形贴片组成,分别在 865MHz 和 2.45GHz 频率上表现出两个谐振。在这两个频率上,天线的主波束都沿着 +z 轴(宽边方向)。S3 和 S4 这两个叠层可分别与该天线配合使用。将 S3 和 S4 分别置于天线上方时,可将第一谐振频率从 865MHz 移至 905MHz,而不影响 2.45GHz 谐振。将 S3 放在天线上方 5 毫米处会产生双向辐射模式(±z 轴),而将 S3 换成 S4 则会在 905MHz 处产生沿 -z 轴(相反的宽边方向)的主波束。两种配置在 2.45GHz 时的辐射模式均保持不变。第一种天线配置在欧洲 UHF-RFID 频段内工作,而天线 + S3 和天线 + S4 配置在北美 UHF-RFID 频段内工作。此外,这三种配置还可在 2.45GHz WLAN 频段内工作。这两种天线-基板配置都具有非常低的剖面,为$lambda _{0}$ / $24.4~(2.45GHz 时的lambda _{0} ,,{=}$自由空间波长)。因此,根据需要,天线可以在有或没有叠层的情况下用作 RFID 阅读器。然后就可以通过无线局域网信道传输从标签接收到的信息。
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引用次数: 0
Single Sideband Noise Shaping for All-Digital Delta-Sigma OFDM Backscatter Modulators 全数字三角积分 OFDM 反向散射调制器的单边带噪声整形
Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-30 DOI: 10.1109/JRFID.2024.3394062
James D. Rosenthal;Matthew S. Reynolds
Delta-sigma modulation (DSM) enables the use of all-digital switched impedance modulators to generate arbitrary backscatter signals. For example, a DSM-based backscatter modulator having only two or four impedance states can generate quadrature amplitude modulation (QAM) with e.g., 64 states, or multicarrier orthogonal frequency division multiplexed (OFDM) signals having many subcarriers. This paper describes potential improvements to in-channel spectral characteristics by adding single sideband (SSB) and double sideband (DSB) noise shaping to the DSM signal path. Using numerical simulation and hardware validation, we demonstrate that noise-shaped DSM can improve the spurious-free dynamic range (SFDR) of OFDM subcarriers generated by a low-resolution two-state or four-state impedance digital-to-analog converter. The noise shaping approaches are validated using a prototype OFDM backscatter uplink based on an FPGA driving a single-pole-four-throw (SP4T) CMOS RF switch that serves as the backscatter modulator. The SSB and DSB noise shaping techniques are compared by over-the-air transmission of five-subcarrier OFDM backscatter symbols with a four-times oversampling DSM at up to 1.25 Mbps. With this approach, we find that DSB noise shaping yielded a 6.2 dB improvement in SFDR relative to SSB noise shaping, at the cost of 9.8 dB higher peak out-of-band quantization noise. These results confirm that an all-digital modulation approach with noise-shaped DSM can be used to balance in-band vs. out-of-band quantization noise and thus optimize the spectral characteristics of hardware-efficient, all-digital backscatter modulators for low-power wireless communication.
Δ-Σ调制(DSM)使全数字开关阻抗调制器能够产生任意的反向散射信号。例如,基于 DSM 的反向散射调制器只有两个或四个阻抗状态,可产生 64 个状态的正交振幅调制 (QAM) 或具有多个子载波的多载波正交频分复用 (OFDM) 信号。本文介绍了通过在 DSM 信号路径中添加单边带(SSB)和双边带(DSB)噪声整形来改善信道内频谱特性的可能性。通过数值模拟和硬件验证,我们证明了噪声整形 DSM 可以改善由低分辨率二态或四态阻抗数模转换器生成的 OFDM 子载波的无杂散动态范围 (SFDR)。利用基于 FPGA 的原型 OFDM 后向散射上行链路验证了噪声整形方法,FPGA 驱动单刀四掷 (SP4T) CMOS 射频开关作为后向散射调制器。通过空中传输五子载波 OFDM 后向散射符号与四倍超采样 DSM(最高 1.25 Mbps),比较了 SSB 和 DSB 噪声整形技术。通过这种方法,我们发现与 SSB 噪声整形相比,DSB 噪声整形的 SFDR 提高了 6.2 dB,但带外量化噪声峰值却提高了 9.8 dB。这些结果证实,采用噪声整形 DSM 的全数字调制方法可用于平衡带内与带外量化噪声,从而优化用于低功耗无线通信的硬件高效全数字反向散射调制器的频谱特性。
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引用次数: 0
A Low-Profile Top-Loaded Monopole Antenna for On-Metal RFID Tag Design 用于金属表面 RFID 标签设计的扁平顶部单极天线
Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-26 DOI: 10.1109/JRFID.2024.3393994
Jiun-Ian Tan;Yong-Hong Lee;Eng-Hock Lim;Fwee-Leong Bong;Boon-Kuan Chung
For the first time, a novel low-profile top-loaded monopole antenna is proposed for on-metal omnidirectional tag design. Here, a square patch is loaded on top of a short monopole antenna to improve its input impedance and radiation efficiency. Subsequently, the tag antenna is shunt-fed (using both the direct-feeding and proximity-coupled-feeding methods) to further enhance its input impedance and omnidirectionality. As a result, the antenna impedance, radiation resistance, and radiation efficiency have all been enhanced significantly, as compared with a typical short monopole antenna. A C-shaped feedline, which is to shunt-feed