Search Results(179)

2025-12-12
PIER Letters
Vol. 128, 41-47
A Touch Sensing Method Using EIT-Based Microstrip Structure for Interactive Applications
Jiyou Jiang and Jiangtao Huangfu
Touch interaction is an important function in various electronic systems. In this paper, a touch sensing method based on an electromagnetically induced transparency (EIT) microstrip structure is proposed. The design consists of a U-shaped two-port microstrip transmission line with four open stubs oriented in four directions. Two transmission narrow bands are generated by the proposed structure at around 1.8 GHz and 3.5 GHz, corresponding to the EIT effect. When finger-like objects approach the terminals of these open stubs, their transmission characteristics change significantly, as indicated by variations in the S-parameter response. To precisely determine the touch position, a shifting vector method is introduced based on the variations of S-parameters at different touch positions on the board plane. Both simulation and experimental results demonstrate a touch localization accuracy of 94.4% with a spatial resolution of 3 mm. The proposed design offers a low-cost and compact platform that integrates touch interaction and RF communication, showing strong potential for future interactive electronic and communication systems.
2025-12-11
PIER
Vol. 184, 32-42
Magneto-Optical Driven Topological Polarization Singularities Modulation in the Photonic Crystal Slab
Bo Yang , Wanhua Zheng and Anjin Liu
The modulation of topological polarization singularities in momentum space in photonics has attracted much attention due to their relations with bound states in the continuum (BICs), unidirectional guided resonances, and chirality. Current modulation strategies that rely on structural symmetry breaking or phase-change materials are challenging to achieve dynamic and flexible modulation of polarization singularities. Recently, magneto-optical (MO) modulation of light provides a promising theoretical strategy for the dynamic modulation of polarization singularities. However, the dynamics of transverse electric (TE)/transverse magnetic (TM)-mode singularities under varying magnetic fields remain elusive in the MO photonic crystal (PhC) slab. Herein, we systematically investigate the dynamic modulation of topological polarization singularities in the PhC slab based on the MO effect. In-plane (x/y) magnetic fields have no effect on the TE mode of the MO PhC slab. However, the fields induce splitting and separation of vortex polarization singularity (V point) of the TM mode into a pair of circular polarization points (C points), enabling extrinsic chirality without breaking the structural symmetry. A magnetic field along the z direction enables near-unity circular dichroisms (CDs) over a broad angular range when circular polarizations are formed at off-Γ points for the TE and TM modes. Furthermore, by introducing single symmetry breaking (in-plane symmetry breaking for TE, out-of-plane symmetry breaking for TM) with magnetic field tuning, one of the C points can be shifted to the Γ point, resulting in intrinsic chiral quasi-BICs (QBICs) with ultra-high Q-factors and near-unity CDs. This study provides a dynamic and flexible modulation approach for polarization singularities, which enhances light-matter interactions for applications in advanced chiral photonic devices and tunable optoelectronic devices.
2025-12-11
PIER Letters
Vol. 128, 35-40
Single-Layer Wideband Circularly Polarized Metasurface Antenna with Stepped Stubs Based on Characteristic Mode Analysis
Zhaoyi Wang , Wu-Sheng Ji , Meng Wang , Wenhan Wan and Xing-Yong Jiang
In this work, we present a single-layer, wideband circularly polarized (CP) metasurface antenna fed by a coplanar waveguide (CPW). The proposed antenna employs a rotated CPW feed structure, which achieves circular polarization without adding dielectric layers, significantly simplifying the antenna structure and improving manufacturability, while incorporating two stubs to adjust impedance matching and broaden the bandwidth. Measurement results indicate a -10 dB impedance bandwidth covering 4.23-6.2 GHz (a fractional bandwidth of 37.7%), and a 3-dB axial ratio bandwidth of 5.26-6.32 GHz (a fractional bandwidth of 18.3%), with a peak measured gain of 9 dBi. The antenna targets Sub-6 GHz with strong 5G integration potential.
