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Multiple damage identification of epoxy coating structures based on terahertz pulse imaging technology and machine learning SCIE
期刊论文 | 2025 | NONDESTRUCTIVE TESTING AND EVALUATION
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Abstract :

To enhance the diagnostic capabilities of defective epoxy coating structures using terahertz non-destructive testing technology, this paper proposed a multiple damage identification algorithm based on multi-domain feature fusion and machine learning. Three typical defect types of coating structure with three severity levels were investigated. Firstly, Finite-Difference Time-Domain (FDTD) modelling generated terahertz pulsed imaging (TPI) signals for various defective structures, incorporating ageing-induced property variations. Secondly, time domain, frequency domain and wavelet packet energy parameters were extracted, then filtered via the importance analysis using an improved random forest method to obtain the critical features sensitive to the defective structures. Subsequently, the selected features were reconstructed into optimised eigenvectors and processed through a cascading Support Vector Machines (SVM) classifier with Particle Swarm Optimisation (PSO) algorithm. Defect types classification and defect severity assessment were implemented through the cascading classifier. Compared to the traditional single-stage multiclass classifier, the proposed feature filtering algorithm significantly enhanced discriminative feature precision and better captured critical coating structural characteristics. This optimisation ultimately improved defect classification accuracy and reliability. The results indicated that the method was effective and could be recommended for the actual application.

Keyword :

machine learning machine learning Multi-domain feature Multi-domain feature terahertz pulsed imaging terahertz pulsed imaging various internal defect detection various internal defect detection

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GB/T 7714 Tu, Wanli , Zhong, Shuncong , Zhang, Qiukun et al. Multiple damage identification of epoxy coating structures based on terahertz pulse imaging technology and machine learning [J]. | NONDESTRUCTIVE TESTING AND EVALUATION , 2025 .
MLA Tu, Wanli et al. "Multiple damage identification of epoxy coating structures based on terahertz pulse imaging technology and machine learning" . | NONDESTRUCTIVE TESTING AND EVALUATION (2025) .
APA Tu, Wanli , Zhong, Shuncong , Zhang, Qiukun , Huang, Yi , Luo, Manting . Multiple damage identification of epoxy coating structures based on terahertz pulse imaging technology and machine learning . | NONDESTRUCTIVE TESTING AND EVALUATION , 2025 .
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Defect Detection Method for Self-Lubricating Sliding Bearing Coating Using Terahertz Total Variation Image Fusion SCIE
期刊论文 | 2025 , 74 | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT
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Structural defects in self-lubricating sliding bearings would lead to local stress concentration and service life reduction. The absence of accurate detection technology for micro defects in self-lubricating coating has seriously limited their application in mechanical equipment. A total variation (TV) fusion terahertz imaging method is proposed toward the unidentifiable micro defect induced by overlapping terahertz echoes. First, a range of indicators is developed to quantify the alterations of signal characteristics in different stages of the defect. Subsequently, the TV fusion based on these indicator images could clearly identify different defects. After that, a multinomial regression model is established through the mathematical relation of defect thicknesses and indicators, thus the defect thickness could be obtained accurately. The experimental results for surface defect detection and internal delamination measurement demonstrate the high accuracy and excellent robustness of the proposed method, making it attractive for defect detection and quality assessment of self-lubricating coating.

Keyword :

Coatings Coatings Defect detection Defect detection Delamination Delamination Optical surface waves Optical surface waves Scanning electron microscopy Scanning electron microscopy self-lubricating coating self-lubricating coating Substrates Substrates Surface treatment Surface treatment Surface waves Surface waves terahertz imaging terahertz imaging Terahertz wave imaging Terahertz wave imaging Time-domain analysis Time-domain analysis total variation (TV) fusion total variation (TV) fusion

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GB/T 7714 Zhang, Zhenghao , Shi, Tingting , Huang, Yi et al. Defect Detection Method for Self-Lubricating Sliding Bearing Coating Using Terahertz Total Variation Image Fusion [J]. | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT , 2025 , 74 .
MLA Zhang, Zhenghao et al. "Defect Detection Method for Self-Lubricating Sliding Bearing Coating Using Terahertz Total Variation Image Fusion" . | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 74 (2025) .
APA Zhang, Zhenghao , Shi, Tingting , Huang, Yi , Zhong, Shuncong , Zhuang, Caihong , Huang, Yonglin et al. Defect Detection Method for Self-Lubricating Sliding Bearing Coating Using Terahertz Total Variation Image Fusion . | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT , 2025 , 74 .
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Freestanding metamaterial with constant coupling response for terahertz flexible functional devices SCIE
期刊论文 | 2025 , 13 (1) | PHOTONICS RESEARCH
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Abstract :

