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A Novel Differential Incoherent Heterodyne Continuous-Wave Radar Receiver Architecture With Increased Phase Sensitivity 一种提高相位灵敏度的差分非相干外差连续波雷达接收机结构
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/TMTT.2025.3633498
Nils C. Albrecht;Philip Riege;Bartosz Tegowski;Dominik Langer;Alexander Koelpin
This work presents a novel heterodyne radar transceiver architecture based on two separate, incoherent radio frequency (RF) sources. Unlike conventional continuous-wave (CW) radar systems, the proposed approach measures the square of the channel transfer function, resulting in doubled phase sensitivity. This enhancement arises from a differential evaluation of the downconverted intermediate-frequency (IF) signals, which enables precise tracking of phase changes without requiring phase-locked local oscillators. The associated signal-processing and calibration methods are derived, allowing for accurate reconstruction of the dynamic target response, even in the presence of static reflections and without needing knowledge of the calibration target’s absolute position. Additionally, the effect of oscillator phase noise is evaluated. Experimental validation using high-precision linear motion confirms that the system accurately tracks target displacement and delivers results comparable to those obtained with a commercial vector network analyzer (VNA). By eliminating the need for RF phase synchronization between transceivers, the architecture significantly reduces hardware complexity and is well-suited for integration and miniaturization. Although demonstrated with a single transceiver pair, the method scales naturally to multichannel configurations, enabling low-complexity multiple-input–multiple-output (MIMO) radar systems with enhanced sensitivity.
这项工作提出了一种基于两个独立的非相干射频(RF)源的新型外差雷达收发器架构。与传统的连续波(CW)雷达系统不同,该方法测量信道传递函数的平方,从而获得双倍的相位灵敏度。这种增强来自于对下变频中频(IF)信号的差分评估,它可以精确跟踪相位变化,而不需要锁相的本地振荡器。推导了相关的信号处理和校准方法,即使在存在静态反射的情况下,也不需要知道校准目标的绝对位置,从而可以精确地重建动态目标响应。此外,还分析了振荡器相位噪声的影响。使用高精度线性运动的实验验证证实,该系统准确跟踪目标位移,并提供与商用矢量网络分析仪(VNA)获得的结果相当的结果。通过消除收发器之间射频相位同步的需要,该架构显著降低了硬件复杂性,非常适合集成和小型化。虽然采用了单个收发器对进行演示,但该方法可以自然地扩展到多通道配置,从而实现低复杂度的多输入多输出(MIMO)雷达系统,提高了灵敏度。
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引用次数: 0
Design and Test of a Photonic-Assisted Ultrawideband Receiver Based on Optical Subsampling 基于光学子采样的光子辅助超宽带接收机的设计与测试
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/TMTT.2025.3634745
Lei Huang;Qihui Zhou;Liyuan Zhao;Xin Zhang;Weicheng Kong;Hongmeng Zhao;Zhuohang Zhang;Jianfeng Zhang;Wuxin Xiao;Xin Zheng;Jianghua Zhang;Tian Jiang
This article presents a photonic-assisted ultrawideband receiver architecture based on dual-parallel optical subsampling using two mode-locked lasers (MLLs) with distinct repetition rates. The proposed architecture resolves frequency ambiguity and suppresses aliasing without requiring a third optical link, thereby significantly reducing system complexity, size, weight, and power (SWaP). Carrier-suppressed single-sideband (CS-SSB) modulation is implemented using a dual-parallel Mach-Zehnder modulator (DP-MZM), while balanced coherent detection enhances noise suppression. Compared to conventional double-sideband (DSB) schemes, the system achieves a twofold increase in instantaneous processing bandwidth. Simulation and experiments demonstrate frequency measurement errors below 3 MHz across the 2–18-GHz band, with a measured spurious-free dynamic range (SFDR) of 107 dB $cdot $ Hz ${}^{{2}/{3}}$ . Fabricated in a 130-nm silicon photonics process, the receiver provides a compact, low-SWaP, and stable solution for wideband electronic reconnaissance.