2025-12-02
PIER
Vol. 184, 24-31
Laser-Tracking-Modulated Microwave Temporal Metasurfaces for Mobile Hybrid Wireless Communications (Invited Paper)
Sheng Yuan , Zhi Zhou Ding , Xin Ge Zhang , Dong Jie Wang , Jian Kai Sun and Wei Xiang Jiang
Temporal metasurfaces offer a promising platform for new-architecture wireless communications by enabling fast modulation of both electromagnetic waves and digital information. Optical control of these metasurfaces is particularly attractive as it establishes a direct physical bridge between optical and microwave signals, forming the foundation for optoelectronic hybrid communication systems. However, existing schemes are confined to static pre-alignment of the laser beam with the metasurface, lacking real-time spatial alignment capability essential for real-world mobile applications. Here, we propose and realize a mobile hybrid wireless communication system based on the designed laser-tracking-modulated microwave temporal metasurface. This communication system is constructed by integrating a photodiode-based microwave temporal metasurface, a vision-assisted laser-tracking transmitter, and a microwave receiver, enabling direct laser-to-microwave signal conversion sustained by dynamic alignment. Experimental results demonstrate that the system maintains successfully a stable hybrid communication link while the laser transmitter is in motion. This work provides a viable strategy for establishing stable hybrid wireless links for moving platforms and drones in high-mobility scenarios.
2025-11-29
PIER
Vol. 184, 14-23
Serendipity Engineering with Photonics: Harnessing the Unexpected in Biology and Medicine(Invited Paper)
Kelvin C. M. Lee , Walker Peterson , Fabio Lisi , Tianben Ding , Kotaro Nojima , Hiroshi Kanno , Yuqi Zhou , Hiroyuki Matsumura , Yasutaka Kitahama , Ming Li , Petra Paie , Cheng Lei , Tamiki Komatsuzaki , Masahiro Sonoshita , Dino Di Carlo and Keisuke Goda
Serendipity has long shaped transformative scientific discoveries, from penicillin and microwave oven to cosmic microwave background. These advances were not accidents but arose when prepared minds encountered unexpected phenomena in environments that enabled recognition and follow-up. In today's research climate, which often emphasizes narrowly defined goals and short-term deliverables, the role of serendipity is undervalued and frequently left to chance. This review introduces the concept of serendipity engineering: the intentional design of technologies, analytical frameworks, and research cultures that enhance the probability of meaningful chance discoveries. We outline four core principles - (i) expanding the observable space with advanced measurement tools, (ii) preserving anomalies through unbiased data stewardship, (iii) applying analytical methods that surface rare or emergent patterns, and (iv) fostering openness to unexpected results. Emphasis is placed on applications in biology and medicine empowered by advanced photonics and electromagnetism, where system complexity and disease heterogeneity make serendipitous findings particularly impactful. We propose a roadmap for embedding serendipity as a strategic component of 21st-century science, transforming it from a passive hope into an active driver of discovery.
2025-11-29
PIER
Vol. 184, 1-13
Variational Quantum Algorithm for Photonic Crystals(Invited Paper)
Long Chen , Xinyu Li , Jianlin Su , Siqi Huang , Zixuan Cai , Zhicai Yu , Yuming Ning , Qiang Xiao , Jianan Zhang , Qian Ma , Zhihao Lan , Jianwei You and Tie-Jun Cui
Photonic crystals (PhCs) play a crucial role in describing the quantized collective behavior of wave functions. However, the existing investigations into their eigenstates primarily rely on classical computational methods. Variational quantum algorithm (VQA) represents a promising quantum computing technology that can be implemented on noisy intermediate-scale quantum (NISQ) devices, potentially surpassing the classical computational capabilities. Here, we propose a method to analyze the band and eigenstate properties of PhCs based on variational quantum eigensolver (VQE). We firstly reformulate the Maxwell's equations into a Hermitian generalized eigenvalue problem. By appropriately selecting a loss function and employing the proposed quantum eigenvalue solver, we successfully obtain the generalized eigenvalues using a quantum gradient descent algorithm. To validate our approach, we perform simulations on two prototypical PhCs in square and hexagonal lattices. The results demonstrate that a complex Ansatz can effectively capture the optimal solution, successfully yielding the generalized eigenvalues, but a simpler Ansatz exhibits significant limitations. Our findings provide new insights into the application of VQAs in PhCs and other quantum topological systems.
2025-11-17
PIER M
Vol. 136, 33-45
Enhanced Low-Resolution Contrast Operator Using Neural Networks for E-Polarized EM Scattering Problems
Daan van den Hof , Martijn Constant van Beurden and Roeland J. Dilz
Coarse discretization introduces significant errors in the solution of scattering problems, in part due to discretization errors in the contrast operator. We present a procedure for the automatic construction of a modified contrast operator for electromagnetic scattering problems by using trainable neural networks to represent a modified contrast operator. We achieve a higher accuracy on a coarse discretization while still keeping computation time down compared to a fine discretization. By using synthetic data from a full-wave Maxwell solver to train the network for one-dimensional slab scatterers and two-dimensional polygonal scatterers, we are able to use the techniques found in deep learning to improve accuracy in coarse-grid forward scattering problems.
