International Journal of RF and Microwave Computer-Aided Engineering最新文献

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A Fast Electromagnetic Radiation Simulation Tool for Finite Periodic Array Antenna and Universal Array Antenna 有限周期阵列天线和通用阵列天线的快速电磁辐射仿真工具
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2025-01-09 DOI: 10.1155/mmce/5999155
Hangxin Liu, Hao Wang, Li Xu, Bingqi Liu, Junhong Liu, Xiaobo Zhang, Xuesong Yuan, Bin Li
{"title":"A Fast Electromagnetic Radiation Simulation Tool for Finite Periodic Array Antenna and Universal Array Antenna","authors":"Hangxin Liu,&nbsp;Hao Wang,&nbsp;Li Xu,&nbsp;Bingqi Liu,&nbsp;Junhong Liu,&nbsp;Xiaobo Zhang,&nbsp;Xuesong Yuan,&nbsp;Bin Li","doi":"10.1155/mmce/5999155","DOIUrl":"https://doi.org/10.1155/mmce/5999155","url":null,"abstract":"<p>The domain decomposition method (DDM) enables efficient simulation of electromagnetic problems in large-scale array antennas using full-wave methods on moderate hardware. This paper introduces and compares two nonoverlapping DDMs serving as preconditioners with outstanding simulation efficiency. The first method targets finite periodic array antennas by transforming a single array unit rather than explicitly modeling the entire array, effectively leveraging repetitive structures to significantly reduce memory usage and computation time. The second method applies to universal array antennas with arbitrary geometries, employing both planar and nonplanar mesh-based domain partitioning at subdomain interfaces for flexible modeling of complex arrays. To further enhance computational performance, we propose a parallel multilevel preconditioner based on the block Jacobi preconditioner, thereby accelerating the solution efficiency of subdomain matrix equations in both methods. Additionally, since the choice of domain partitioning method significantly impacts the computational efficiency of DDMs, we propose three different subdomain partitioning strategies. These strategies enable us to accelerate computations while expanding our capacity to simulate a wider variety of types of cases. We developed a fast electromagnetic radiation simulation tool utilizing these techniques. Simulations of exponentially tapered slot (Vivaldi) antenna arrays and antenna arrays with radomes demonstrate that our tool achieves accuracy comparable to commercial software, and notably, our tool outperforms commercial software in terms of the speed of iterative solutions.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2025 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/5999155","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143113473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Broadband RCS Reduction Coating Using a Novel Arrangement of Metasurface Unit Cells Based on Two Substrates 一种基于双基材的新型超表面单晶排列的宽带RCS还原涂层
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2025-01-06 DOI: 10.1155/mmce/9397253
M. Khalilzadeh, A. Ghafoorzadeh-Yazdi, M. M. Pezhman
{"title":"A Broadband RCS Reduction Coating Using a Novel Arrangement of Metasurface Unit Cells Based on Two Substrates","authors":"M. Khalilzadeh,&nbsp;A. Ghafoorzadeh-Yazdi,&nbsp;M. M. Pezhman","doi":"10.1155/mmce/9397253","DOIUrl":"https://doi.org/10.1155/mmce/9397253","url":null,"abstract":"<p>In this paper, a new coating structure is proposed for broadband radar cross section (RCS) reduction using 1-bit metasurfaces. The designed structure consists of two types of unit cell, arranged in concentric square rings. The substrate of unit cells is different, FR4 and Ultralum-2000 with thicknesses of 2.4 and 0.762 mm, respectively. The proposed structure shows an ultrawideband property to reduce the RCS, less than −10 dB, in the frequency range of 14–45 GHz. This range covers part of Ku-band (14–18 GHz), K-band (18–27 GHz), and Ka-band (27–40 GHz) and part of millimeter-wave band (40–45 GHz). To validate the designed work and simulation results, a prototype with the dimension of 84 × 84 mm<sup>2</sup> is fabricated and tested. Also, the RCS reduction is determined analytically and presented. The measured results verify well the analytical and simulation results. In short, this work includes three new points: (1) the use of two substrates with different thickness and dielectric constant to design unit cells, (2) a new arrangement of array cells in the form of concentric square rings, and (3) achieving a great bandwidth to reduce RCS.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2025 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/9397253","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143112733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
BNN-LSTM-DE Surrogate Model–Assisted Antenna Optimization Method Based on Data Selection 基于数据选择的代理模型辅助天线优化方法
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-12-28 DOI: 10.1155/mmce/6622761
Jinlong Sun, Yubo Tian, Zhiwei Zhu