Metamaterials (MMs) have become increasingly prominent in terahertz flexible devices. However, bending deformation often alters the structure of the unit, which affects the response performance and stability of MMs. Here, a metal-aperture metamaterial (MA-MM) utilizing the strong coupling effect induced by two resonance modes is innovatively proposed to address the mentioned limitations. Specifically, it is found that the coupling state between multiple resonance modes remains consistent at different bending angles. Under these circumstances, the generated Rabi splitting peak presents stable response performance even under low resonance intensity caused by excessive deformation. The experimental results demonstrate that despite the amplitude of two resonant peaks decreasing significantly by 87.6%, the Q-factor of the Rabi splitting only reduced by 14.8%. Furthermore, armed with the response mode of the Rabi splitting being unaffected by plasma excitation range, the designed MA-MMs are able to maintain constant Q-factors and frequencies on curved surfaces of varying sizes. These findings exhibit the characteristics of electromagnetic response for multi-mode resonance-coupled MAMMs on different curved surfaces, presenting a novel design approach for terahertz flexible functional devices. (c) 2024 Chinese Laser Press

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GB/T 7714 Zeng, Qiuming , Shi, Tingting , Huang, Yi et al. Freestanding metamaterial with constant coupling response for terahertz flexible functional devices [J]. | PHOTONICS RESEARCH , 2025 , 13 (1) .
MLA Zeng, Qiuming et al. "Freestanding metamaterial with constant coupling response for terahertz flexible functional devices" . | PHOTONICS RESEARCH 13 . 1 (2025) .
APA Zeng, Qiuming , Shi, Tingting , Huang, Yi , Zhong, Shuncong , Sun, Fuwei , Guan, Chenglong et al. Freestanding metamaterial with constant coupling response for terahertz flexible functional devices . | PHOTONICS RESEARCH , 2025 , 13 (1) .
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Hierarchical MoS2/Poly(ionic liquid) Metamaterials for Electrically Tunable Terahertz Stealth SCIE
期刊论文 | 2025 , 37 (37) | ADVANCED MATERIALS
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Abstract :

Active absorption modulation is critical for advanced stealth technologies, especially given the emerging detection threat from terahertz atmospheric windows. However, due to the difficulty in balancing high absorption and tunability, the actual manufacturing of most terahertz absorbers usually neglects the integration of electrical tuning, which limits their development of dynamic wave trapping for electronic countermeasure systems. Here, a terahertz stealth metamaterial (TSM) with hierarchical ionotronic architecture is proposed to overcome the tradeoff. Large-area continuous MoS2 assemblies tightly attached poly(ionic liquid) (PIL) microarrays provide enough conditions for surface electron conduction and plasmon mode excitation. By establishing wave-electron-ion interaction pathways, the directional migration of free anions inside the PIL and the accumulation of excess charge carriers up to 100.4% at the MoS2 interfaces are promoted, thereby stimulating changes in the plasma frequency of the absorption system. Consequently, this micro-nano structural design enhances the absorption tunability and combines multiple dissipative behaviors. TSM exhibit high specific attenuation (-275 dB mm(-1)), frequency agility (21.4%), and phase switching (153.1 deg.) within terahertz atmospheric windows. Moreover, the template-assisted assembly strategy adopted has the potential to be used for the building of universal blocks operating within other frequency ranges.

Keyword :

electric tuning electric tuning metamaterial metamaterial MoS2 MoS2 poly(ionic liquid) poly(ionic liquid) terahertz stealth terahertz stealth

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GB/T 7714 Zhong, Yujie , Sun, Fuwei , Zhong, Shuncong et al. Hierarchical MoS2/Poly(ionic liquid) Metamaterials for Electrically Tunable Terahertz Stealth [J]. | ADVANCED MATERIALS , 2025 , 37 (37) .
MLA Zhong, Yujie et al. "Hierarchical MoS2/Poly(ionic liquid) Metamaterials for Electrically Tunable Terahertz Stealth" . | ADVANCED MATERIALS 37 . 37 (2025) .
APA Zhong, Yujie , Sun, Fuwei , Zhong, Shuncong , Huang, Yi , Lin, Jiewen , Zhang, Qiukun et al. Hierarchical MoS2/Poly(ionic liquid) Metamaterials for Electrically Tunable Terahertz Stealth . | ADVANCED MATERIALS , 2025 , 37 (37) .
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Manipulating multiple plasmon modes by coupling fields for broadband filtering in terahertz metamaterials SCIE
期刊论文 | 2024 , 168 | OPTICS AND LASER TECHNOLOGY
WoS CC Cited Count: 10
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Abstract :