2025-11-12
PIER Letters
Vol. 128, 26-34
Research on Orbital Angular Momentum of Low-Profile Ultra-Wideband Reflective Metasurface
Rongxian Bai , Minquan Li , Shuang Xiao , Xin Qu , Chen Li , Guocui Zhu , Yongkang Yuan , Boyan Zhang and Zhonghui Li
With the increasing demand for high-capacity communication systems, vortex beams endowed with orbital angular momentum (OAM) have emerged as a promising candidate for enhancing channel capacity of communication systems. Persistent limitations of conventional OAM generators, such as narrow bandwidth, single-mode constraints, and decreased purity in high-order OAM modes are addressed. In this work, by combining Pancharatnam-Berry (PB) phase theory and equivalent circuit, we design a metasurface unit with gradient phase compensation. The metasurface unit overcomes the bandwidth limits of the resonant structures, achieving 360˚ linear phase modulation over 8-20 GHz (85.7% relative bandwidth) and allowing vortex waves with multiple OAM modes and high order mode purity. Quantitative assessment of modal purity via OAM spectral decomposition demonstrates exceptional agreement between experimental measurements and full-wave simulations, thereby corroborating the theoretical framework and underscoring the methodology's potential for practical implementation.
2025-11-11
PIER M
Vol. 136, 22-32
Parameter Enhancement of Vivaldi Slot 1×2 Array MIMO Antenna Using AMC
Ameet Mukund Mehta , Shankar B. Deosarkar , Anil Bapusa Nandgaonkar and Avinash R. Vaidya
A wide band, high gain 1 × 2 array Vivaldi shaped slot Substrate Integrated Waveguide (SIW) Multiple Input Multiple Output (MIMO) antenna with square shaped periodic Artificial Magnetic Conductor (AMC) placed beneath the antenna for applications in X band is presented. A two-port MIMO antenna backed by AMC patches is designed and realized for enhanced gain and bandwidth. The single antenna 1 × 2 array has electrical dimensions of 1.57λr × 1.13λr × 0.027λr. The designed antenna structure has bandwidth of 1.39 GHz (8.79 GHz-10.18 GHz) with a percentage bandwidth of 14.65% and Gain of 11.67 dBi. The edge to edge distance between the MIMO antenna elements is 5 mm (λr/4). The periodic AMC patches improve vital MIMO antenna performance metrics like Isolation, Envelope Correlation Coefficient (ECC), Diversity Gain (DG), Channel Capacity Loss (CCL) and radiation pattern. The unit cell analysis of periodic square AMC patch and a polynomial regression model to find the best goodness of fit for Gain-Bandwidth product versus square AMC patch size is studied. Antenna gain variation seen over the complete bandwidth is < 1 dBi which makes it a flat gain response antenna. The proposed high-gain, wide-band 1 × 2 Vivaldi-slot SIW MIMO antenna with AMC is suitable for X-band radar, point-to-point high-throughput wireless links, and compact platform communication systems requiring robust diversity performance.
2025-11-11
PIER Letters
Vol. 128, 18-25
A New Method for Failure Diagnosis of Programmable Metasurfaces
Fang-Fang Wang , Wei Cheng , Yiqian Mao and Qing Huo Liu
In this paper, a new method is proposed for failure diagnosis of programmable metasurfaces, which jointly uses the single-point measurement strategy and Bernoulli-Gaussian (BG) prior. Specifically, leveraging the dynamic tuning property of programmable metasurfaces, the radiated fields is measured with a single fixed probe, therefore reducing the time and error of the measurement process. Moreover, the BG prior inherent in the programmable metasurface under test is exploited during the reconstruction process in order to perform the diagnosis with a small number of measurements without resorting to prior knowledge of the radiation pattern of the failure-free programmable metasurface. The accuracy, efficiency and robustness of the proposed method are verified through a set of representative numerical experiments, where the results are compared with those from existing diagnostic methods.
