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Channel Estimation for Backscatter Relay System With Dynamic Reflection Coefficient 具有动态反射系数的后向散射中继系统的信道估计
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-26 DOI: 10.1109/JRFID.2024.3449555
Yulin Zhou;Yang Zhang;Aziz Altaf Khuwaja;Qifei Zhang;Xianmin Zhang;Xiaonan Hui
Ambient backscatter communication (AmBC) systems with energy harvesting (EH) can achieve competitive data rates, making them a robust choice for Internet of Things (IoT) networks. In this case, channel characteristics are fundamental to the performance and efficiency of AmBC. However, the existing channel estimation methods are mostly considered in fixed scenarios, resulting in significant performance loss. Thus, in this work, we explore a backscatter relay system comprising a radio frequency (RF) source, mobile RFID tag, and reader. We propose two channel estimation schemes: Dynamic Least Squares (DLS) and Dynamic Minimum Mean Square Error (DMMSE) and derive the closed-form expression for achievable rate. By comparing analytical results for achievable rate and mean squared error (MSE) with the considered channel estimation schemes that incorporate variable input power and frequency, we can better understand the performance improvements and trade-offs. The numerical results show that AmBC using dynamic RC channel estimation schemes have a higher average achievable rate than conventional methods, and the DMMSE scheme performs better than the DLS scheme. Additionally, we achieve the optimal power and frequency corresponding to the optimal RC, which will significantly improve the performance of the AmBC system.
具有能量收集(EH)功能的环境反向散射通信(AmBC)系统可实现具有竞争力的数据传输速率,使其成为物联网(IoT)网络的可靠选择。在这种情况下,信道特性对 AmBC 的性能和效率至关重要。然而,现有的信道估计方法大多是在固定场景下考虑的,导致性能大幅下降。因此,在这项工作中,我们探索了一个由射频(RF)源、移动 RFID 标签和阅读器组成的反向散射中继系统。我们提出了两种信道估计方案:我们提出了两种信道估计方案:动态最小二乘法(DLS)和动态最小均方误差(DMMSE),并推导出了可实现速率的闭式表达式。通过将可实现速率和均方误差 (MSE) 的分析结果与所考虑的包含可变输入功率和频率的信道估计方案进行比较,我们可以更好地理解性能改进和权衡。数值结果表明,与传统方法相比,使用动态 RC 信道估计方案的 AmBC 具有更高的平均可实现速率,而 DMMSE 方案的性能优于 DLS 方案。此外,我们还实现了与最佳 RC 相对应的最佳功率和频率,这将显著提高 AmBC 系统的性能。
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引用次数: 0
Communication and Power Transfer Analysis of Interfering Magnetically Resonant Coupled Systems 干扰磁共振耦合系统的通信和功率传输分析
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1109/JRFID.2024.3434642
Richard Fischbacher;Jose Romero Lopera;David Pommerenke;Ralph Prestros;Bernhard Auinger;Wolfgang Bösch;Jasmin Grosinger
This work presents, for the first time, a communication and power transfer analysis of interfering wireless power transfer (WPT) and near-field communication (NFC) systems. The communication analysis is conducted by investigating the NFC tag-to-reader communication quality in the digital baseband while being interfered with by WPT. The power transfer analysis is conducted by investigating the maximum power transferred and WPT efficiency $eta $ while being affected by the passive loading effects of the NFC prototype system. Inductive decoupling techniques are applied to improve the communication quality and WPT performance. Good communication quality was achieved with at least $60~%$ inductive decoupling. A system-level adjustment of the communication signal demodulation achieved further communication quality improvements, requiring only $15~%$ inductive decoupling. The WPT performance was improved by inductive decoupling, shown by an improved maximum power transfer of up to $27~%$ and an improved WPT efficiency $eta $ from 0.42 to 0.67. Additionally, inductive decoupling reduced the chance of the WPT system damaging the NFC system due to too much energy being delivered. These investigations were conducted using time-efficient broadband circuit-level simulations and measurement-verified broadband equivalent circuit coil models.