Multiple modes resonance provides the possibility of broadband filtering and has great potential applications in terahertz devices, including miniaturized spectrometers, hyperspectral imagers and optical switches in communication systems. However, it is difficult to further expand the bandwidth range due to the inability to stack an infinite number of resonant structures in a finite space. Here, an innovative method is reported for manipulating two localized surface plasmon polaritons (LSPP) modes by multiscale-coupled plasmonic fields to realize broadband filtering at terahertz (THz) frequencies. The interaction between two LSPP modes was verified theoretically and experimentally, exhibiting a prominent Rabi splitting and two peaks with high transmittance. Particularly, broadband filtering is accomplished by utilizing a double-layer structure that can be regarded as a cavity for inducing far-field interference. Experimental result demonstrates that the maximum transmission range of the bilayer metamaterial reaches 0.63 THz. Besides, the two wide bands can be integrated into one broadband through near-field coupling effects. The integration of strong coupling and far-field interference expands the transmission range of the double-layer metamaterial, further enhancing its capability for broadband filtering. This unique approach for manipulating multi-mode plasmonic coupling forges a convenient route for realizing broadband filtering.

Keyword :

Broadband filtering Broadband filtering Far-field interference Far-field interference Multiple plasmon modes Multiple plasmon modes Strong coupling effect Strong coupling effect Terahertz metamaterials Terahertz metamaterials

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GB/T 7714 Zeng, Qiuming , Huang, Yi , Zhong, Shuncong et al. Manipulating multiple plasmon modes by coupling fields for broadband filtering in terahertz metamaterials [J]. | OPTICS AND LASER TECHNOLOGY , 2024 , 168 .
MLA Zeng, Qiuming et al. "Manipulating multiple plasmon modes by coupling fields for broadband filtering in terahertz metamaterials" . | OPTICS AND LASER TECHNOLOGY 168 (2024) .
APA Zeng, Qiuming , Huang, Yi , Zhong, Shuncong , Shi, Tingting , Chen, Jianxiong , Zhong, Yujie et al. Manipulating multiple plasmon modes by coupling fields for broadband filtering in terahertz metamaterials . | OPTICS AND LASER TECHNOLOGY , 2024 , 168 .
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Combined Terahertz Pulsed Imaging and Optical Coherence Tomography Detection Method for Multiple Defects in Thermal Barrier Coatings SCIE
期刊论文 | 2024 , 14 (4) | COATINGS
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Abstract :

While thermal barrier coatings (TBCs) are being sprayed onto aero-engine turbine blades, or while the engine blade is working, high temperatures and strong impact forces will damage TBCs under thermal cycles, resulting in the coating peeling off from the blades. The current method of using ECT, IRT, or another method alone cannot achieve the real-time detection of coating defects with both high precision and high penetration power. Two detection methods, namely, terahertz pulsed imaging (TPI) and optical coherence tomography (OCT), were combined to evaluate typical defects observed in TBCs (including internal debonding cracks, surface high-temperature cracks, and surface etched cracks). The results showed that the OCT system successfully obtained the micron-level axial resolution, but the detection depth of the OCT system was limited. The TPI system achieved a higher penetration depth than OCT-hence, it can be used for the nondestructive detection and evaluation of the internal debonding defects in the sample-but its resolution needs to be improved. Following this conclusion, a method is proposed using TPI and OCT concurrently for the nondestructive testing and quantitative evaluation of TBCs on etched cracks, thus achieving progress both in terms of depth and resolution. In our experiment, defects with a depth of 519 mu m and a width of 100 mu m were measured. The proposed method is suitable for situations where multiple defects in TBC samples of blades need to be detected simultaneously during the working process. When there are defects deep inside the sample, more small cracks on the surface can be evaluated to achieve a combination of depth and accuracy.