2025-11-03
PIER M
Vol. 136, 13-21
Selective Signal Transmission and Crosstalk Suppression Based on Double-Layer RFID Tags
Peiying Lin , Jiangtao Huangfu , Xixi Wang , Dana Oprisan and Yanbin Yang
This paper presents a passive, structure-based approach for selective signal transmission and crosstalk suppression in dense radio frequency identification (RFID) tag environments. The proposed method employs a mechanically reconfigurable double-layer tag design based on the mirror-antenna principle, which enables dynamic switching between transmission and shielding modes by adjusting the interlayer spacing. Simulation results demonstrate pronounced differences in the reflection characteristics and radiation intensity of the tag under the two operating modes at 915 MHz. Experimental validation further confirms the effectiveness of the system in mitigating interference and ensuring reliable tag identification in multi-tag scenarios. The design is compact, energy-efficient, and cost-effective, supporting scalable applications in smart retail and automated inventory management.
2025-10-30
PIER M
Vol. 136, 1-12
Coin-Sized Dual-Band Millimeter-Wave (mmWave) Antenna with Machine-Learning-Guided Impedance Prediction
Ahmed Jamal Abdullah Al-Gburi
This study suggests a coin-sized (10 × 8 × 0.64 mm3) millimetre-wave antenna that simultaneously resonates at 28 GHz and 38 GHz and is supported by a machine-learning surrogate for near-instant impedance evaluation. Realised on Rogers 6010 LM laminate (εr = 10.2), the radiator maintains |S11| ≤ -10 dB across 26.5-29.9 GHz and 37.2-39.7 GHz while providing peak gains of 3.8 dBi and 4.1 dBi in the lower and upper bands, respectively. A design-of-experiments sweep, comprising 330 full-wave simulations, generated the training corpus for a random-forest regression model. The surrogate predicts frequency-resolved |S11| with a mean-absolute error below 0.7 dB and coefficients of determination of 0.93 at 28 GHz and 0.84 at 38 GHz. The evaluation time is reduced from approximately 155 s per full-wave electromagnetic simulation to 0.1 s per surrogate query, enabling real-time design exploration. Eight-fold cross-validation confirms model stability, while feature-importance analysis identifies the geometric parameters most influential to dual-band matching. The learning-guided workflow therefore offers a fast and reliable alternative to exhaustive simulation, accelerating the optimisation of compact mmWave antennas for instrumentation, sensing, and future front-end modules.
2025-10-28
PIER M
Vol. 135, 100-111
Identifying Autistic Children Using Deep Learning Based on the Temporal and Spatial Information of Eye-Tracking
Deyu Guo , Yan Zhang , Tengfei Ma , Xinhua Zhu and Sailing He
This study addresses the challenge of detecting Autism Spectrum Disorder (ASD) in children, where clinical diagnostic scales used in practice suffer from subjectivity and high costs. Eye tracking (ET), as a non-contact sensing technology, offers the potential for objective ASD recognition. However, existing studies often use specially crafted visual stimuli, making them less reproducible, or rely on the construction of handcrafted features. Deep learning methods allow us to build more efficient models, but only a few studies simultaneously focused on visual behaviors of ASD in both temporal and spatial dimensions, and many studies compressed the temporal dimension, potentially losing valuable information. To address these limitations, this study employed a relatively lenient visual stimulus selection criterion to collect ET data of ASD in social scenes, enabling analyses to be conducted both temporally and spatially. Findings indicate that the spatial attention distribution of ASD is more dispersed, and gaze trajectories are more unstable in the temporal dimension. We also observed that children with ASD exhibit slower responses in gaze-following scenarios. Additionally, data loss emerges as an effective feature for ASD identification. We proposed an SP-Inception-Transformer network based on CNN and Transformer encoder architecture, which can simultaneously learn temporal and spatial features. It utilized raw eye-tracking data to prevent information loss, and employed Inception and Embedding to enhance the performance. Compared to benchmark methods, our model demonstrated superior results in accuracy (0.886), AUC (0.8972), recall (0.82), precision (0.95), and F1 score (0.8719).
