面向未来无线可重构智能射频模块与神经网络建模研究

项目来源

国家自然科学基金(NSFC)

项目主持人

南敬昌

项目受资助机构

辽宁工程技术大学

项目编号

61971210

立项年度

2019

立项时间

未公开

研究期限

未知 / 未知

项目级别

国家级

受资助金额

65.00万元

学科

信息科学-电子学与信息系统-电路与系统

学科代码

F-F01-F0118

基金类别

面上项目

关键词

智能系统 ; 可重构 ; 神经网络 ; 逆向建模 ; 射频电路系统 ;

参与者

高明明;李蕾;张沛泓;刘超;徐维;陶成健;刘婧;臧净;王宛

参与机构AI

辽宁工程技术大学

项目标书摘要:为实现未来无线射频微波前端系统的小型化和智能化,提高射频模块的设计精度和效率以及用于设计前端模块和构建智能系统的射频微波CAD软件的精确性、智能性和快速性,提出面向未来无线通信的可重构智能模块与神经网络智能建模研究。.本项目通过对可重构理论的研究,从可重构器件入手,进行多波段可重构功率放大器、通带内连续可调滤波器和陷波可重构超宽带天线等射频模块的设计,探索可重构无线系统的智能化机理、结构和方法,开发通用可重构射频电路模块,为构建智能化系统提供理论、方法和产品支持。依据人工智能神经网络和非线性散射参数(X参数)等理论,通过实验仿真和分析计算,研究射频模块神经网络(逆向)建模方法、适用结构及其算法和基于测量X参数建模方法,揭示建模的机理和规律,形成利用人工智能进行射频(集成)电路模块设计的方案与理论,最终提高建模的速度和精度,使模块和系统设计更精确化、便捷化和智能化,为电路软件提供方案。

Application Abstract: To realize the miniaturization and intelligence of the future wireless RF microwave front-end systems,improve the accuracy and efficiency of the RF modules design,and enhance the accuracy,intelligence and rapidity of the RF microwave CAD software,which is used for designing the front-end modules and building the intelligent systems.Intelligent re-configurable modules and intelligent neural network modelings for future wireless communication are proposed..By the research of re-configurable theories,this project will start with re-configurable components and design RF modules such as multi-band re-configurable power amplifiers,filters with continuously adjustable characteristics at pass-band,and ultra wide-band re-configurable antennas with band-notched characteristics,etc.We will explore the intelligent mechanisms,structures and methods of re-configurable wireless systems,develop universal re-configurable RF circuit modules to provide theories,methods and product support for intelligent systems.According to the theories of artificial intelligence neural network and nonlinear scattering parameters(X parameters),we will study RF module neural network(reverse)modeling methods,application structures and algorithms,and X-parameter modeling methods based on measurements by simulating and analyzing to reveal the mechanisms and laws of modeling,and form schemes and theories for the design of RF(integrated)circuit modules using artificial intelligence.Finally,the speed and accuracy of modeling will be improved by the researchful theories,methods and solutions,and make the design of modules and systems more precise,convenient and intelligent,and provide methods for the circuit design software.

项目受资助省

辽宁省

项目结题报告(全文)

本项目通过研究可重构理论、可重构智能模块与无源网络,为构建面向未来无线通信的智能无线系统提供了理论、技术和方法支持。主要研究并设计了双波段和多波段可重构功率放大器、通带内连续可调滤波器和陷波可重构超宽带天线等多款可重构射频模块,形成了一系列可重构宽带高效模块设计方法和理论。.研究了通用射频功率放大器各类设计方法。重点考虑了输出匹配网络、偏置网络和匹配结构,通过采用微带线结构、切比雪夫低通网络、含闭式解的宽带带通网络等方法设计输入输出匹配网络,并将具有滤波特性的电路匹配到输出电路中,以解决功放杂波影响的问题和偏置电路对功放性能影响的问题,增加功放设计的灵活性,从而实现功放模块的智能化。此外,项目还研究了开关类功放、宽带高效功放、Doherty功放以及双频功放等的设计方法。.研究了小型、宽带、高隔离度、可重构的不同类型天线和滤波器。针对现有超宽带天线和滤波器中存在的实际应用问题,利用缝隙结构、添加寄生枝节和加载缺陷地等技术方法实现了天线与滤波器的小型化、宽带化。研究设计的应用于不同系统天线和滤波器包括小型化超宽带天线、多频天线、陷波MIMO天线、新型多模谐振器的陷波超宽带小型化滤波器、双频带通滤波器和SIW滤波器等。.该项目还重点研究了射频模块神经网络建模方法和算法,提出或改进了多个智能模型和智能算法,为射频模块设计和智能系统提供了理论和技术支持。针对射频器件在计算量和设计效率上存在的不足,采用神经网络建模方式对相关模块进行建模,提出基于神经网络模型和基于深度学习网络架构的BP神经网络天线建模和新型深度多层感知机模型等多种算法模型,其中包括改进的粒子群算法、改进的蝴蝶算法等十余种算法模型,解决了算法陷入局部最优和过拟合现象,提高了射频建模精度、收敛速度并且降低了模型复杂度。此外针对在支撑集未知的情况下重构多频带信号的问题,提出基于压缩采样结构的盲多带信号预失真模型、基于稀疏假设下双频功率放大器的预失真模型等预失真算法。