Keyword :

defects detection defects detection depth depth optical coherence tomography optical coherence tomography resolution resolution terahertz pulsed imaging terahertz pulsed imaging thermal barrier coatings thermal barrier coatings

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GB/T 7714 Luo, Manting , Zhong, Shuncong , Huang, Yi et al. Combined Terahertz Pulsed Imaging and Optical Coherence Tomography Detection Method for Multiple Defects in Thermal Barrier Coatings [J]. | COATINGS , 2024 , 14 (4) .
MLA Luo, Manting et al. "Combined Terahertz Pulsed Imaging and Optical Coherence Tomography Detection Method for Multiple Defects in Thermal Barrier Coatings" . | COATINGS 14 . 4 (2024) .
APA Luo, Manting , Zhong, Shuncong , Huang, Yi , Zhang, Zhenghao , Tu, Wanli . Combined Terahertz Pulsed Imaging and Optical Coherence Tomography Detection Method for Multiple Defects in Thermal Barrier Coatings . | COATINGS , 2024 , 14 (4) .
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Ultrawideband Terahertz Absorption Induced by Pyramidal 3-D Metamaterial SCIE
期刊论文 | 2024 | IEEE TRANSACTIONS ON PLASMA SCIENCE
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The planar hybrid metallic microstructured metamaterials can utilize the transverse electromagnetic resonance coupling effect of adjacent resonant units to enhance the absorption bandwidth (ABW), which is widely used in the design of broadband terahertz (THz) absorbers. However, it is difficult to further broaden the ABW since only a limited number of resonant units can be arranged in the 2-D plane. Here, we propose a pyramidal 3-D metamaterial absorber that increases the number of resonances by superimposing metallic dielectric layers with different sizes in the vertical direction. Ultrawideband wave absorption at THz frequencies is realized by longitudinal electromagnetic resonance coupling between the layers of the metamaterial structure. The results show that the 3-D metamaterial achieves more than 90% ultrabroadband absorption in the range of 0.83-2.73 THz with the relative ABW exceeding 106%. In addition, the equivalent circuit model of the absorber is constructed to verify the simulation results. This study provides a novel idea for the design and processing of ultrawideband THz absorbers.

Keyword :

3-D metamaterial 3-D metamaterial equivalent circuit model equivalent circuit model terahertz (THz) absorber terahertz (THz) absorber ultrawideband ultrawideband

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GB/T 7714 Huang, Yi , Fu, Haiwen , Zhong, Shuncong et al. Ultrawideband Terahertz Absorption Induced by Pyramidal 3-D Metamaterial [J]. | IEEE TRANSACTIONS ON PLASMA SCIENCE , 2024 .
MLA Huang, Yi et al. "Ultrawideband Terahertz Absorption Induced by Pyramidal 3-D Metamaterial" . | IEEE TRANSACTIONS ON PLASMA SCIENCE (2024) .
APA Huang, Yi , Fu, Haiwen , Zhong, Shuncong , Sun, Fuwei , Zhong, Yujie , Zeng, Qiuming et al. Ultrawideband Terahertz Absorption Induced by Pyramidal 3-D Metamaterial . | IEEE TRANSACTIONS ON PLASMA SCIENCE , 2024 .
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V-Shaped Metasurface-Induced Tightly Confined SSPP for Terahertz Sensing Enhancement SCIE
期刊论文 | 2024 , 24 (17) , 27455-27464 | IEEE SENSORS JOURNAL
WoS CC Cited Count: 1
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Terahertz (THz) metasurfaces have garnered significant interest in biochemical sensing due to their ability to confine field energy in deep subwavelength areas, dramatically enhancing the light-matter interaction. However, the substrate effect prevalent in conventional metasurfaces prevent the enhanced field penetrating into the substrate from interacting with matter, thereby severely limiting the sensitivity. Here, a 1-D V-shaped THz metasurface using a high refractive index HR-Si prism as an external coupler is reported. Tightly confined spoof surface plasmon polariton (SSPP) modes are excited on its all-metallic surface for strong light-matter interactions. The electric field is highly confined within the V-shaped resonant cavity, without any negative effects from the substrate. Owing to this, the metasurface exhibits outstanding performance in the sensing process with a sensitivity of 0.45 THz/RIU, a quality (Q) factor of 140.1, and a figure of merit (FoM) of 54.9 RIU-1. Crucially, the dynamic modulation of plasmon modes allows for a close match with molecular vibrations, enhancing the characteristic absorption of L-histidine by 33.34-fold. This integrated sensor with metasurfaces and prisms shows great potential for the THz detection of trace molecules.