本文提出了一种基于双平行光学子采样的光子辅助超宽带接收器结构,该结构使用两个不同重复率的锁模激光器。所提出的架构解决了频率模糊和抑制混叠,而不需要第三条光链路,从而显着降低了系统的复杂性,尺寸,重量和功耗(SWaP)。载波抑制单边带(CS-SSB)调制使用双并行马赫-曾德尔调制器(DP-MZM)实现,而平衡相干检测增强了噪声抑制。与传统的双边带(DSB)方案相比,该系统实现了瞬时处理带宽的两倍增长。仿真和实验表明,在2 - 18 ghz频段内,频率测量误差小于3 MHz,测量的无杂散动态范围(SFDR)为107 dB $cdot $ Hz ${}^{{2}/{3}}$。该接收器采用130纳米硅光子学工艺制造,为宽带电子侦察提供了紧凑、低swap和稳定的解决方案。
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引用次数: 0
Single-Chain Six-Port Transceiver Front End With Dual-in-Band Full-Duplex Capability 具有双带全双工能力的单链六端口收发器前端
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-24 DOI: 10.1109/TMTT.2025.3633423
Ronghao Chen;Mengting Tu;Guangyou Xu;Wai-Wa Choi;Ke Wu;Pedro Cheong
The increasing demand for high-speed wireless communication necessitates front ends that combine high spectral efficiency with multiband operation. Integrating in-band full-duplex (IBFD) and carrier aggregation (CA) technologies becomes crucial but is hindered by the complexity and cost of duplicating transmit and receive chains across bands. In this work, we present a single-chain six-port transceiver architecture enabling dual-in-band full-duplex (DIBFD) operation to eliminate replicated chains. By leveraging the common-mode (CM) and differential-mode (DM) orthogonality between transmitted and received signals in intermediate-frequency (IF) spectra, the design dramatically simplifies hardware and reduces local oscillator requirements. Calibration algorithms, combined with digital self-interference (SI) cancellation, are deployed to optimize performance. Compared to traditional solutions, this architecture achieves wide bandwidth, strong SI suppression, and dual-band operation with lower complexity and cost. This approach paves the way for more efficient multiband, full-duplex wireless systems critical for meeting future data-intensive communication demands.
高速无线通信的需求日益增长,需要将高频谱效率与多频段操作相结合的前端。集成带内全双工(IBFD)和载波聚合(CA)技术变得至关重要,但由于跨频带复制发送和接收链的复杂性和成本而受到阻碍。在这项工作中,我们提出了一个单链六端口收发器架构,支持双带全双工(DIBFD)操作,以消除复制链。通过利用中频(IF)频谱中发射和接收信号之间的共模(CM)和差模(DM)正交性,该设计极大地简化了硬件并降低了对本地振荡器的要求。校准算法,结合数字自干扰(SI)消除,部署优化性能。与传统解决方案相比,该架构实现了宽带宽、强SI抑制和双带操作,并且降低了复杂度和成本。这种方法为更高效的多频段、全双工无线系统铺平了道路,这对于满足未来数据密集型通信需求至关重要。
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引用次数: 0
Robust and Adaptive DC Offset Calibration in Microwave Sensing Systems for Long-Term Microwave Cardiogram Detection 用于长期微波心电图检测的微波传感系统鲁棒和自适应直流偏置校准
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-24 DOI: 10.1109/TMTT.2025.3629611
Li Wen;Jie Cao;Yijing Guo;Zi Zeng;Qing Cao;Kang Chen;Changzhan Gu
In long-term clinical monitoring, random body movements or clutter from nearby objects introduce time-varying dc offsets in the microwave biomedical radar system. The conventional dc offset calibration methods based on least-square (LS) circle fitting are ineffective for weak cardiopulmonary motions with low signal-to-noise ratio (SNR). To address the challenge, this article proposes a novel dc offset calibration technique that enables joint circle fitting of multiple segmented radar signal traces under approximately uniform maximum amplitude modulation. The proposed technique preserves amplitude and phase relationships through geometric space transformation, adaptively processes noise via a dual-mode fitting mechanism for dc offset calibration, and enhances robustness by integrating Huber loss residual computation with threshold-based optimization and averaged positioning. Validated across simulations and experiments in both lab and clinical environments, the proposed technique reduces demodulation errors by 10– $1000times $ (for a $0.004lambda $ displacement) compared to conventional LS single-segment circle fitting under comparable SNR conditions. It helps to tackle the imperfections of dc offsets in the microwave biomedical radar system, thus allowing microwave cardiogram-electrocardiogram feature alignment in arrhythmia patients and advancing radar-based long-term arrhythmia monitoring. The demonstrated mechanical-electrical correlation supports early risk prediction.
