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A novel FVF-based GHz-range biquad in a 28 nm CMOS FD-SOI technology 28 纳米 CMOS FD-SOI 技术中基于 FVF 的新型 GHz 范围双四极管
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-03 DOI: 10.1016/j.aeue.2024.155466
Matteo Lombardo, Francesco Centurelli, Pietro Monsurrò, Alessandro Trifiletti

Inductor-less CMOS filters with bandwidth exceeding several GHz are required in high-speed data converter applications. This paper introduces two complementary biquad filters, one N-based and the other P-based, utilizing the well-established flipped voltage follower (FVF) stage. These filters exhibit more than 7 GHz cut-off frequency and a low power consumption of 0.54 mW/pole for the N-type biquad, and 0.3 mW/pole for the P-type one, demonstrating impressive figures-of-merit (FOMs) even considering bandwidth and dynamic range. The implementation of these biquads in the STMicroelectronics FD-SOI 28-nm CMOS process, along with extensive simulations, ensures stable performance under process, supply voltage and temperature (PVT) variations and mismatches, as confirmed by post-layout simulations. Notably, the area occupied by each biquad is merely 246 μm2 for N-type biquad and 193 μm2 for P-type, marking one of the smallest footprints in the existing literature. The achieved figures-of-merit are noteworthy, showcasing excellent power efficiency, minimal area occupation, and commendable dynamic range.

高速数据转换器应用需要带宽超过几千兆赫的无电感器 CMOS 滤波器。本文利用成熟的翻转电压跟随器(FVF)级,介绍了两种互补双四极滤波器,一种基于 N,另一种基于 P。这些滤波器的截止频率超过 7 GHz,N 型双四极滤波器的功耗低至 0.54 mW/pole,P 型双四极滤波器的功耗低至 0.3 mW/pole,即使考虑到带宽和动态范围,也能显示出令人印象深刻的性能指标(FOM)。在意法半导体 FD-SOI 28 纳米 CMOS 工艺中实现这些双四边形器件,并进行大量仿真,确保了在工艺、电源电压和温度(PVT)变化和失配的情况下仍能保持稳定的性能,这一点已通过布局后仿真得到证实。值得注意的是,N 型双四极管每个所占面积仅为 246 μm,P 型双四极管仅为 193 μm,是现有文献中占地面积最小的器件之一。所取得的优异成绩值得一提,它们展示了出色的能效、最小的占地面积和值得称赞的动态范围。
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引用次数: 0
An ultra-low power adjustable current-mode analog integrated general purpose artificial neural network classifier 超低功耗可调电流模式模拟集成通用人工神经网络分类器
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-03 DOI: 10.1016/j.aeue.2024.155467
Vassilis Alimisis, Andreas Papathanasiou, Evangelos Georgakilas, Nikolaos P. Eleftheriou, Paul P. Sotiriadis

This study introduces a methodology tailored to analog hardware architecture for implementing an artificial neural network. The fundamental components of the architecture include current-mode circuits, representing the class, and a voltage-mode comparator. Specifically, the current mode circuits comprise the Mahalanobis distance circuit, Sigmoid function circuit, analog multiplier, and current mirrors. Regarding the voltage comparator, which receives the final decision, a folded-cascode operational amplifier is employed. The operational principles of the architecture are extensively explained and applied in a power-efficient configuration (operating under 976nW) with low power supply rails (0.6 V). The proposed implementation is tested on real-world biomedical classification tasks, achieving classification accuracy exceeding 91.6%. The designs are implemented using a 90nm CMOS process and developed using the Cadence IC Suite for both schematic and layout design. Monte-Carlo analysis, encompassing both process and mismatch, as well as corner analysis, are provided to confirm the robust characteristics of the proposed classifier. Through comparative analysis of post-layout simulation results with an equivalent software-based classifier and related literature, the proper operation of the proposed architecture is confirmed.