这项研究首次提出了对相互干扰的无线功率传输(WPT)和近场通信(NFC)系统的通信和功率传输分析。通信分析是通过研究受到 WPT 干扰时 NFC 标签与阅读器在数字基带中的通信质量进行的。功率传输分析是通过研究受 NFC 原型系统无源负载效应影响时的最大传输功率和 WPT 效率来进行的。应用电感去耦技术提高了通信质量和 WPT 性能。通过至少 60~%$ 的电感去耦实现了良好的通信质量。通信信号解调的系统级调整进一步提高了通信质量,只需要 15~%$ 的电感去耦。电感去耦改善了 WPT 性能,最大功率传输高达 27 美元,WPT 效率从 0.42 提高到 0.67。此外,电感去耦减少了 WPT 系统因能量传输过多而损坏 NFC 系统的几率。这些研究采用了时间效率较高的宽带电路级模拟和经过测量验证的宽带等效电路线圈模型。
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引用次数: 0
A High-Performance Learning-Based Framework for Monocular 3-D Point Cloud Reconstruction 基于学习的高性能单目三维点云重建框架
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1109/JRFID.2024.3435875
AmirHossein Zamani;Kamran Ghaffari;Amir G. Aghdam
An essential yet challenging step in the 3D reconstruction problem is to train a machine or a robot to model 3D objects. Many 3D reconstruction applications depend on real-time data processing, so computational efficiency is a fundamental requirement in such systems. Despite considerable progress in 3D reconstruction techniques in recent years, developing efficient algorithms for real-time implementation remains an open problem. The present study addresses current issues in the high-precision reconstruction of objects displayed in a single-view image with sufficiently high accuracy and computational efficiency. To this end, we propose two neural frameworks: a CNN-based autoencoder architecture called Fast-Image2Point (FI2P) and a transformer-based network called TransCNN3D. These frameworks consist of two stages: perception and construction. The perception stage addresses the understanding and extraction process of the underlying contexts and features of the image. The construction stage, on the other hand, is responsible for recovering the 3D geometry of an object by using the knowledge and contexts extracted in the perception stage. The FI2P is a simple yet powerful architecture to reconstruct 3D objects from images faster (in real-time) without losing accuracy. Then, the TransCNN3D framework provides a more accurate 3D reconstruction without losing computational efficiency. The output of the reconstruction framework is represented in the point cloud format. The ShapeNet dataset is utilized to compare the proposed method with the existing ones in terms of computation time and accuracy. Simulations demonstrate the superior performance of the proposed strategy. Our dataset and code are available on IEEE DataPort website and first author’s GitHub repository respectively.
在三维重建问题中,训练机器或机器人对三维物体进行建模是必不可少但又极具挑战性的一步。许多三维重建应用依赖于实时数据处理,因此计算效率是此类系统的基本要求。尽管近年来三维重建技术取得了长足进步,但开发实时实施的高效算法仍是一个有待解决的问题。本研究旨在解决目前以足够高的精度和计算效率对单视角图像中显示的物体进行高精度重建的问题。为此,我们提出了两个神经框架:一个是基于 CNN 的自动编码器架构,称为 "Fast-Image2Point (FI2P)";另一个是基于变压器的网络,称为 "TransCNN3D"。这些框架包括两个阶段:感知和构建。感知阶段涉及对图像底层上下文和特征的理解和提取过程。另一方面,构建阶段负责利用感知阶段提取的知识和上下文恢复物体的三维几何形状。FI2P 是一种简单但功能强大的架构,可在不降低精度的情况下更快(实时)地从图像中重建 3D 物体。然后,TransCNN3D 框架在不降低计算效率的情况下提供了更精确的三维重建。重建框架的输出以点云格式表示。我们利用 ShapeNet 数据集,从计算时间和精确度方面对提出的方法和现有方法进行了比较。模拟结果表明,所提出的策略性能优越。我们的数据集和代码可分别从 IEEE DataPort 网站和第一作者的 GitHub 存储库中获取。
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引用次数: 0
Design and Integration of Low Power RFID Wake-Up Radio for the Activation of Sensing Nodes in Industrial Plants 用于激活工业厂房传感节点的低功耗 RFID 唤醒无线电设备的设计与集成
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-22 DOI: 10.1109/JRFID.2024.3432185
Alessio Mostaccio;Nicola D’Uva;Sara Amendola;Cecilia Occhiuzzi;Gaetano Marrocco
Hybrid wireless sensing nodes, composed of different sampling/processing and communication interfaces are gaining increasing interest in industrial scenarios thanks to their capability to create sensing networks with limited impact on operational costs and architectures. In this paper, the authors present the design and characterization of a Radio Frequency IDentification (RFID) board for the on-demand activation of sensing nodes. The device resorts to the functionalities of the EM4325 RFID IC which can emit simple voltage transitions upon the reception of RF events to wake up an external device. The antenna, namely a coplanar F-antenna, fulfills the design constraints due to its application in a potentially explosive environment and achieves a realized gain of 4 dBi. The latter, combined with the extremely low power sensitivity of the IC configured in semi-active mode, grants a reading distance of approximately 10 m. The potentialities of the IC are then investigated by comparing two configurations of the IC in terms of the duration of the wake-up signal and thus power consumption. The findings indicate that the most selective configuration is the most indicated choice in case of limited power sources.