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  • 1.小型化5G宽带毫米波陷波1×2 MIMO天线设计

    • 关键词:
    • 毫米波;5G;多输入多输出天线;回型环去耦结构
    • 南敬昌;王艺芯;陆筝;王皓博;赵龙友
    • 《传感器与微系统》
    • 2026年
    • 45卷
    • 02期
    • 期刊

    随着5G系统数据流量的快速增长,毫米波技术在5G等工业和学术应用领域引起了广泛的关注,但由于相关的高路径损耗衰减、多路径干扰等特点,引入多输入多输出(MIMO)技术来提高其无线通信的频谱效率和覆盖范围。设计了一种基于回型环去耦结构的紧凑型陷波毫米波MIMO天线,整体尺寸仅为24 mm×18 mm×0.8 mm。天线整体刻蚀在FR4—KB板材上,通过在天线辐射贴片刻蚀“H”型缝隙,实现了n258(24.25-27.5 GHz)频段的陷波。进一步,在接地板设置回型环结构来产生高频谐振点,使得MIMO天线获得良好的去耦效果。仿真与测试结果可以看出:该宽带毫米波天线工作频段为20.9-33.2 GHz(相对带宽达到49%),隔离度均大于18.2 dB,满足MIMO天线隔离度要求,包络相关系数(ECC)小于0.004,具有良好的辐射效率和增益性能,可以广泛用于毫米波MIMO天线通信系统。

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  • 2.Antenna modeling and optimization based on 1D GP-HetCNN surrogates and intelligent methods

    • 关键词:
    • Convolution;Convolutional neural networks;Curve fitting;Learning algorithms;Learning systems;Mean square error;Microwave antennas;Multi-task learning;Optimization;Antenna modelling;Convolutional neural network;Intelligent optimization algorithm;Multitask learning;Neural network model;One-dimensional;Optimization method;Physical parameters;Point wise;Surrogate modeling
    • Yang, Ximin;Nan, Jingchang;Wang, Minghuan
    • 《Discover Applied Sciences》
    • 2026年
    • 8卷
    • 2期
    • 期刊

    This paper proposes a lightweight antenna surrogate model based on a one-dimensional grouped-and-pointwise heterogeneous convolutional neural network (1D GP-HetCNN) for the prediction of the scattering parameter () curve of antennas. Using antenna physical parameters as the input, the surrogate model can predict the curve efficiently and accurately. Then, in order to study complicated frequency features of curves, the 1D GP-HetCNN model is further combined with a multi-task learning method, constructing 1D GP-HetCNN-MTL. Based on the two trained surrogate models, two optimization methods employing the whale optimization algorithm and the coati optimization algorithm are developed respectively. On the test set, the 1D GP-HetCNN model achieves the root mean square error (RMSE) of 0.0305 and the mean absolute error (MAE) of 0.0189; the 1D GP-HetCNN-MTL model achieves the RMSE of 0.0426 and the MAE of 0.0282. Both surrogate models perform better than the two baseline models. Moreover, results from the two optimization methods show that they can identify improved physical parameters with a wider operating bandwidth from 19.3 GHz to averagely 20.0 GHz more efficiently than conventional electromagnetic (EM) simulation, which increases the fractional bandwidth from 155.02% to averagely higher than 156%. These findings indicate that surrogate models combined with intelligent optimization algorithms can accelerate antenna modeling and further improve the antenna’s EM performance. Overall, the proposed approach facilitates more efficient antenna design and contributes to the development of intelligent antenna engineering. © The Author(s) 2025.