本研究介绍了一种针对模拟硬件架构的方法,用于实现人工神经网络。该架构的基本组件包括代表类的电流模式电路和电压模式比较器。具体来说,电流模式电路包括马哈拉诺比距离电路、西格莫函数电路、模拟乘法器和电流镜。电压比较器接收最终决定,采用折叠级联运算放大器。对该架构的工作原理进行了广泛的解释,并将其应用于低功耗电源轨(0.6 V)的高能效配置(工作功耗低于 976nW)。在实际生物医学分类任务中对所提出的实现方案进行了测试,分类准确率超过 91.6%。设计采用 CMOS 工艺实现,并使用 Cadence IC Suite 进行原理图和布局设计。蒙特卡洛分析(包括工艺和错配以及转角分析)证实了拟议分类器的稳健特性。通过将布局后仿真结果与基于软件的等效分类器和相关文献进行比较分析,确认了所建议架构的正常运行。
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引用次数: 0
Compact microstrip lowpass filter with wide stopband and sharp transition band using radial stub resonator 利用径向存根谐振器实现具有宽阻带和尖锐过渡带的紧凑型微带低通滤波器
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-02 DOI: 10.1016/j.aeue.2024.155468
Sajjad Mohanad Mustafa , Mohsen Hayati , Mehrnaz Khodadoost , Salma Ali Sadeq , Farzin Shama , Pouya Karami

This study introduces a compact microstrip lowpass filter that offers a wide stopband and a low transition band. The couple radial stubs are designed for having sharp roll-off. The filter has a −3 dB cut off frequency of 1.6 GHz, with a transition band ranging from 1.6 to 1.7 GHz with attenuation levels of −3 dB and −20 dB, respectively. To ensure a wide stopband, the filter utilizes bended transmission lines with stepped impedance suppressing cells, resulting in a stopband attenuation of 20 dB from 1.7 to 28 GHz. The insertion loss in the passband is less than 0.1 dB, and the overall size of the filter is 0.127 × 0.087 λg2.

本研究介绍了一种紧凑型微带低通滤波器,它具有较宽的阻带和较低的过渡带。耦合径向存根的设计具有尖锐的滚降。该滤波器的 -3 dB 截止频率为 1.6 GHz,过渡带范围为 1.6 至 1.7 GHz,衰减水平分别为 -3 dB 和 -20 dB。为确保较宽的阻带,滤波器采用了带有阶梯阻抗抑制单元的弯曲传输线,从而使 1.7 至 28 GHz 的阻带衰减为 20 dB。通带插入损耗小于 0.1 dB,滤波器的整体尺寸为 0.127 × 0.087 λg2。
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引用次数: 0
Near field food contamination detection technique employing a compact Antipodal Vivaldi antenna 采用紧凑型 Antipodal Vivaldi 天线的近场食品污染检测技术
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-31 DOI: 10.1016/j.aeue.2024.155464
Pawan Kumar Jaiswal, Rajarshi Bhattacharya

This paper presents a simple yet robust technique for identification of the presence of contaminants in food samples by detecting the variation in the transmission coefficient (S21) in a near field measurement setup. A compact step-notched antipodal Vivaldi antenna with a frequency range of operation 3 - 18 GHz, and realized gain of 12.81 dB at 16 GHz having compact dimensions 60mm×40mm×0.51mm, i.e., 0.6×0.4×0.005λ03 (where λ0 is the free space wavelength at the lowest frequency of operation) is designed for contamination detection due to its compact size, high directivity and high boresight gain for near-field measurement. An equivalent image is constructed from the S - parameters, measured at different positions and different antenna polarizations over the frequency range of 3-18 GHz for metallic contaminants, i.e., iron ball and aluminum foil. An algorithm is developed for detection of contamination from the images using the reference case of no-contamination scenario. The proposed algorithm is validated using full-wave simulation.