混合无线传感节点由不同的采样/处理和通信接口组成,能够创建对运营成本和架构影响有限的传感网络,因此在工业场景中越来越受到关注。在本文中,作者介绍了用于按需激活传感节点的射频识别(RFID)板的设计和特性。该设备利用 EM4325 RFID IC 的功能,在接收到射频事件时发出简单的电压转换,以唤醒外部设备。天线(共面 F 天线)满足了在潜在爆炸环境中应用的设计限制,实现了 4 dBi 的增益。通过比较集成电路在唤醒信号持续时间和功耗方面的两种配置,研究了集成电路的潜力。研究结果表明,在电源有限的情况下,选择性最强的配置是最合适的选择。
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引用次数: 0
Embedded Inductance Folded-Patch Antenna With Inclined Slots for On-Metal Tag Design 用于金属标签设计的带倾斜槽嵌入式电感折叠贴片天线
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-19 DOI: 10.1109/JRFID.2024.3431198
Nurfarahin Miswadi;Nurul Huda Abd Rahman;Eng-Hock Lim;Suhaila bt Subahir;Mohd Aziz Aris;Muthukannan Murugesh
A novel radio frequency identification (RFID) folded-patch tag antenna that is designed using a double-layered configuration embedded with multiple inclined slots has been proposed for on-metal applications. The slots are functioning as a tuning mechanism for adjusting the operating frequency and antenna reactance. The operating frequency can be efficiently scaled down to the desired ultra-high frequency (UHF) band, while the reactance can be easily optimized to match with the chip reactance by adjusting the embedded inclined slots, without altering the antenna structure. The proposed tag antenna has a compact size of 32 mm $times $ 40 mm $times 3$ .35 mm ( $0.097lambda times 0.122lambda times 0.010lambda $ ), and it can be fabricated on the single side of a thin polyimide substrate through chemical etching. The tag antenna has demonstrated a far-read distance of 16m when it is tested using an EIRP power of 4W. The stability of the tag operating frequency has been proven. It is unaffected by the size variation of the backing metal object.