在长期的临床监测中,随机的身体运动或附近物体的杂波会在微波生物医学雷达系统中引入时变的直流偏移。传统的基于最小二乘圆拟合的直流偏置校正方法对于低信噪比的微弱心肺运动是无效的。为了解决这一挑战,本文提出了一种新的直流偏置校准技术,该技术可以在近似均匀的最大调幅下对多个分段雷达信号走线进行联合圆拟合。该方法通过几何空间变换保持振幅和相位关系,通过双模拟合机制自适应处理直流偏置校准噪声,并通过将Huber损失残差计算与基于阈值的优化和平均定位相结合来增强鲁棒性。通过在实验室和临床环境中的模拟和实验验证,与传统的LS单段圆拟合相比,在可比信噪比条件下,所提出的技术将解调误差降低了10 - 1000倍(对于0.004lambda $位移)。它有助于解决微波生物医学雷达系统直流偏移的缺陷,从而使心律失常患者的微波心电图-心电图特征对齐,推进基于雷达的长期心律失常监测。所证明的机械-电相关性支持早期风险预测。
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引用次数: 0
A 56–66-GHz FMCW Radar Transceiver With Wide Chirp Bandwidth for Indoor Sensing Applications 一种56 - 66 ghz宽啁啾带宽FMCW雷达收发器
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-24 DOI: 10.1109/TMTT.2025.3633165
Jiangbo Chen;Shengjie Wang;Quanyong Li;Hui Nie;Wenyan Zhao;Jingwen Xu;Nayu Li;Gaopeng Chen;Xiaokang Qi;Na Yan;Chunyi Song;Qun Jane Gu;Zhiwei Xu
This article presents a V-band highly integrated frequency-modulated continuous-wave (FMCW) radar transceiver fabricated in 65-nm CMOS for indoor sensing applications. The chip features a four-channel receiver (RX) and a three-channel transmitter (TX), enabling multi-input multi-output (MIMO) capabilities. A 15-GHz frequency synthesizer with injection-locking frequency multipliers is employed to generate sawtooth FMCW signals. To achieve a wide chirp bandwidth (BW) with high phase linearity, reconfigurable capacitor banks are employed in the frequency multipliers and drivers to overcome the limitation of the locking range and nonlinear phase response. Furthermore, a fast-settling circuit is designed to reduce the settling time at the end of a sawtooth sweep. The TX delivers a maximum output power of 14.3 dBm, and the RX achieves a minimum noise figure (NF) of 7.8 dB at 5-MHz intermediate frequency (IF) and an adjustable gain of 18–82 dB including 8/56-dB RF/IF gain range. The FMCW signal generator achieves an 8-GHz chirp BW with 80-MHz/ $mu $ s chirp rate, with the measured phase noise −95.3 dBc/Hz at 1-MHz offset from a 60-GHz carrier. The radar transceiver occupies $4.8times 2.8$ mm2 area and consumes 674 mW. Using a substrate-integrated waveguide (SIW) slot antenna array with a 14-dBi gain, the radar system achieves a measured range resolution of 3.5 cm and an angular resolution of 17°, and demonstrates indoor sensing capabilities along with a digital signal processing (DSP) platform.