本文提出了一种简单而稳健的技术,通过检测近场测量装置中传输系数(S21)的变化来识别食品样品中是否存在污染物。我们设计了一种用于污染检测的紧凑型阶跃缺口反脚维瓦尔第天线,其工作频率范围为 3 - 18 GHz,16 GHz 时的增益为 12.81 dB,尺寸为 60mm×40mm×0.51mm,即 0.6×0.4×0.005λ03(其中 λ0 为最低工作频率时的自由空间波长)。在 3-18 千兆赫的频率范围内,针对金属污染物(即铁球和铝箔)在不同位置和不同天线极化条件下测量的 S 参数构建了等效图像。利用无污染情况下的参考案例,开发了一种从图像中检测污染的算法。全波仿真验证了所提出的算法。
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引用次数: 0
Digital nonlinear self-interference cancellation using SW-GRU-TPA 利用 SW-GRU-TPA 消除数字非线性自干扰
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-31 DOI: 10.1016/j.aeue.2024.155463
Zhongkai Zhao , Shijie Xia , Lu Gao , Pei Zheng , Yilin Jiang

In order to enhance spectrum utilization and decrease transmission delay, the 6th generation mobile networks (6G) system adopts full-duplex (FD) mode. Simultaneous operation of the same frequency inevitably causes the receiver to receive the signal sent by the transmitter, leading to serious nonlinear self-interference due to the nonlinear distortion generated by the power amplifier (PA). This paper proposes hybrid layer structures SW-GRU-TPA for the implementation of digital self-interference cancellation (SIC), combined with Sliding Window (SW), Gated Recurrent Unit (GRU), and Temporal Pattern Attention (TPA). The model can not only effectively utilize the influence of historical information on the signal, but also capture the spatial and temporal dependencies in the data to fit the nonlinear characteristics of the PA and the delay effect in multipath transmission. Meanwhile, by utilizing the L1 norm model pruning, the model parameters can be optimized, leading to improved processing efficiency. The model is verified using two methods: injection and antenna reception. Compared to the SW-GRU model with Attention Mechanism (AM), the Interference Cancellation Ratio (ICR) of injection and antenna increases by 3.13 dB and 2.01 dB, respectively. When the TPA is compressed by 42.17%, the ICR of injection and antenna decreases by 1.58% and 2.6%.

为了提高频谱利用率和减少传输延迟,第六代移动网络(6G)系统采用了全双工(FD)模式。由于功率放大器(PA)产生的非线性失真,同频同步操作不可避免地会使接收器接收到发射器发送的信号,从而导致严重的非线性自干扰。本文提出了混合层结构 SW-GRU-TPA,结合滑动窗口(SW)、门控递归单元(GRU)和时态模式注意(TPA)来实现数字自干扰消除(SIC)。该模型不仅能有效利用历史信息对信号的影响,还能捕捉数据的空间和时间依赖性,以适应功率放大器的非线性特性和多径传输中的延迟效应。同时,通过利用 L1 准则模型剪枝,可以优化模型参数,从而提高处理效率。该模型通过注入和天线接收两种方法进行了验证。与带有注意机制(AM)的 SW-GRU 模型相比,注入和天线的干扰消除比(ICR)分别提高了 3.13 dB 和 2.01 dB。当 TPA 压缩 42.17% 时,注入和天线的干扰消除比分别降低了 1.58% 和 2.6%。
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引用次数: 0
Lightweight and broadband metamaterial absorber based on ITO impedance film 基于 ITO 阻抗膜的轻质宽带超材料吸收器
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1016/j.aeue.2024.155458
Meng Xiangrui , Lv Mingyun , Sun Tianfang , Xu Ziyuan , Yu Chuan , Huang Minjie , Du Huafei , Pang Xiaoyu , Fu Yixiang

In this paper, we present a lightweight, broadband metamaterial absorber that exhibits polarization stability and is insensitive to incident angles. The absorber is composed of one layer of indium tin oxide impedance surface, three layers of quartz fiber composite material, and one layer of paper honeycomb on a metal sheet. Our proposed absorber has a 90 % absorptivity bandwidth of 13.19 GHz, ranging from 4.83 GHz to 18.12 GHz at TEM plane wave normal incidence, covering the entire X and Ku band. We illustrate the variation of design parameters and the distribution of electromagnetic field and current to investigate the absorption mechanism. To demonstrate the effectiveness of our design, we fabricate a prototype sample and measure its absorption performance. The results show a bandwidth of 12.38 GHz, ranging from 4.91 GHz to 17.29 GHz, with a low profile of 0.095λL at the lowest operating frequency. The experimental results are in good agreement with the numerical simulation, effectively verifying our proposed design.