我们提出了一种新型射频识别(RFID)折叠式标签天线,它采用双层配置,内嵌多个倾斜槽,适用于金属应用。这些斜槽可用作调整工作频率和天线电抗的调谐机制。工作频率可以有效地降低到所需的超高频(UHF)频段,而电抗则可以在不改变天线结构的情况下,通过调整嵌入式斜槽轻松优化,以与芯片电抗相匹配。所提出的标签天线尺寸小巧,仅为 32 毫米乘以 40 毫米乘以 3.35 毫米(0.097 英寸乘以 0.122 英寸乘以 0.010 英寸),并且可以通过化学蚀刻在薄聚酰亚胺衬底的单面上制作。在使用 4W 的 EIRP 功率进行测试时,标签天线的远读距离达到了 16 米。标签工作频率的稳定性已得到证实。它不受底层金属物体尺寸变化的影响。
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引用次数: 0
Implementations for Scattering at 1.8 Volt Between Battery-Less Transponder and Mobile Telephones 在无电池转发器和移动电话之间实现 1.8 伏散射
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-15 DOI: 10.1109/JRFID.2024.3428359
Roman Willi;Lars Kamm;Paul Zbinden;Matthias Schütz
This work concerns advanced implementations of a battery-less transponder operated by intentionally generated wireless signals in the 2.4 GHz ISM band. The wireless signals consist of a power supplying data stream and of a quasi-continuous Bluetooth RF (radio frequency) signal, which enables the transponder to back-scatter the RF signal to a receiver. Our setup uses two regular, unmodified mobile telephones, one for transmitting the signals, the other for receiving the scattered signals. The transponder modulates the quasi-continuous RF signal according to a subcarrier and a predetermined 1 Mbit/s bit-stream. The present extended study further compares advanced implementation techniques: Micro Controller Unit (MCU), FPGA (Field Programmable Gate Array), CPLD (Complex Programmable Logic Device) and ASIC (Application Specific Integrated Circuit) and implements a CPLD test version. Experimental results suggest that our CPLD is more suitable than MCU or FPGA implementations. The paper further demonstrates the transition from a fully synchronous to a low-power asynchronous CPLD implementation. The measured power consumption for generating the bit-stream is $mathrm {87,mu W}$ , which results in a 6-fold reduction compared to our previous work. Accordingly, the asynchronous CPLD implementation increases total efficiency by 40% and it is expected that this will significantly extend the wireless operational range of the battery-less transponder. Thus, the CPLD technology enables fast, flexible, and cost-effective implementation, particularly in the field of research and development.
这项工作涉及一种无电池转发器的先进实现方法,该转发器由 2.4 GHz ISM 波段中有意产生的无线信号操作。无线信号由供电数据流和准连续蓝牙射频(无线电频率)信号组成,使应答器能够将射频信号反向散射到接收器。我们的装置使用两部未改装的普通移动电话,一部用于发射信号,另一部用于接收散射信号。转发器根据子载波和预定的 1 Mbit/s 比特流对准连续射频信号进行调制。本扩展研究进一步比较了先进的实施技术:微控制器单元(MCU)、现场可编程门阵列(FPGA)、复杂可编程逻辑器件(CPLD)和专用集成电路(ASIC),并实现了 CPLD 测试版本。实验结果表明,与 MCU 或 FPGA 实现相比,我们的 CPLD 更为合适。论文进一步展示了从完全同步到低功耗异步 CPLD 实现的过渡。生成比特流的实测功耗为 $mathrm {87,mu W}$,与我们之前的工作相比降低了 6 倍。因此,异步 CPLD 实现将总效率提高了 40%,预计这将显著延长无电池转发器的无线工作范围。因此,CPLD 技术可以实现快速、灵活和经济高效的实施,特别是在研发领域。
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引用次数: 0
Wideband Long Range Compact Serrated Triangular Patch-Based UHF RFID Tag for Metallic Base Environment 适用于金属基底环境的宽带远距离紧凑型锯齿状三角形贴片超高频 RFID 标签
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-08 DOI: 10.1109/JRFID.2024.3425050
Abhishek Choudhary;Deepak Sood
A folded-patch tag antenna measuring ( $53.5times 12times 3.3$ ) mm3 has been developed for effective operation on metallic surfaces. The antenna design features a distinctive serrated triangular patch radiator on its top layer, connected to the bottom ground plane through inductive stubs positioned at the ends. This triangular patch configuration is tailored to offer enhanced impedance matching. Furthermore, the inclusion of serrations, inductive stubs, and a thin rectangular stub on the top layer serves the dual purpose of fine-tuning the resonant frequency and reducing the overall size of the tag. The designed tag antenna works well for both ETSI and FCC bands. In practical testing scenarios in ETSI band, the designed tag antenna achieves a maximum read range of 8 meters in air and 5.1 meters when mounted on a metallic plate of size $20times 20$ cm2. For FCC band the read range is 4.5 m in air and 3.1 m for metallic surface. The tag also exhibit 4 m (ETSI) and 2.1 m (FCC) reading ranges on curved metallic surface. Notably, the wide operational frequency range of the tag encompasses both European/Indian and U.S. RFID bands.