本文介绍了一种用于室内传感应用的65纳米CMOS v波段高集成调频连续波(FMCW)雷达收发器。该芯片具有四通道接收器(RX)和三通道发射器(TX),可实现多输入多输出(MIMO)功能。采用带注入锁定乘频器的15 ghz频率合成器产生锯齿状FMCW信号。为了实现高相位线性的宽啁啾带宽,在倍频器和驱动器中采用可重构电容组,以克服锁定范围和非线性相位响应的限制。此外,设计了快速沉降电路以减少锯齿扫描结束时的沉降时间。TX的最大输出功率为14.3 dBm, RX在5mhz中频下的最小噪声系数(NF)为7.8 dB,增益可调18-82 dB,其中RF/IF增益范围为8/56 dB。FMCW信号发生器实现了8 ghz啁啾BW,啁啾率为80 mhz / $mu $ s,测量相位噪声为- 95.3 dBc/Hz,与60 ghz载波偏移1 mhz。雷达收发器的面积为4.8 × 2.8 mm2,功耗为674 mW。该雷达系统采用增益为14dbi的基片集成波导(SIW)缝隙天线阵列,测量距离分辨率为3.5厘米,角分辨率为17°,并通过数字信号处理(DSP)平台展示了室内传感能力。
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引用次数: 0
A Scalable Large-Array M-QAM Direct-RF Transmitter Topology With Integrated Physical Layer Security—A Proof of Concept 具有集成物理层安全性的可扩展大阵列M-QAM直接射频发射机拓扑-概念验证
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-19 DOI: 10.1109/TMTT.2025.3632624
Yasser Bigdeli;Pascal Burasa;Ke Wu
This article introduces a transmitter (TX) array topology that employs QPSK direct-RF TX units for realizing scalable large-array wireless communication and multifunction systems. By leveraging spatial power combination, the TX units are set to synthesize an extended M-QAM constellation, enabling flexible and high-order modulation. The QPSK modulation, when transmitted in an array, bolsters physical layer security by confining the constellation retrieval to the intended radiation angle, exhibiting high selectivity. Additionally, its low-dynamic-range (DR) waveform supports high-power output and improves the efficiency of power amplifiers (PAs) compared to higher-order constellations, thus significantly enhancing the array’s overall power–performance ratio. A comprehensive analysis is conducted on key performance factors, including location-dependent antenna gain variations, beamforming effectiveness, and phase front flatness. To validate the proposed technique, a $2times 4$ array proof-of-concept (PoC) implementation is presented. Measurement results demonstrate robust performance across modulation orders ranging from 16-QAM to 256-QAM, aligning with theoretical predictions. This topology effectively integrates spatial constellation formation with the requirements of large-array systems, offering superior power efficiency. Its scalable building blocks, reconfigurability, and inherent secure communication capabilities make it a strong candidate for next-generation high-data-rate large-array TX systems.
本文介绍了一种采用QPSK直接射频TX单元的发射机阵列拓扑结构,用于实现可扩展的大阵列无线通信和多功能系统。通过利用空间功率组合,TX单元被设置为合成一个扩展的M-QAM星座,实现灵活和高阶调制。当在阵列中传输时,QPSK调制通过将星座检索限制在预期的辐射角度来增强物理层安全性,表现出高选择性。此外,与高阶星座相比,其低动态范围(DR)波形支持高功率输出,提高了功率放大器(pa)的效率,从而显着提高了阵列的整体功率性能比。对关键性能因素进行了全面的分析,包括与位置相关的天线增益变化、波束形成效率和相位前平坦度。为了验证所提出的技术,提出了一个$2 × 4$数组概念验证(PoC)实现。测量结果表明,从16-QAM到256-QAM调制阶间的稳健性能与理论预测一致。这种拓扑结构有效地将空间星座形成与大阵列系统的要求相结合,提供了优越的功率效率。其可扩展的构建块、可重构性和固有的安全通信功能使其成为下一代高数据速率大阵列TX系统的有力候选。
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引用次数: 0
Wideband High-Purity OAM Generation Using a Compact Reflective Metasurface With Miniaturized Pixel Meta-Atoms 使用具有微型化像素元原子的紧凑反射元表面的宽带高纯度OAM生成
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-17 DOI: 10.1109/TMTT.2025.3628263
Wenrui Zheng;Yunlai Yang;Tian-Xi Feng;Ning Liu;Hui Li