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  • 3.用于近眼显示的大景深超表面轴锥透镜研究

    • 关键词:
    • 超表面;轴棱锥;大景深;全息成像;微型化显示
    • 翟雷应;闫佳伟;南敬昌
    • 《激光与光电子学进展》
    • 2026年
    • 期刊

    针对近眼微型化三维全息成像显示存在的多片组结构、景深受限的问题,提出了融合“超表面透镜的高横向分辨率”与“轴棱锥的长焦深”特性的超表面轴锥透镜结构设计,采用全息图相位、轴棱锥镜相位与聚焦相位叠加的编码策略。通过系统验证不同焦距与超表面半径的组合性能,筛选适配近眼显示的核心参数,同时为避免全息图像因空间挤压导致相位调制交叉干扰,选取目标图像为300像素。采用FDTD对所设计超表面轴锥透镜性能进行仿真,结果表明单个超表面单元在保持85%以上偏振转换效率的同时,偏振串扰小于-15dB。采用610nm准直光源,当超表面轴锥透镜半径为15μm,焦距为60μm时,在60-90μm焦深范围内仍能形成清晰的高分辨全息图像。与传统超透镜相比,本设计所成全息像景深提升了40%。所提出大景深超表面轴锥透镜,在保持高分辨成像质量的同时,能够极大地降低光学系统对准焦平面的光场适配难度,为近场成像和微型全息显示提供了高水平的成像透镜理论及解决方案,在近眼显示领域中具有重要意义。

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  • 4.Design of a Wideband High-Gain Metasurface Antenna Based on Characteristic Mode Theory

    • 关键词:
    • Characteristic modes; high gain; metasurface; parasitic elements;wideband; Characteristic modes; high gain; metasurface; parasiticelements; wideband;LOW-PROFILE
    • Yang, Qing-Song;Nan, Jing-Chang;Xu, Wei;Pan, Jun-Ru;Bai, Tian-Qi;Wu, Hong
    • 《IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS》
    • 2025年
    • 24卷
    • 12期
    • 期刊

    To address the growing demand for wideband and high-gain antenna solutions in modern high-frequency communication systems, a metasurface (MTS) antenna is proposed based on characteristic mode theory (CMT). The proposed antenna consists of an MTS structure, a dual-layer Rogers 5880 dielectric substrate, a ground plane, and an L-shaped microstrip feed line. The MTS consists of a 4 x 4 array of modified rectangular unit cells, with additional rectangular parasitic elements placed along its periphery. Through the synergistic interaction between the multislot structure and the parasitic elements, the surface current distribution is effectively tailored, modifying the modal current paths and enabling the excitation of a greater variety of wideband modes. This lays a solid foundation for the wideband operation of the antenna. Furthermore, an inductively coupled feeding structure is designed to optimize the impedance matching performance. Both simulation and measurement results confirm that the proposed antenna operates over a frequency range of 14.13 GHz to 38.98 GHz, achieving a relative bandwidth of 93.6% and a peak gain of 11.4 dBi. The radiation patterns remain stable across the operating band, with the radiated energy highly concentrated in the main lobe direction. The proposed design makes it a promising candidate for applications in 5G millimeter-wave communications, satellite multiband integrated systems, and ultra wideband radar sensing.

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  • 5.Enhancement of Linearity and Flatness in Broadband Power Amplifiers via Baseband Impedance Optimization

    • 关键词:
    • baseband impedance; broadband; flatness; linearity; power-addedefficiency (PAE); third-order intermodulation distortion (IMD3);DESIGN; EFFICIENCY
    • Liu, Wenjin;Jiang, Hai;Nan, Jingchang
    • 《INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS》
    • 2025年
    • 期刊

    Broadband power amplifiers (PAs) not only demand high efficiency and linearity but also face stringent challenges regarding the flatness of their gain and efficiency; the nonideality of baseband impedance is a key factor that leads to nonlinear distortion and dynamic performance fluctuations, impacting the PA's performance flatness. In this paper, a passive multibranch baseband impedance control unit (BICU) is proposed to provide a low and flat controllable impedance over the wide baseband frequency range of 1-600 MHz, and a broadband PA incorporating this BICU is designed and tested. Experimental results demonstrate that introducing the BICU in the 1.8-2.4 GHz range effectively stabilizes the baseband impedance, significantly improving the flatness of the power-added efficiency (PAE), which remains relatively stable at around 62% with reduced fluctuations across the operating band. Simultaneously, at an output power of approximately 38 dBm, the third-order intermodulation distortion (IMD3) improved by about 3-5 dBc, exhibiting significantly suppressed sideband asymmetry, thus enhancing linearity, whereas the gain was maintained at around 12 dB. This research validates the feasibility of improving the linearity, efficiency flatness, and overall performance flatness of broadband PA by optimizing the baseband impedance.