本文介绍了一种轻质宽带超材料吸收器,它具有极化稳定性,对入射角度不敏感。该吸收器由一层氧化铟锡阻抗面、三层石英纤维复合材料和一层金属板上的纸蜂窝组成。我们提出的吸收器具有 13.19 GHz 的 90 % 吸收带宽,在 TEM 平面波法线入射时,吸收带宽从 4.83 GHz 到 18.12 GHz 不等,覆盖了整个 X 和 Ku 波段。我们说明了设计参数的变化以及电磁场和电流的分布,以研究吸收机制。为了证明设计的有效性,我们制作了一个原型样品,并测量了其吸收性能。结果表明,该器件的带宽为 12.38 GHz,范围从 4.91 GHz 到 17.29 GHz,在最低工作频率时的轮廓较小,仅为 0.095λL。实验结果与数值模拟结果十分吻合,有效验证了我们提出的设计方案。
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引用次数: 0
A novel modified complementary metamaterial resonator based dual-band bandpass quasi-elliptic filter using half-mode SIW cavity with wide stopband rejection for wireless communication applications 基于改进型互补超材料谐振器的新型双波段带通准椭圆滤波器,采用具有宽阻带抑制功能的半模 SIW 腔,用于无线通信应用
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1016/j.aeue.2024.155461
Mohammed Berka , Benzerga Fellah , Sudipta Das , Tanvir Islam , Torki Altameem , Zoubir Mahdjoub , Walid El-Shafai

This article presents a novel dual-band metamaterial bandpass quasi-elliptic filter (DBBPF) for wireless communication applications, addressing the critical need for compact, high-performance multi-band filters in modern systems. The proposed filter leverages substrate-integrated waveguide cavity (SIWC) technology combined with innovative complementary metamaterial resonators to achieve significant miniaturization while maintaining excellent electrical performance. The filter’s design incorporates four complementary resonators of modified rectangular shape (CMSRR) on the metalized top face, generating targeted operating bands below the SIW cutoff frequency. To control their resonances, the size of each CMSRR is optimized for electrical dimensions of just 0.154 λ0× 0.115 λ0× 0.028 λ0. We present a comprehensive analysis of both full mode (FMSIWC) and half mode (HMSIWC) configurations, demonstrating dual-bandpass behavior with central frequencies at 5.79 and 9.82 GHz for FMSIWC, and 5.72 and 9.74 GHz for HMSIWC. The electromagnetic behavior of the basic cell of the filter is analyzed based on the frequency characteristics of its permittivity and permeability. A parametric study according to the location of the metamaterial resonators in the filter is conducted to have the optimized dimensions. Additionally, the confinement of the electric field in the two filter configurations is discussed to better understand their behavior. The fabricated HMSIWC filter, implemented on an FR4-Epoxy substrate measuring only 54.60 × 25.75 × 1.5875 mm3, achieves remarkable miniaturization while maintaining desired performance characteristics. Experimental results validate the simulated performance, demonstrating excellent agreement for both configurations. Key performance metrics include fractional bandwidths of 3.77 and 6.98 %, and insertion losses of 1.33 dB and 2.14 dB for the two passbands in the HMSIWC design. This work advances the state-of-the-art SIW filter design by combining half-mode techniques with optimized CMSRR structures, resulting in a compact, high-performance dual-band filter. The proposed DBBPF’s simple design and small form factor make it an ideal candidate for integration into various wireless communication systems, particularly where space constraints are critical.