{"title":"BNN-LSTM-DE Surrogate Model–Assisted Antenna Optimization Method Based on Data Selection","authors":"Jinlong Sun,&nbsp;Yubo Tian,&nbsp;Zhiwei Zhu","doi":"10.1155/mmce/6622761","DOIUrl":"https://doi.org/10.1155/mmce/6622761","url":null,"abstract":"<p>The use of surrogate models in assisting evolutionary algorithms for antenna optimization has achieved significant research outcomes. The construction of surrogate model primarily depends on two aspects; one is the selection of datasets, and the other is the model’s structure and performance. This paper proposes a novel dataset selection method aimed at enhancing the performance of the constructed surrogate model. Additionally, based on Bayesian neural network (BNN) and leveraging the advantages of handling sequence data with long short-term memory (LSTM), a BNN-LSTM surrogate model is introduced. After training, this surrogate model is used as the fitness evaluation function, enabling optimization design based on differential evolution (DE) algorithm. Experimental validations are conducted using the optimizations of a dual-frequency slotted patch antenna and a rectangular cut-corner ultrawideband antenna as examples. Results demonstrate that the proposed surrogate model exhibits high accuracy, providing a guidance for antenna optimization.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/6622761","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143120285","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Spaceborne Ka-Band Earth-Coverage Phased Array Antenna Based on DBF-Shared Subarray for LEO Communications 基于dbf共享子阵的星载ka波段近地覆盖相控阵天线
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-12-27 DOI: 10.1155/mmce/6566907
Muren Cai, Wentao Li, Xiaowei Shi, Qiaoshan Zhang, Heng Liu, Hu Liu, Yan Li, Buning Tian
{"title":"A Spaceborne Ka-Band Earth-Coverage Phased Array Antenna Based on DBF-Shared Subarray for LEO Communications","authors":"Muren Cai,&nbsp;Wentao Li,&nbsp;Xiaowei Shi,&nbsp;Qiaoshan Zhang,&nbsp;Heng Liu,&nbsp;Hu Liu,&nbsp;Yan Li,&nbsp;Buning Tian","doi":"10.1155/mmce/6566907","DOIUrl":"https://doi.org/10.1155/mmce/6566907","url":null,"abstract":"<p>A spaceborne Earth-coverage phased array (ECPA) antenna at Ka-band is proposed for low-Earth orbit (LEO) satellite applications, which is based on digital beamforming (DBF) partially shared subarray architecture to implement two stages of DBF. By taking into account the effects of mutual coupling in active element pattern optimization, a new method to obtain an Earth-matched beam of the equivalent element of the ECPA is presented, in which the DBF-shared subarray, segmental shaping technique, and differential evolution algorithm are utilized to achieve Earth-coverage characteristic for the ECPA. Both the design method and the principle of DBF partially shared subarray for grating lobe suppression are presented. Moreover, a 16-element DBF-shared subarray with a shared ratio of 4:1 obtaining an Earth-matched beam pattern is designed, optimized, and verified by full-wave simulation in Ansys Electronics Desktop. Taking the DBF-shared subarray as the equivalent element, an ECPA including 40 DBF-shared subarrays is also designed and simulated. Numerical results demonstrate that the proposed ECPA has excellent performance of Earth-coverage scanning to compensate for the satellite communication link variation caused by path loss variation during beam scanning for LEO applications. In addition, the ECPA has the advantages of a low sidelobe level better than −20 dB as well as grating lobe suppression.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/6566907","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143119776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Wideband High-Efficiency Dual-Polarized Metal-Only Reflectarray Antenna Using Folded Groove Elements 一种宽带高效双极化折叠槽元金属反射天线
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-12-26 DOI: 10.1155/mmce/4779629
Qiqi Zhou, Jingyi Geng, Lu Guo
{"title":"A Wideband High-Efficiency Dual-Polarized Metal-Only Reflectarray Antenna Using Folded Groove Elements","authors":"Qiqi Zhou,&nbsp;Jingyi Geng,&nbsp;Lu Guo","doi":"10.1155/mmce/4779629","DOIUrl":"https://doi.org/10.1155/mmce/4779629","url":null,"abstract":"<p>A wideband high-efficiency dual-polarized metal-only reflectarray antenna is designed and analyzed. The unit cell is composed of a layer of grooved metal plate and a ground, with an air layer in the middle. The proposed element features a phase range of about 360° and works independently in orthogonal directions, enabling dual linearly polarized operations. Based on this unit cell, a circular array including 177 elements with a diameter of 250 mm is simulated and fabricated at 10 GHz. The measured results show that the reflectarray exhibits a good performance in both horizontal and vertical polarizations, with a 1-dB gain bandwidth of 20.2% and 20% and peak aperture efficiency of 62.3% and 61%, respectively. In addition, sidelobe and cross-polarization levels are also satisfactory.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-12-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/4779629","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143119297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Compact CCITL-Inspired Power Divider Design Using Multisection Transmission Lines 采用多段传输线的紧凑型cctl启发的功率分压器设计