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  • 6.高隔离度的三陷波UWB-MIMO天线设计

    • 关键词:
    • 超宽带—多输入多输出;三陷波;高隔离度;类“U”型枝节;半圆形凹槽
    • 南敬昌;苏东蕊;高明明;潘俊汝;王艺扉
    • 2025年
    • 期刊

    提出了一种具有高隔离度的三陷波超宽带(UWB)—多输入多输出(MIMO)天线,整体尺寸为23 mm×31 mm×1.6 mm。通过对辐射贴片底部两侧进行倒“W”型切角和窄化馈线,实现了UWB;将接地板改进为阶梯“T”型去偶结构,并开半圆形凹槽,实现了较高隔离度;在馈线上刻蚀类“回”字型缝隙、在辐射贴片上刻蚀“U”型缝隙以及在右侧加载类“U”型寄生枝节,实现了WLAN(5.15-5.85 GHz)、X波段(7.25-7.75 GHz)和国际电信联盟(ITU)(8.01-8.5 GHz)3个频段的陷波。仿真与测试结果表明:该天线工作频段为3.09-12 GHz(相对带宽达到118%),隔离度小于-21.55 dB,包络相关系数(ECC)小于0.01,辐射效率高,辐射特性良好,设计的天线可以广泛应用于无线通信系统领域中。

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  • 7.Single-event burnout mechanism and hardening for 1200 V 4H-SiC LDMOS

    • 关键词:
    • Computer debugging;Impact ionization;Indium phosphide;MOS devices;Semiconducting indium phosphide;Semiconducting selenium compounds;Semiconducting silicon compounds;Coupled simulation;Lateral-diffused metal oxide semiconductors;Parasitic BJT;Peak electric field;SiC lateral diffused metal oxide semiconductor;Single-event burnout;Single-event burnouts;Thermal;Triggering mechanism;Triple-buffer layer
    • Wang, Liqun;Tang, Panpan;Nan, Jingchang
    • 《Microelectronics Reliability》
    • 2025年
    • 169卷
    • 期刊

    In this paper, the Single-Event Burnout (SEB) triggering mechanism of 1200 V 4H-SiC Lateral Diffused Metal Oxide Semiconductor (LDMOS) is numerically studied based on Sentaurus TCAD electro-thermal coupled simulations. A hardened design of source-extended combined with a triple-buffer layer is proposed. Simulation results show that impact ionization plays an important role in the SEB triggering of SiC LDMOS. With the introduction of a triple-buffer layer that can effectively suppresses and integrates the peak electric field, thereby weakening impact ionization. Meanwhile, the source-extended can extract the holes rapidly and suppress the parasitic BJT positive feedback, thus avoiding the thermal damage caused by excessive current. Under the optimal parameters, the SEB threshold voltage (VSEB) of the proposed structure is 259% higher than the conventional structure. © 2025

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  • 8.Multi-Mechanism Fusion Based 1D U-Net Models for Antenna Forward and Inverse Design

    • 关键词:
    • Antennas;Convolutional neural networks;Deep neural networks;Design;Efficiency;Electromagnets;Forward scattering;Inverse problems;Iterative methods;Multilayer neural networks;Accuracy Improvement;Electromagnetic simulation;Forward designs;Inverse designs;Multi mechanisms;Net model;Network-based framework;Neural-networks;One-dimensional;Physical parameters
    • Yang, Ximin;Nan, Jingchang;Wang, Minghuan
    • 《Progress in Electromagnetics Research C》
    • 2025年
    • 159卷
    • 期刊

    This study investigates the relation between the physical parameters and scattering parameter (S11) curves of antennas, and proposes two deep-neural-network-based frameworks respectively for antenna forward and inverse designs, improving the design efficiency compared to the conventional electromagnetic (EM) simulation approaches. In this study, a one-dimensional (1D) U-Net is utilized as the backbone of the two models and is enhanced with multiple mechanisms — diffusion mechanism, channel attention, and spatial attention. Therefore, the models more effectively capture the sequential features of data. In the forward design, the model quickly predicts the S11 curves from given physical parameters with an accuracy improvement of at least 63% RMSE and 70% MAE compared to the improved one-dimensional convolutional neural network (1D-MCNN) and deep multi-layer perceptron (DMLP), thus realizing the surrogate model of conventional methods to some extent. In the inverse design, another model directly infers the physical parameters corresponding to the target S11 curves with an accuracy improvement of at least 21% RMSE and 38% MAE compared to the baseline models (1D U-Net and MLP), thereby eliminating the iterative process of traditional methods and accelerating the antenna design. The experimental results demonstrate the significant advantages of the proposed deep neural network frameworks in terms of accuracy and efficiency for both forward and inverse designs of antennas, offering a powerful alternative to conventional electromagnetic simulation-based approaches. © 2025, Electromagnetics Academy. All rights reserved.