本文介绍了一种用于无线通信应用的新型双波段超材料带通准椭圆滤波器(DBBPF),以满足现代系统对紧凑型高性能多波段滤波器的迫切需求。该滤波器利用基底集成波导腔(SIWC)技术和创新的互补超材料谐振器,在保持出色电气性能的同时实现了显著的小型化。滤波器的设计在金属化顶面上集成了四个改进矩形互补谐振器(CMSRR),可产生低于 SIWC 截止频率的目标工作频带。为了控制共振,每个 CMSRR 的尺寸都经过了优化,电气尺寸仅为 0.154 0.115 0.028。我们对全模(FMSIWC)和半模(HMSIWC)配置进行了全面分析,证明了双带通行为,FMSIWC 的中心频率分别为 5.79 和 9.82 GHz,HMSIWC 的中心频率分别为 5.72 和 9.74 GHz。根据滤波器的介电常数和磁导率的频率特性,分析了滤波器基本单元的电磁行为。根据超材料谐振器在滤波器中的位置进行了参数研究,以获得最佳尺寸。此外,还讨论了两种滤波器配置中的电场限制,以便更好地理解它们的行为。在尺寸仅为 54.60 × 25.75 × 1.5875 毫米的 FR4-Epoxy 基板上制作的 HMSIWC 滤波器实现了显著的小型化,同时保持了所需的性能特征。实验结果验证了模拟性能,表明两种配置的一致性极佳。关键性能指标包括:HMSIWC 设计中两个通带的分数带宽分别为 3.77 % 和 6.98 %,插入损耗分别为 1.33 dB 和 2.14 dB。这项工作通过将半模技术与优化的 CMSRR 结构相结合,推进了最先进的 SIW 滤波器设计,从而产生了一种紧凑、高性能的双频滤波器。所提出的 DBBPF 设计简单,外形小巧,是集成到各种无线通信系统的理想选择,特别是在空间有限的情况下。
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引用次数: 0
A low-profile frequency- and pattern-reconfigurable metantenna for UAV joint RadCom systems 用于无人机联合 RadCom 系统的低矮型频率和模式可重构元天线
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1016/j.aeue.2024.155462
Boyang Qian , Li Wu , Hui Chu , Sen Zhang , Yingjiao Rong

To address the specific requirements of antennas in Unmanned Aerial Vehicle (UAV) joint radar-communication (RadCom) systems, a novel low-profile reconfigurable metantenna with the capability of frequency and pattern reconfiguration is proposed in this paper. The proposed antenna consists of a metasurface layer with 3 × 3 square unit cells and a simple feeding network with two pairs of PIN diodes. Specifically, the designed metantenna has a low profile of 0.064 λ00 is the free space wavelength at 5.5 GHz). And measured results show that, for the broadside radiation mode, the −10 dB operating bandwidth is about 12.1 %, ranging from 5.05 to 5.7 GHz with a maximum gain of 8.9 dBi. For the conical radiation mode, the −10 dB operating bandwidth is about 21.9 %, ranging from 5.88 to 7.33 GHz with a maximum gain of 6.83 dBi. Given its excellent radiation performance, the metantenna designed for UAV joint RadCom systems holds significant research significance and value in the field of multifunctional reconfigurable antennas.

为满足无人飞行器(UAV)联合雷达通信(RadCom)系统对天线的特殊要求,本文提出了一种新型低剖面可重构元天线,具有频率和模式重构能力。拟议的天线由一个具有 3 × 3 正方形单元格的元面层和一个具有两对 PIN 二极管的简单馈电网络组成。具体来说,所设计的元天线具有 0.064 λ(λ 为 5.5 GHz 时的自由空间波长)的低剖面。测量结果表明,对于宽边辐射模式,-10 dB 工作带宽约为 12.1%,频率范围为 5.05 至 5.7 GHz,最大增益为 8.9 dBi。在锥形辐射模式下,-10 dB 工作带宽约为 21.9%,频率范围为 5.88 至 7.33 GHz,最大增益为 6.83 dBi。鉴于其出色的辐射性能,为无人机联合 RadCom 系统设计的元天线在多功能可重构天线领域具有重要的研究意义和价值。
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引用次数: 0
A sampled-data feedforward programmable time-mode comb filter 采样数据前馈可编程时模梳状滤波器
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1016/j.aeue.2024.155455
Konstantinos P. Pagkalos, Orfeas Panetas-Felouris, Spyridon Vlassis

In this work, a sampled-data feedforward comb filter suitable for time-mode signal processing (TMSP) is proposed. In the proposed system the input voltage is sampled and converted to a pulse-width (PWM); the pulse width is proportional to the input amplitude. The pulse width is the quantity which is being processed by the time-mode feedforward comb filter. Both input and output are synchronous with the sampling clock. The benefits of the proposed filter topology are (a) the modular and (b) hierarchical design which can be dealt with as a pure digital comb filter implementation counterpart. The frequency response of the proposed filter is digitally programmable. As a result, this filter can be used as building block for the implementation of higher-order time-mode systems. The comb filter was designed and verified through post-layout simulations in TSMC 65 nm technology process. The sampling rate was 5 MHz, the voltage supply was 1.2 V, consuming 540 μW for the use of 9-unit delay tap network and occupying a total area of 254 μm × 160 μm.