Designing a compact and wideband orbital angular momentum (OAM) generator with high purity is challenging. To address this challenge, a systematic atom-to-array methodology is developed. First, the miniaturization potential of a dual-layered pixel-based meta-atom with a central metallic via is evaluated using an efficient multiport network model. Based on the identified miniaturization limit, a set of meta-atoms with 4-bit full-angle reflection phase control at a center frequency of 10.5 GHz is synthesized. As a result, a compact periodicity of $mathbf {0.14}boldsymbol {lambda }_{mathbf {0}}$ is achieved while enforcing near-uniform dispersion across the 16 states over a wide band and enabling finer azimuthal phase sampling. At the array level, the effect of the focal-to-diameter ratio ( $boldsymbol {F}/boldsymbol {D}$ ) on the achievable bandwidth is investigated through numerical analysis. Subsequently, the pixel-based meta-atoms are applied to simulate OAM generation for modes $boldsymbol {l}=mathbf {+1},mathbf {+2},mathbf {+3}$ under $boldsymbol {F}/boldsymbol {D}=mathbf {0.85}$ . With this miniaturization, a $mathbf {40}times mathbf {40}$ array reaches only $mathbf {5.6}boldsymbol {lambda }_{mathbf {0}}$ in aperture while still providing clear helical wavefronts, which significantly improves mode purity, particularly for higher-order modes. Stable wideband OAM generation with mode purity greater than 0.8 is achieved across a fractional bandwidth exceeding 45% for $boldsymbol {l}=mathbf {+1}$ to $mathbf {+3}$ , highlighting the effectiveness of the proposed concept and methodology. A prototype of the miniaturized $boldsymbol {l}=mathbf {+2}$ OAM generator was fabricated and measured, and the measured results showed good agreement with simulations.
设计一种紧凑、宽带、高纯度的轨道角动量(OAM)发生器是一项具有挑战性的工作。为了解决这一挑战,开发了一种系统的原子到阵列方法。首先,利用高效的多端口网络模型评估了具有中心金属通孔的双层像素基元原子的小型化潜力。在确定微型化极限的基础上,合成了一组中心频率为10.5 GHz、4位全角反射相位控制的元原子。因此,在实现宽带上16个状态近乎均匀的色散并实现更精细的方位相位采样的同时,实现了$mathbf {0.14}boldsymbol {lambda}_{mathbf{0}}$的紧凑周期性。在阵列级,通过数值分析研究了焦径比($boldsymbol {F}/boldsymbol {D}$)对可达带宽的影响。随后,应用基于像素的元原子模拟$boldsymbol {l}=mathbf {+1},mathbf {+2},mathbf{+3}$模式下$boldsymbol {F}/boldsymbol {D}=mathbf{0.85}$下的OAM生成。通过这种小型化,$mathbf{40}乘以mathbf{40}$数组在孔径中只达到$mathbf {5.6}boldsymbol {lambda}_{mathbf{0}}$,同时仍然提供清晰的螺旋波前,这大大提高了模式纯度,特别是对于高阶模式。对于$boldsymbol {l}=mathbf{+1}$到$mathbf{+3}$,在超过45%的分数带宽上实现了模式纯度大于0.8的稳定宽带OAM生成,突出了所提出概念和方法的有效性。制作了小型化的$boldsymbol {l}=mathbf {+2}$ OAM发生器样机并进行了测量,测量结果与仿真结果吻合较好。
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引用次数: 0
High-Resolution and Multiple-Tone Microwave Frequency Measurement Based on Predefinable Optical Frequency Combs Utilizing a Dual-Polarization Dual-Drive Mach–Zehnder Modulator 基于双偏振双驱动马赫-曾德调制器的可调光频梳高分辨率多频微波频率测量
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-17 DOI: 10.1109/TMTT.2025.3629103
Xinhai Zou;Xin Wang;Lingjie Zhang;Chao Jing;Yali Zhang;Zhiyao Zhang;Shang Jian Zhang;Yong Liu
A high-resolution and multiple-tone microwave frequency measurement (MFM) method is proposed based on predefinable optical frequency combs (OFCs) using a dual-polarization dual-drive Mach–Zehnder modulator (Dpol-DDMZM). Two OFCs with predefinable spectrum shape are generated by electro-optic modulation (EOM) and mixed with the microwave signal under test (SUT) through photonic mixing with a single Dpol-DDMZM simultaneously, in which two minimum frequency components are generated mapping from SUT and used for SUT frequency recovery, respectively. The relative position between SUT and comb