the tag antenna, is also introducing additional inductance to the antenna impedance for attaining good impedance matching level. Despite having a profile of not more than one hundredth of the operating wavelength, the proposed tag antenna is still able to exhibit a strong and stable omnidirectional radiation pattern when attached on a metal. The proposed tag antenna, which has a size of $0.1069 lambda times 0.1069 lambda times 0.0098~lambda $ , can provide a constant read range of ~9.2 m in all azimuthal directions, with a minimal fluctuation of 0.5 m at 0.910 GHz. The tag’s resonance remains stable and independent of the size and shape of the backing conductive platform.
首次提出了一种用于金属全向标签设计的新型扁平顶部单极天线。在这里,一个方形贴片被加载到一个短单极天线的顶部,以改善其输入阻抗和辐射效率。随后,对标签天线进行并联馈电(采用直接馈电和近距离耦合馈电两种方法),以进一步提高其输入阻抗和全向性。因此,与典型的短单极天线相比,天线阻抗、辐射阻抗和辐射效率都得到了显著提高。C 形馈线用于对标签天线进行分流馈电,也为天线阻抗引入了额外的电感,以达到良好的阻抗匹配水平。尽管标签天线的轮廓不超过工作波长的百分之一,但当它贴在金属上时,仍能显示出强大而稳定的全向辐射模式。拟议的标签天线尺寸为 0.1069 lambda times 0.1069 lambda times 0.0098~lambda $,可以在所有方位角方向提供约 9.2 米的恒定读取范围,在 0.910 GHz 频率下波动最小为 0.5 米。标签的共振保持稳定,与背衬导电平台的尺寸和形状无关。
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引用次数: 0
RIS Assisted AmBc Communication Over Spatially Correlated Channels 空间相关信道上的 RIS 辅助 AmBc 通信
Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-26 DOI: 10.1109/JRFID.2024.3394063
Anish Kumar Gupta;Punitkumar Bhavsar
This article proposes incorporation of reconfigurable intelligent surfaces (RIS) with ambient backscatter (AmBc) communication. The aim is to strengthen the radio links between ambient source to backscatter device (BD) and from BD to cooperative receiver (CR). The analysis considers correlated Rician channels and incorporates hardware imperfection (HWI) modeled by von-Mises distribution. We derive a closed form expression of the outage probability which is validated through Monte Carlo (MC) simulations. The findings show improvement in outage probability for a deliberate selection of parameters of the proposed RIS assisted AmBc communication system. In addition, the importance of correlated-channel behavior is considered and analyzed for its effect on the outage probability performance of the proposed system.
本文提出将可重构智能表面(RIS)与环境反向散射(AmBc)通信相结合。其目的是加强从环境源到反向散射设备(BD)以及从BD到合作接收器(CR)之间的无线电链路。分析考虑了相关的里岑信道,并纳入了以冯-米塞斯分布为模型的硬件不完善(HWI)。我们得出了中断概率的封闭式表达式,并通过蒙特卡罗(MC)模拟进行了验证。研究结果表明,在有意选择拟议的 RIS 辅助 AmBc 通信系统参数的情况下,中断概率有所改善。此外,还考虑了相关信道行为的重要性,并分析了其对拟议系统中断概率性能的影响。
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引用次数: 0
A Parallel Logistic Network Simulation Method and System to Improve Logistics Efficiency 提高物流效率的并行物流网络模拟方法和系统
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-24 DOI: 10.1109/JRFID.2024.3392943
Sheng Liu;Xiaotian Zhuang;Liang Yan;Yu Wang;Shengnan Wu;Yisheng Lv;Fenghua Zhu;Fei-Yue Wang
In order to solve the problems of package delivery delay and package loss caused by the sudden increase of package transportation demand during large-scale promotion activities such as 11.11 and 6.18, this paper proposes a parallel logistic network method, aiming at the logistic network of large logistic enterprises, establishes its equivalent virtual logistic network, senses the package transportation demand and network state of the actual logistic network, circularly simulates the operation in advance, finds the delayed and lost packages, analyzes the reasons, and adjust the parameters of network nodes and transportation lines to ensure that packages are delivered on time at low cost. Then the adjusted virtual network parameters are fed back to the actual logistic network, so as to realize the efficient operation of logistic enterprises. A simulation engine ensures that the simulation of 400 million package distribution in 30 days can be completed in half an hour on a personal computer. The application results show that the parallel logistic network reduces the package transportation time by about 10%. The transportation distance is reduced by 7%. Reduce transportation costs by 15%.