为在金属表面有效工作,开发了一种尺寸为(53.5美元乘以12美元乘以3.3美元)mm3的折叠式贴片标签天线。天线设计的特点是顶层有一个独特的锯齿状三角形贴片辐射器,通过位于两端的电感桩与底层接地平面相连。这种三角形贴片配置可增强阻抗匹配。此外,在顶层加入锯齿、电感存根和薄矩形存根还能达到微调谐振频率和减小标签整体尺寸的双重目的。所设计的标签天线在 ETSI 和 FCC 波段都能很好地工作。在 ETSI 频段的实际测试场景中,设计的标签天线在空气中的最大读取距离为 8 米,安装在 20×20$ cm2 大小的金属板上时为 5.1 米。在 FCC 波段,空气中的读取距离为 4.5 米,金属表面的读取距离为 3.1 米。在弯曲的金属表面上,标签的读取范围也分别为 4 米(ETSI)和 2.1 米(FCC)。值得注意的是,该标签的工作频率范围很宽,包括欧洲/印度和美国的 RFID 频段。
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引用次数: 0
Temperature-Stable Low-Power RF-to-DC Dickson Charge Pump Rectifiers for Battery-Free Sensing and IoT Systems 用于无电池传感和物联网系统的温度稳定型低功耗射频至直流 Dickson 充电泵整流器
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-04 DOI: 10.1109/JRFID.2024.3423711
Xiaoqiang Gu;Jorge Virgilio de Almeida;Simon Hemour;Roni Khazaka;Ke Wu
Temperature variation poses a significant challenge for battery-free sensors and Internet of Things (IoT) systems, mainly due to the absence of built-in temperature compensation modules. This work presents a strategy to identify Schottky diodes for low-power RF-to-dc Dickson charge pump (DCP) rectifiers to enhance temperature stability. Theoretical analysis pinpoints that performance degradation in dynamic temperatures results from the mismatch loss between diode nonlinear junction resistance and load resistance. The analytical method is implemented to synthesize the optimum number of stages and identify suitable Schottky diodes for low-power RF-to-dc DCP rectifiers. Experimental measurements demonstrate that the SMS7621-based 3-stage RF-to-dc DCP rectifier maintains a wide matched operating temperature range from $- 32.5~^{circ }$ C to $70~^{circ }$ C. Further experiments show that its dc output voltage remains above 3.2 V across a wide temperature range of $- 40~^{circ }$ C to $80~^{circ }$ C when the RF input is −8 dBm, which can drive a commercial wireless sensor board. This work aims to serve as a benchmark for developing reliable low-power RF-to-dc DCP rectifiers that meet various operating temperature requirements of battery-free IoT sensors.
温度变化给无电池传感器和物联网(IoT)系统带来了巨大挑战,主要原因是没有内置温度补偿模块。本研究提出了一种为低功率射频到直流迪克森电荷泵(DCP)整流器识别肖特基二极管的策略,以提高温度稳定性。理论分析指出,二极管非线性结电阻和负载电阻之间的不匹配损耗会导致动态温度下的性能下降。该分析方法用于合成最佳级数,并为低功率射频到直流 DCP 整流器确定合适的肖特基二极管。进一步的实验表明,当射频输入为 -8 dBm 时,其直流输出电压在 $- 40~^{circ }$ C 到 $80~^{circ }$ C 的宽温度范围内保持在 3.2 V 以上,可以驱动商用无线传感器板。这项工作旨在为开发可靠的低功耗射频-直流 DCP 整流器提供基准,以满足无电池物联网传感器的各种工作温度要求。
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引用次数: 0
Cognitive Reinforcement Learning: An Interpretable Decision-Making for Virtual Driver 认知强化学习:虚拟驾驶员的可解释决策
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-24 DOI: 10.1109/JRFID.2024.3418649
Hao Qi;Enguang Hou;Peijun Ye
The interpretability of decision-making in autonomous driving is crucial for the building of virtual driver, promoting the trust worth of artificial intelligence (AI) and the efficiency of human-machine interaction. However, current data-driven methods such as deep reinforcement learning (DRL) directly acquire driving policies from collected data, where the decision-making process is vague for safety validation. To address this issue, this paper proposes cognitive reinforcement learning that can both simulate the human driver’s deliberation and provide interpretability of the virtual driver’s behaviors. The new method involves cognitive modeling, reinforcement learning and reasoning path extraction. Experiments on the virtual driving environment indicate that our method can semantically interpret the virtual driver’s behaviors. The results show that the proposed cognitive reinforcement learning model combines the interpretability of cognitive models with the learning capability of reinforcement learning, providing a new approach for the construction of trustworthy virtual drivers.