teeth can be determined with the power difference of the above two minimum frequency tones. In the proposed method, wideband and high-resolution are simultaneously guaranteed due to the combination of wideband photonic-assisted microwave photonic mixing and hyperfine electrical analysis. Moreover, it also enables multiple-tone measurement relying on the unique frequency-to-frequency mapping (FTFM) relationship between the SUT and the mixing frequency components. In the proof of concept, MFM is experimentally demonstrated up to a 40-GHz frequency range with a 10-kHz measurement error, and a two-tone MFM is also successfully implemented. More importantly, the proposed method features a reconfigurable measurement range just using a single Dpol-DDMZM and automatic frequency recovery with a frequency discrimination algorithm, which makes the measurement simple and compact.
提出了一种基于双偏振双驱动马赫-曾德尔调制器(dpoll - ddmzm)的可调光频梳(OFCs)的高分辨率多频微波测频方法。通过电光调制(EOM)产生两个具有预定义频谱形状的OFCs,并通过单个Dpol-DDMZM的光子混合同时与待测微波信号(SUT)混合,其中由SUT映射生成两个最小频率分量,分别用于SUT频率恢复。利用上述两个最小频率音调的功率差可以确定SUT与梳齿之间的相对位置。该方法结合了宽带光子辅助微波光子混合和超精细电分析,同时保证了宽带和高分辨率。此外,它还可以依靠SUT和混合频率分量之间独特的频率对频率映射(FTFM)关系实现多音测量。在概念验证中,MFM在40 ghz频率范围内进行了实验验证,测量误差为10 khz,并成功实现了双音MFM。更重要的是,该方法仅使用一个Dpol-DDMZM,测量范围可重构,并采用频辨算法自动恢复频率,使测量简单紧凑。
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引用次数: 0
Indoor Safety of Wireless Power Transfer: A Machine Learning Approach 室内无线电力传输的安全性:一种机器学习方法
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-14 DOI: 10.1109/TMTT.2025.3628749
Pouya Mehrjouseresht;Vladimir Volski;Ihsane Gryech;Robbert Beerten;Alexander Ye Svezhentsev;Marco Mercuri;Ping Jack Soh;Dominique M. M.-P. Schreurs
This article introduces an innovative approach integrating machine learning (ML) methods into a far-field wireless power transfer (WPT) system. Within this system, a radar is employed to detect the presence and height of individuals. These data, combined with information on the location of nodes, as well as the propagation channel between transmitters and nodes, are fed into the proposed ML algorithm. The ML model aims to predict the optimal power level for each transmitter, effectively establishing a safe 3-D zone around people while also maximizing power transfer efficiency. The advantages of using ML are the realization of a real-time system, which is crucial in indoor applications, keeping dangerous radiation at a safe level with a very low risk of harmful exposure, and simultaneously enhancing efficiency. Three ML models are evaluated, namely the random forest (RF), support vector machine (SVM), and neural network (NN). Simulation results highlight the superior performance of the NN model, demonstrating its ability to effectively capture the complex nonlinear characteristics of indoor propagation environments, with only approximately 6% of its predictions exceeding the predefined safety threshold. The experimental results show that NN-based WPT can maintain the electric field amplitude (EFA) below a defined threshold for multiple indoor experimental scenarios over the person’s height. In addition, the proposed approach outperformed the maximum ratio transmission (MRT) approach in terms of radio frequency–radio frequency (RF–RF) transmission efficiency in 21.43% of the measurements conducted with multiple people present in the testbed.