为解决 "11.11"、"6.18 "等大型促销活动期间因包裹运输需求骤增而导致的包裹投递延迟和包裹丢失等问题,本文提出了一种并行物流网络方法,针对大型物流企业的物流网络,建立其等效的虚拟物流网络,感知实际物流网络的包裹运输需求和网络状态,并根据网络状态对包裹投递延迟和包裹丢失进行预测。18,本文提出了一种并行物流网络方法,针对大型物流企业的物流网络,建立其等效的虚拟物流网络,感知实际物流网络的包裹运输需求和网络状态,提前循环模拟运行,发现延误和丢失的包裹,分析原因,调整网络节点和运输线路的参数,确保包裹低成本准时送达。然后将调整后的虚拟网络参数反馈给实际物流网络,从而实现物流企业的高效运营。仿真引擎可确保在个人电脑上半小时内完成 30 天内 4 亿个包裹配送的仿真。应用结果表明,并行物流网络使包裹运输时间缩短了约 10%。运输距离缩短 7%。运输成本降低 15%。
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引用次数: 0
Tag-Fall: A Doppler Shift-Based Fall Detection Method Using RFID Passive Tags 标签-跌倒:使用 RFID 无源标签的基于多普勒频移的跌倒检测方法
Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-24 DOI: 10.1109/JRFID.2024.3393242
Kai Huang;Yongtao Ma;Yicheng Chu;Zemin Wang
As the global population ages, the prevalence of elderly individuals living independently has risen. As one of the main threats to the health of the elderly, falling seriously reduces the happiness of the elderly and imposes a burden on the medical system. Therefore, the exploration of automatic fall detection systems is crucial. However, proposed fall detection systems exhibit varying degrees of shortcomings. In this paper, we propose a new fall detection method utilizing Doppler shift with RFID passive tags. The motion of the passive tag induces a Doppler shift in the reflected signal. This method is the first to use Doppler frequency shift for fall detection in RFID. Additionally, a velocity-position iteration algorithm is applied to ascertain the tag’s position and velocity over time. The combination of velocity and position for fall detection yields higher accuracy compared to individual parameters. The proposed method demonstrates the capability to differentiate between sudden and soft falls, aiding medical professionals in identifying the cause of a user’s fall. The experimental results demonstrate that the system achieves an accuracy rate of 91.7% in detecting sudden falls, and this accuracy remains at 86.8% even after incorporating soft falls into the analysis. Consequently, the proposed method proves to be an effective and reliable approach for fall detection.
随着全球人口老龄化的加剧,独立生活的老年人越来越多。作为老年人健康的主要威胁之一,跌倒严重降低了老年人的幸福感,也给医疗系统带来了负担。因此,探索自动跌倒检测系统至关重要。然而,目前提出的跌倒检测系统都存在不同程度的缺陷。在本文中,我们提出了一种利用多普勒频移和 RFID 无源标签的新型跌倒检测方法。无源标签的运动会引起反射信号的多普勒频移。该方法首次将多普勒频移用于 RFID 的跌倒检测。此外,还采用了速度-位置迭代算法来确定标签随时间变化的位置和速度。与单个参数相比,结合速度和位置进行跌倒检测的准确度更高。所提出的方法证明了区分突然跌倒和软跌倒的能力,有助于医疗专业人员识别用户跌倒的原因。实验结果表明,该系统检测突然跌倒的准确率达到 91.7%,即使将软跌倒纳入分析,准确率也保持在 86.8%。因此,所提出的方法被证明是一种有效、可靠的跌倒检测方法。
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引用次数: 0
期刊
IEEE journal of radio frequency identification
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