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-12-19 DOI: 10.1155/mmce/2587550
Taran Anusorn, Sorawis Korananan, Panuwat Janpugdee, Danai Torrungrueng
{"title":"Compact CCITL-Inspired Power Divider Design Using Multisection Transmission Lines","authors":"Taran Anusorn,&nbsp;Sorawis Korananan,&nbsp;Panuwat Janpugdee,&nbsp;Danai Torrungrueng","doi":"10.1155/mmce/2587550","DOIUrl":"https://doi.org/10.1155/mmce/2587550","url":null,"abstract":"<p>This work provides a comprehensive review of conjugately characteristic impedance transmission lines (CCITLs) and their applications in quarter-wave–like transformers (QWLTs). These promising concepts are employed in the development of miniaturized CCITL-based power dividers (CCITL-PDs). A thorough design procedure for CCITL-PDs with arbitrary power division ratios is presented, including detailed derivations and analysis of the perfect isolation condition. For illustration, an equal-split CCITL-PD implemented using multisection transmission lines (MSTLs) is designed to achieve a 25% reduction in electrical length compared to conventional equal-split Wilkinson power dividers. Although the achieved reduction is modest, this example provides valuable insights and approaches for further optimizations in CCITL-PD design, showcasing its potential for microwave component miniaturization.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/2587550","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142861721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Wearable Dual-Band Dual-Polarized Patch Antenna for ISM Range Applications 一种用于ISM测距应用的可穿戴双带双极化贴片天线
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-12-04 DOI: 10.1155/mmce/6490949
Pouria Shams, Mohammad Amin Honarvar
{"title":"A Wearable Dual-Band Dual-Polarized Patch Antenna for ISM Range Applications","authors":"Pouria Shams,&nbsp;Mohammad Amin Honarvar","doi":"10.1155/mmce/6490949","DOIUrl":"https://doi.org/10.1155/mmce/6490949","url":null,"abstract":"<p>A compact low-profile dual-band dual-polarized wearable patch antenna, capable of working in 2.4 and 5.8 GHz ISM band for either on-body or off-body applications with different radiation patterns in each working band, is presented in this paper. The fabricated antenna consists of four layers including modified ground and patch layers and two dielectric layers made of jean fabric, and it has a radius of 30 mm with overall height of 3.4 mm fed by a single probe. The proposed structure is designed in a way that is capable of radiating linearly polarized (LP) waves in lower working frequency and circularly polarized (CP) waves in its upper working band. The ground plane is modified to ensure the dual-band radiation as well as miniaturization of the antenna. The patch of the antenna benefits from truncated corners and four circular stubs which are practically coupled with antenna’s modified ground to provide desired axial ratio and dual polarization capability. With the help of computer-based simulations, the antenna is placed on human body tissue and the calculated amount of SAR values in each band for 1 g tissue is 0.15 and 0.89 Wkg, respectively, which guarantee the safety of the human body in close proximity to the antenna.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/6490949","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142763974","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Computationally Efficient Design Optimization of Multiband Antenna Using Deep Learning–Based Surrogate Models 利用基于深度学习的代理模型对多频带天线进行计算高效的设计优化
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-11-22 DOI: 10.1155/mmce/5442768
Merih Palandöken, Aysu Belen, Ozlem Tari, Peyman Mahouti, Tarlan Mahouti, Mehmet A. Belen
{"title":"Computationally Efficient Design Optimization of Multiband Antenna Using Deep Learning–Based Surrogate Models","authors":"Merih Palandöken,&nbsp;Aysu Belen,&nbsp;Ozlem Tari,&nbsp;Peyman Mahouti,&nbsp;Tarlan Mahouti,&nbsp;Mehmet A. Belen","doi":"10.1155/mmce/5442768","DOIUrl":"https://doi.org/10.1155/mmce/5442768","url":null,"abstract":"<p>In this paper, deep learning–based data-driven surrogate modeling approach is proposed for enhancing cost-efficiency of multiband antenna design optimization. The proposed surrogate model–assisted design approach has achieved a computational cost reduction of almost 40% compared to the conventional direct electromagnetic solver–based design methodologies in case of single design example. As for the validation of the proposed method, the obtained optimal design parameters from the surrogate model are used to manufacture an antenna design. The obtained results from the experimental measurement are compared with counterpart results from the literature.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/5442768","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142692079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wide-Passband Microstrip Filters With Wide Stopband Based on Half-Wavelength Resonators Coupled by Short Connected Line 基于短连接线耦合半波长谐振器的宽带微带滤波器