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  • 9.Design of a High-Gain Millimeter Wave Array MIMO Antenna for 5G

    • 关键词:
    • 5G mobile communication systems;Antenna arrays;Antenna feeders;Antenna lobes;Data communication systems;Digital communication systems;Integrated circuit design;Microstrip antennas;Millimeter waves;Structural dynamics;Data transmission rates;High gain;Line arrays;Millimeter-wave antennas;Multiple input multiple output antennas;Operating bandwidth;Operating frequency bands;Parallel hybrids;Peak gain;Series-parallel
    • Liu, Wenhui;Li, Xinchun
    • 《Progress in Electromagnetics Research C》
    • 2025年
    • 152卷
    • 期刊

    To deal with the problems of low gain and low data transmission rate of millimeter wave antenna during long-distance trans-mission, a high-gain millimeter wave array multiple-input-multiple-output (MIMO) antenna with series-parallel hybrid feed is proposed. The radiating structure consists of a combination of multiple rectangular patches, to make the proposed design resonate within the desired frequency band of 39 GHz. The antenna line array consists of eight radiating patches connected in series via transmission lines, providing an operating bandwidth of 1.02 GHz and a peak gain of 15.9 dB, and utilizing the Chebyshev synthesis method to control the side lobe level below −20 dB. In order to obtain higher gain, two antenna line arrays are connected through a Y-shaped feeding network, which utilizes the mutual coupling between the antennas to increase the bandwidth of the antenna to 1.25 GHz and provide a simulated gain of 17.6 dBi. Furthermore, the proposed array antennas are placed side-by-side to form a four-port MIMO antenna, which does not require any decoupling structure and has the isolation of more than 25 dB. The radiation efficiency is as high as 99%, the Envelope Correlation Coefficient (ECC) less than 0.003, and the Diversity Gain (DG) greater than 9.98. The measured results show that the operating frequency band of the antenna is 38.0 ∼ 39.6 GHz, and the operating bandwidth is 1.6 GHz. In the operating frequency band, the peak gain of the antenna is 17.45 dBi. Finally, the frequency characteristics and radiation characteristics of the antenna when bending are analyzed. The results show that the bending of the antenna leads to a slight shift in the resonant frequency, but the relative bandwidth remains unchanged. The gain has decreased, indicating that the antenna is able to work normally after bending and has a wider range of application scenarios. © 2025, Electromagnetics Academy. All rights reserved.

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  • 10.Design of Near-field Focusing Optical Transparent Metasurface for Millimeter-wave Communication

    • 关键词:
    • Electric fields;Electromagnetic wave emission;Electromagnetic wave transmission;Focusing;Millimeter waves;Polarization;Structural design;Walls (structural partitions);Wave propagation;Curtain-walls;In-buildings;Low emissivity glass;Metasurface;Millimeter wave signals;Millimeterwave communications;Near-field focusing;Optical transparent;Signal propagation;Wide angle
    • Fan, Licong;Yao, Yuan;Nan, Jingchang;Wang, Yifei
    • 《Progress in Electromagnetics Research M》
    • 2025年
    • 136卷
    • 期刊

    Low-emissivity glass, commonly employed in building curtain walls, strongly reflects and weakly transmits millimeter-wave signals, thereby hindering signal propagation. To address this issue, this paper introduces a novel method that leverages the low-emissivity film itself to design a metasurface for enhanced signal transmission. Two specific metasurface designs are presented. The simulation results validate the proposed method. For the design targeting linearly polarized waves, a 23 dB enhancement in the transmitted electric field is achieved compared to that of uncoated glass. The design for circularly polarized waves achieves a 22 dB enhancement. Both metasurfaces exhibit excellent wide-angle performance, maintaining single-point focusing up to a 30◦ incidence angle with an electric field enhancement exceeding 15 dB. The proposed millimeter-wave transparent metasurface features a simple structure, supports wide-angle incidence, and can be deployed over large areas with adjustable focal points to meet communication requirements. This work provides a reliable solution for mitigating millimeter-wave transmission loss through low-emissivity glass. © 2025, Electromagnetics Academy. All rights reserved.

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