本研究提出了一种适用于时间模式信号处理(TMSP)的采样数据前馈梳状滤波器。在提议的系统中,输入电压被采样并转换为脉宽(PWM);脉宽与输入振幅成正比。脉冲宽度是时模前馈梳状滤波器正在处理的量。输入和输出都与采样时钟同步。所提出的滤波器拓扑结构的优点在于:(a)模块化设计;(b)分层设计,可作为纯数字梳状滤波器的对应实施方案。拟议滤波器的频率响应可进行数字编程。因此,该滤波器可用作实现高阶时模系统的构件。梳状滤波器是在台积电 65 纳米技术工艺下设计的,并通过布局后仿真进行了验证。采样率为 5 MHz,电源电压为 1.2 V,使用 9 单元延迟抽头网络时的功耗为 540 μW,总占地面积为 254 μm × 160 μm。
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引用次数: 0
Planar Microwave Sensor suitable for Artificial-Intelligence (AI) based detection of Volatile Organic Compounds 适合基于人工智能(AI)检测挥发性有机化合物的平面微波传感器
IF 3 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-27 DOI: 10.1016/j.aeue.2024.155444
Imran Basha Syed , Baranidharan Sundaram , Seenivasan Ayothiraman , S. Yuvaraj

Development of a rapid sensors for detecting volatile organic compounds (VOCs) is a need of the hour to effectively mitigate the adverse effect of VOCs on environmental pollution. In this line, the current paper presents the design and development of a non-invasive split-ring resonator (SRR)-based microwave sensor for detecting liquid VOCs, specifically isopropyl alcohol (IPA), acetone, ethanol, and methanol. Artificial intelligence (AI) based algorithms are gaining popularity in developing a highly-selective sensor circuit. In the proposed sensor, the SRR circuit is optimized for better detection sensitivity and the multi resonant behavior of the circuit offers adequate selectivity. The designed sensor offers better re-usability and thereby supporting AI-based algorithms for continuous monitoring of VOCs in real-time. Transmission coefficient (S21) of the sensor is measured over the frequency range of 0.8–6 GHz for different VOCs with varying concentrations. Analysis of variance (ANOVA) and post hoc Tukey tests are employed to discern significant variations in the measured data. Principle component analysis (PCA) and discriminant analysis are performed over the measured data to classify the VOCs. These analytical results show that the proposed sensor can be used for generating huge data set to support AI based algorithms in detecting VOCs in real-time.

为了有效缓解挥发性有机化合物(VOC)对环境污染的不利影响,开发快速检测 VOC 的传感器是当务之急。为此,本文设计并开发了一种基于分环谐振器(SRR)的非侵入式微波传感器,用于检测液体挥发性有机化合物,特别是异丙醇(IPA)、丙酮、乙醇和甲醇。基于人工智能(AI)的算法在开发高选择性传感器电路方面越来越受欢迎。在拟议的传感器中,SRR 电路经过优化,检测灵敏度更高,电路的多谐振行为提供了足够的选择性。所设计的传感器具有更好的可重用性,从而支持基于人工智能的算法对挥发性有机化合物进行实时连续监测。传感器的传输系数(S21)是在 0.8-6 GHz 频率范围内针对不同浓度的挥发性有机化合物测量的。采用方差分析 (ANOVA) 和事后 Tukey 检验来辨别测量数据中的显著变化。对测量数据进行主成分分析(PCA)和判别分析,以对挥发性有机化合物进行分类。这些分析结果表明,拟议的传感器可用于生成庞大的数据集,以支持基于人工智能的算法实时检测挥发性有机化合物。
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引用次数: 0
期刊
Aeu-International Journal of Electronics and Communications
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