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-11-19 DOI: 10.1155/mmce/7924319
Chunfeng Fan, Jiahui Han, Ke Gong, Xuehui Hu, Qing Liu, Yufang Liu
{"title":"Wide-Passband Microstrip Filters With Wide Stopband Based on Half-Wavelength Resonators Coupled by Short Connected Line","authors":"Chunfeng Fan,&nbsp;Jiahui Han,&nbsp;Ke Gong,&nbsp;Xuehui Hu,&nbsp;Qing Liu,&nbsp;Yufang Liu","doi":"10.1155/mmce/7924319","DOIUrl":"https://doi.org/10.1155/mmce/7924319","url":null,"abstract":"<p>A novel and simple design method of wide-passband filters with wide stopband based on half-wavelength (<i>λ</i>/2) resonators coupled by a short connected line (SCL) is proposed and analysed in this paper. Different from the traditional parallel-coupled structure filters, SCL is proposed to realize a strong coupling between two adjacent resonators and suppress the parasitic passbands simultaneously. And the eigenmode analysis method and impedance ratio characteristics are both used to reveal the mechanism of wide-stopband implementation. To further expand the stopband, filters based on step-impedance resonators (SIRs) with SCL are proposed and analysed in detail. To verify the proposed design method and wide-stopband filtering structures, three 4-pole filters with uniform-impedance resonators (UIRs), SIRs with same impedance ratio, and SIRs with different impedance ratios are designed, fabricated, and measured. The proposed filters can realize a wide stopband up to 5.8<i>f</i><sub>0</sub> with rejection level better than 20 dB. Moreover, the proposed filters can easily realize a wide bandwidth.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/mmce/7924319","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142685375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
FA-UNet: Semantic Segmentation of Passive Millimeter–Wave Images for Concealed Object Detection FA-UNet:用于隐蔽物体检测的被动毫米波图像的语义分割
IF 0.9 4区 工程技术
International Journal of RF and Microwave Computer-Aided Engineering Pub Date : 2024-11-16 DOI: 10.1155/2024/8628149
Huakun Zhang, Lin Guo, Deyue An,  Odbal
{"title":"FA-UNet: Semantic Segmentation of Passive Millimeter–Wave Images for Concealed Object Detection","authors":"Huakun Zhang,&nbsp;Lin Guo,&nbsp;Deyue An,&nbsp; Odbal","doi":"10.1155/2024/8628149","DOIUrl":"https://doi.org/10.1155/2024/8628149","url":null,"abstract":"<p>Passive millimeter–wave (PMMW) scanners are widely used for personal security screening in public places due to their nonradiation and high real-time capabilities. However, the images obtained by these scanners frequently exhibit low signal-to-noise ratios and contrast, presenting challenges for automated detection systems. To address this issue, we propose an efficient semantic segmentation approach, FA-UNet, that employs a UNet architecture with a fusion attention mechanism to conduct binary classification (human body vs. background, including objects) for PMMW images. This approach incorporates a spatial attention mechanism into the lateral connections between the encoder and decoder and introduces a channel attention mechanism during the feature fusion process in the decoder. By combining these attention mechanisms, FA-UNet leads to more precise segmentation outcomes. The segmented image is then fused with the original image using our multistage fusion method, in which, first, the two images are blended in a 1:1 ratio for object detection. Then, a new fused image is obtained by adjusting the ratio within a certain range (0.3–0.5). Finally, the object detection results are overlaid on this fused image to generate a directly displayable image. We evaluate our method using a self-made dataset. Experimental results demonstrate that FA-UNet can accurately segment the human body region and preserve object shapes effectively. Using the fused image for object detection helps reduce false detections caused by background noise interference while improving the detection rate of weak targets. Additionally, the fused image aids in manual image interpretation in locations with higher security inspection levels and contributes to protect the privacy of individuals undergoing inspection to the greatest extent possible.</p>","PeriodicalId":54944,"journal":{"name":"International Journal of RF and Microwave Computer-Aided Engineering","volume":"2024 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/2024/8628149","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142664820","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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