自动驾驶中决策的可解释性对于构建虚拟驾驶员、提升人工智能(AI)的信任价值和人机交互效率至关重要。然而,目前的数据驱动方法(如深度强化学习(DRL))直接从收集的数据中获取驾驶策略,决策过程在安全验证方面比较模糊。针对这一问题,本文提出了认知强化学习方法,既能模拟人类驾驶员的思考过程,又能提供虚拟驾驶员行为的可解释性。新方法包括认知建模、强化学习和推理路径提取。虚拟驾驶环境的实验表明,我们的方法可以从语义上解释虚拟驾驶员的行为。结果表明,所提出的认知强化学习模型结合了认知模型的可解释性和强化学习的学习能力,为构建可信赖的虚拟驾驶员提供了一种新方法。
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引用次数: 0
DTN Demonstrations With ESA Ground Segment DTN 与欧空局地面段的演示
IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-20 DOI: 10.1109/JRFID.2024.3415746
Camillo Malnati;Felix Flentge
In this paper we present the results of two Delay Tolerant Networking (DTN) demonstration activities carried out in the European Space Agency (ESA) Ground Segment. The first demonstration has been prepared with the OPS-SAT spacecraft, to demonstrate a full DTN protocol stack with CCSDS File Delivery Protocol (CFDP), Bundle Protocol (BP), Licklider Transmission Protocol (LTP), CCSDS Space Packet Protocol (SPP) and show the ESA Ground Segment BP implementation capabilities. In this first activity we demonstrated in-orbit file transfer on both uplink and downlink over a DTN network stack. The second demonstration has been performed in collaboration with Morehead State University (MSU), NASA JPL and D3TN, with the aim to show interoperability of DTN implementations across space agencies and external partners. Following a loss of communication with the spacecraft and failed lunar orbit insertion, the activity focused on an end-to-end data flow simulation with the spacecraft recorded data, involving the ESA Kourou ground station, the Lunar IceCube Engineering Model (EM), MSU ground segment and an operational DTN network of seven nodes. The demonstrations provide valuable lessons learned about interoperability testing, coordination, and planning in a multi-agency environment. The live operations performed during these activities provided insights on operational requirements that are relevant to future demonstrations and can help avoid some of the issues we encountered. The encouraging results obtained suggest that DTN technologies are getting ready for broader adoption.
本文介绍了欧洲航天局(ESA)地面段开展的两项容错网络(DTN)演示活动的结果。第一次演示是在 OPS-SAT 航天器上进行的,目的是演示完整的 DTN 协议栈,包括 CCSDS 文件传输协议 (CFDP)、捆绑协议 (BP)、Licklider 传输协议 (LTP)、CCSDS 空间包协议 (SPP),并展示欧空局地面段 BP 的实施能力。在第一项活动中,我们通过 DTN 网络协议栈演示了上行链路和下行链路的在轨文件传输。第二次演示是与莫黑德州立大学(MSU)、NASA JPL 和 D3TN 合作进行的,目的是展示空间机构和外部合作伙伴之间 DTN 实施的互操作性。在与航天器失去通信和月球轨道插入失败之后,活动重点是利用航天器记录的数据进行端到端数据流模拟,涉及欧空局库鲁地面站、月球冰立方工程模型(EM)、莫黑德州立大学地面段和由七个节点组成的运行中的 DTN 网络。这些演示为多机构环境下的互操作性测试、协调和规划提供了宝贵的经验。在这些活动中进行的实时操作提供了与未来演示相关的操作要求方面的见解,有助于避免我们遇到的一些问题。令人鼓舞的结果表明,DTN 技术正在为更广泛的应用做好准备。
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引用次数: 0
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IEEE journal of radio frequency identification
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