2025-10-28
PIER Letters
Vol. 128, 10-17
A Novel Compact Dual Open-Sleeve Multiband Antenna for Coal Mine Communication with Large Frequency Ratio
Bo Yin , Xiangdong Fu , Lilong Tan , Xiaolang Sheng and Peng Chen
In this paper, a novel compact dual open-sleeve multiband monopole omnidirectional antenna specifically designed for coal mine communication is proposed. Its core innovation lies in the structural optimization that enables multiband operation across a wide frequency range. To adapt to the confined mine tunnel environment, the antenna employs an ultra-small diameter design, which poses significant challenges for impedance matching below 1 GHz. Additionally, the substantial electrical size disparity between the sub-1 GHz and above-5 GHz bands further complicates multiband matching. The proposed open-sleeve monopole antenna consists of top and bottom dual open-sleeve structures along with resistive loads. Four length-adjustable thin copper columns replace the conventional sleeve, forming an open-sleeve structure. Through coordinated tuning of the two longest columns in the bottom open-sleeve structure together with the resistor loads, the antenna achieves favorable impedance matching in the low-frequency band (0.515-0.845 GHz). Furthermore, by adjusting the dimensions of the second-longest and shortest columns in the bottom open-sleeve, the antenna covers the 1.370-1.485 GHz and 4.660-6.000 GHz bands, respectively, while tuning the central monopole enables matching in the 2.210-2.525 GHz band. Ultimately, through independent adjustment of the four bottom column lengths and coordinated optimization of the resistor loads, the antenna effectively operates in four bands: 0.515-0.845 GHz, 1.370-1.485 GHz, 2.210-2.525 GHz, and 4.660-6.000 GHz, with the ratio between the lowest and highest operating frequencies reaching 10:1. Simultaneously, the top open-sleeve structure enhances the antenna's gain in the low-frequency band. Measured results show good agreement with simulation, demonstrating a gain of 1.21-4.59 dBi and radiation efficiency of 44%-77.7%. Moreover, the antenna exhibits omnidirectional radiation characteristics. This antenna shows potential for coal mine communication applications and also supports WLAN (2.4/5.2/5.8 GHz), WiMAX (2.3/5.8 GHz), and 5G NR (n5/n12/n28/n71/n79).
2025-10-26
PIER M
Vol. 135, 91-99
Broadband Full Functional Reconfigurable Polarization Converter Based on Active Metasurface
Ke Wang , Chao Zhang , Wei Li , Jun Fan , Chuan Shao , Yichao Zhou and Shijie Xie
This article proposes a novel polarization-reconfigurable metasurface converter with multi-functional operation capabilities for flexible polarization manipulation of electromagnetic waves. By integrating PIN diodes into a strategically designed unit cell, the converter achieves dynamic switching among all fundamental polarization conversion modes, including linear-to-linear (co- and cross-polarization), circular-to-circular (co- and cross-polarization), linear to circular polarization (LP-CP), and circular to linear polarization (CP-LP) conversions under both linearly and circularly polarized incidence. When the diodes are switched ON, the structure performs linear-to-cross-linear polarization conversion in the 9.5-16.4 GHz band and circular-to-co-circular polarization conversion in the 9.3-16.6 GHz band. Dual-band LP-CP and CP-LP conversions are attained in the 8.0-9.3/16.6-17.7 GHz and 8.1-9.4/16.8-17.9 GHz bands, respectively. When the diodes are OFF, the converter maintains co-polarized reflection under linearly polarized (LP) wave incidence, while reversing the handedness of the incident circularly polarized (CP) wave. Both full-wave simulations and experimental measurements demonstrate consistent performance across a broad bandwidth. This work provides a versatile and efficient solution for modern wireless communication and radar systems requiring adaptive polarization control.
2025-10-26
PIER Letters
Vol. 128, 1-9
Improved Active-Disturbance Rejection Cascade Control of PMSM Based on New Fast Super-Twisting Non-Singular Terminal Sliding Mode Control Law
Junqin Liu , Zhentong Wang , Haicheng Zhong , Feng Deng , Kaihui Zhao and Xiangfei Li
To enhance the disturbance rejection capability and robust stability of PMSM under time-varying disturbances, an improved super-twisting higher-order sliding mode active disturbance rejection cascade control strategy is proposed. Firstly, a second-order mathematical model of the PMSM speed-current dual-loop system is established. Secondly, to address the oscillation issues caused by differentiation of the reference speed in conventional linear error feedback control, a composite sliding mode error feedback control law is designed by integrating the fast super-twisting (FST) algorithm and the fast non-singular terminal sliding mode control (FNFTSMC) method. The control law effectively suppresses system chattering and improves dynamic response. Meanwhile, an improved extended state observer (IESO) is constructed based on deviation control theory, which enhances real-time compensation of the cascade controller by optimizing convergence speed and disturbance estimation accuracy. Finally, hardware-in-the-loop (HIL) simulation results on an RT-LAB platform demonstrate that the proposed method outperforms traditional strategies in both dynamic performance and disturbance rejection, providing a viable solution for high-performance PMSM drive applications.