本文介绍了一种将机器学习(ML)方法集成到远场无线电力传输(WPT)系统中的创新方法。在这个系统中,雷达被用来探测个体的存在和高度。这些数据,结合节点的位置信息,以及发射器和节点之间的传播通道,被馈送到所提出的ML算法中。ML模型旨在预测每个发射器的最佳功率水平,有效地在人们周围建立一个安全的3d区域,同时最大限度地提高功率传输效率。使用ML的优点是实现了实时系统,这在室内应用中至关重要,将危险辐射保持在安全水平,有害暴露的风险非常低,同时提高了效率。评估了三种机器学习模型,即随机森林(RF),支持向量机(SVM)和神经网络(NN)。仿真结果突出了神经网络模型的优越性能,证明了它能够有效地捕获室内传播环境的复杂非线性特征,只有大约6%的预测超过了预定义的安全阈值。实验结果表明,在超过人体身高的多个室内实验场景下,基于神经网络的WPT可以将电场振幅(EFA)保持在定义的阈值以下。此外,该方法在射频-射频(RF-RF)传输效率方面优于最大比率传输(MRT)方法,在21.43%的测试台上进行了多人在场的测量。
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引用次数: 0
Setup-Independent Quadrature Imbalance Calibration for Microwave and Millimeter-Wave Doppler Radars 微波和毫米波多普勒雷达的正交不平衡标定
IF 4.5 1区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-14 DOI: 10.1109/TMTT.2025.3630829
Emanuele Cardillo
Existing IQ imbalance correction methods are often impractical or challenging in real cases. Indeed, they usually require hardware modification or expensive precision actuators to create accurate and, above all, small movements. This last characteristic is strategic; indeed, if the range varies significantly during measurement, the signal-to-noise ratio (SNR) is not constant, and thus, the IQ module varies, too. As explained in the text, a constant SNR during calibration is often required to ensure that the IQ imbalance is solely due to hardware imperfections and not to changing environmental conditions. This poses several practical challenges in replicating the procedures described in the current literature. In this article, an automatic IQ imbalance calibration method is proposed; it does not require any specific measurement settings. It finds the IQ trajectory with the maximum SNR, thus ensuring not only a constant SNR but also optimal performance, as the accuracy of ellipse-fitting methods is directly proportional to the SNR. The theoretical basis of the calibration method is carefully provided and validated with simulations and measurements. Its effectiveness is investigated both for displacement and micro-Doppler signature detection. This method can be used for many radar applications, from physiological and healthcare sensing to motion tracking and gesture detection, as shown experimentally; moreover, it can be implemented online, thus enabling the system’s automatic calibration.
现有的智商失衡校正方法在实际应用中往往不切实际或具有挑战性。事实上,它们通常需要硬件修改或昂贵的精密执行器来产生准确的,最重要的是,小的运动。最后一个特点是战略性的;实际上,如果在测量过程中范围变化明显,则信噪比(SNR)不是恒定的,因此IQ模块也会发生变化。正如文中所解释的,通常需要在校准期间保持恒定的信噪比,以确保IQ不平衡仅仅是由于硬件缺陷而不是变化的环境条件。这在复制当前文献中描述的程序时提出了几个实际的挑战。本文提出了一种IQ失衡自动标定方法;它不需要任何特定的测量设置。由于椭圆拟合方法的精度与信噪比成正比,因此它找到具有最大信噪比的IQ轨迹,从而既保证了恒定的信噪比,又保证了最佳的性能。给出了标定方法的理论基础,并通过仿真和测量进行了验证。研究了该方法在位移和微多普勒信号检测中的有效性。实验表明,该方法可用于许多雷达应用,从生理和医疗传感到运动跟踪和手势检测;此外,它可以在线实现,从而实现系统的自动校准。
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IEEE Transactions on Microwave Theory and Techniques
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