2025-10-24
PIER Letters
Vol. 127, 69-75
Circularly Polarized Holographic Metasurface Antenna with Metal Vias and Its Gain Enhancement Analysis
Chunyu Liu , Chen Zhang , Xuwen Guo and Huayong Zou
This paper presents a design method for circularly polarized metasurface antennas by integrating waveguide-fed metasurfaces with optical holography principles. Two interleaved linear slot elements on the metasurface top layer are excited by a reference wave from the feed, generating a circularly polarized beam. Simply adjusting the position of each slot element steers the beam in the desired direction. To enhance gain, metal vias are added around the antenna perimeter, reducing reference wave leakage. To validate this method, two 24 GHz circularly polarized holographic metasurfaces were simulated and experimentally characterized. Measurements show a 1.23 dB gain enhancement in the metasurface antenna with metal vias. Simulated and measured results validate the antenna's performance. This approach yields compact, low-profile antennas without requiring a separate feed network. Furthermore, the structure can be extended to create reconfigurable circularly polarized antennas, demonstrating significant potential in this field.
2025-10-20
PIER
Vol. 183, 107-129
Ultrashort Pulse Semiconductor Lasers: A Breakthrough in Triple Limits of Time, Space, and Energy (Invited)
Xin Song , Yuxin Lei , Jun Zhang , Wenhao Wu , Yongyi Chen , Lei Liang , Peng Jia , Dexiao Zhang , Yubing Wang , Cheng Qiu , Yue Song , Li Qin and Lijun Wang
Ultrashort pulse semiconductor lasers represent a groundbreaking advancement in photonics by simultaneously overcoming the fundamental constraints of temporal duration, spatial confinement, and energy efficiency. These triple breakthroughs enable unprecedented applications in ultrafast spectroscopy, high-density optical storage, optical atomic clocks, photonic computing, and minimally invasive biomedicine, establishing a new paradigm for precision light-matter interaction in both scientific and industrial domains. This paper analyzes the principle and cutting-edge research progress of ultrashort pulse semiconductor lasers, discusses the implementation difficulties and optimization methods in integrated design, and looks forward to the challenges and future development trends.
2025-10-20
PIER Letters
Vol. 127, 59-67
Reconfigurable Multilayer Graphene Antenna for Terahertz Sensing: Machine Learning-Based Frequency and Bandwidth Estimation
Hamza Ben Krid , Aymen Hlali and Hassen Zairi
This paper presents a reconfigurable multilayer graphene antenna for terahertz sensing, machine learning-based frequency and bandwidth estimation. The antenna utilizes the tunable electromagnetic properties of graphene, enabling dynamic reconfiguration of the resonant frequency and bandwidth. By adjusting key physical parameters including chemical potential, relaxation time, and temperatur, the antenna achieves frequency tuning from 1.542 THz to 1.562 THz, with an improved return loss reaching -30.8 dB and a bandwidth range from 91 GHz to 96 GHz. Furthermore, the resonance frequency and bandwidth are predicted using machine learning algorithms, including Random Forest and XGBoost, with results that closely match simulation data. These results highlight the potential of the proposed structure not only for adaptive communication systems but also for terahertz sensing platforms requiring frequency agility and environmental responsiveness.
2025-10-14
PIER Letters
Vol. 127, 51-57
A Generative Optimization Method for Reflectarray Antennas Combining Self-Supervised Learning and Transfer Learning
Hao Huang and Xue-Song Yang
A hybrid machine-learning-based optimization method is proposed for quick optimization of antenna shape design. The hybrid optimization method combines self-supervised learning and transfer learning. The application of self-supervised learning avoids the requirement to obtain labeled simulation data for electromagnetic samples, thereby reducing the difficulty of sample construction. The introduction of transfer learning further improves the sample utilization and optimizes efficiency in electromagnetic tasks. The proposed method enables rapid and high-degree-of-freedom optimization of antennas. To validate its effectiveness, a reflectarray antenna design incorporating distinct elements is employed as a case study. Simulation results indicate that the designed antenna exhibits a realized gain of 26.3 dBi and 46% aperture efficiency at the center frequency, and each element has a highly flexible independent structural design. During the optimization process, the proposed hybrid method demonstrates higher optimization efficiency than traditional methods, while significantly reducing sample construction time.