Keyword :

Substrate effect Substrate effect terahertz (THz) metasurface terahertz (THz) metasurface THz sensing THz sensing tightly confined spoof surface plasmon polariton (SSPP) tightly confined spoof surface plasmon polariton (SSPP)

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GB/T 7714 Huang, Yi , Yuan, Rongkun , Zhong, Shuncong et al. V-Shaped Metasurface-Induced Tightly Confined SSPP for Terahertz Sensing Enhancement [J]. | IEEE SENSORS JOURNAL , 2024 , 24 (17) : 27455-27464 .
MLA Huang, Yi et al. "V-Shaped Metasurface-Induced Tightly Confined SSPP for Terahertz Sensing Enhancement" . | IEEE SENSORS JOURNAL 24 . 17 (2024) : 27455-27464 .
APA Huang, Yi , Yuan, Rongkun , Zhong, Shuncong , Shi, Tingting , Sun, Fuwei , Lin, Tingling et al. V-Shaped Metasurface-Induced Tightly Confined SSPP for Terahertz Sensing Enhancement . | IEEE SENSORS JOURNAL , 2024 , 24 (17) , 27455-27464 .
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Passive trapping of biomolecules in hotspots with all-dielectric terahertz metamaterials SCIE
期刊论文 | 2024 , 251 | BIOSENSORS & BIOELECTRONICS
WoS CC Cited Count: 26
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Electromagnetic metamaterials feature the capability of squeezing photons into hotspot regions of high intensity near-field enhancement for strong light-matter interaction, underpinning the next generation of emerging biosensors. However, randomly dispersed biomolecules around the hotspots lead to weak interactions. Here, we demonstrate an all-silicon dielectric terahertz metamaterial sensor design capable of passively trapping biomoleculars into the resonant cavities confined with powerful electric field. Specifically, multiple controllable high-quality factor resonances driven by bound states in the continuum (BIC) are realized by employing longitudinal symmetry breaking. The dielectric metamaterial sensor with nearly 15.2 experimental figure-of-merit enabling qualitative and quantitative identification of different amino acids by delivering biomolecules to the hotspots for strong light-matter interactions. It is envisioned that the presented strategy will enlighten highperformance meta-sensors design from microwaves to visible frequencies, and serve as a potential platform for microfluidic sensing, biomolecular capture, and sorting devices.

Keyword :

All-dielectric metamaterials All-dielectric metamaterials Biosensors Biosensors Bound states in the continuum Bound states in the continuum Terahertz Terahertz

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GB/T 7714 Lin, Tingling , Huang, Yi , Zhong, Shuncong et al. Passive trapping of biomolecules in hotspots with all-dielectric terahertz metamaterials [J]. | BIOSENSORS & BIOELECTRONICS , 2024 , 251 .
MLA Lin, Tingling et al. "Passive trapping of biomolecules in hotspots with all-dielectric terahertz metamaterials" . | BIOSENSORS & BIOELECTRONICS 251 (2024) .
APA Lin, Tingling , Huang, Yi , Zhong, Shuncong , Shi, Tingting , Sun, Fuwei , Zhong, Yujie et al. Passive trapping of biomolecules in hotspots with all-dielectric terahertz metamaterials . | BIOSENSORS & BIOELECTRONICS , 2024 , 251 .
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Design of Tunable Dual-Band Terahertz Metamaterial Absorber With Liquid Crystal Integrated On-Chip SCIE
期刊论文 | 2024 | IEEE TRANSACTIONS ON PLASMA SCIENCE
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Terahertz metamaterial absorbers (TMAs) have exhibited significant potential in high-speed communication, sensing, and imaging, attributed to their thin thickness and excellent wave-absorbing capabilities. However, traditional sandwich-structured metamaterial (MM) absorbers lack the tunable absorption performance once fabricated, severely limiting their applications. In this article, we propose a tunable TMA by integrating liquid crystal (LC) within the MM as a dielectric layer. By applying a bias electric field, the refractive index of the LC can be changed, thereby achieving the tunable resonant frequency. Particularly, the dual-band absorption and polarization insensitivity is accomplished through a symmetrical porous mesh structure, which can induce double magnetic dipole resonance modes, and this expands the tunable frequency range of the absorber. Simulation results show that the two resonant frequencies can be continuously tuned from 0.266 to 0.294 THz and from 0.358 to 0.394 THz, with a tunability of 9.5% and 9.1%, respectively. This novel design provides an effective method for developing tunable TMAs, holding great significance in advancing the performance of terahertz (THz) devices.

Keyword :

Liquid crystals (LCs) Liquid crystals (LCs) metamaterials (MMs) metamaterials (MMs) terahertz (THz) terahertz (THz) tunable absorbers tunable absorbers

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GB/T 7714 Huang, Yi , Lan, Yehong , Zhong, Shuncong et al. Design of Tunable Dual-Band Terahertz Metamaterial Absorber With Liquid Crystal Integrated On-Chip [J]. | IEEE TRANSACTIONS ON PLASMA SCIENCE , 2024 .
MLA Huang, Yi et al. "Design of Tunable Dual-Band Terahertz Metamaterial Absorber With Liquid Crystal Integrated On-Chip" . | IEEE TRANSACTIONS ON PLASMA SCIENCE (2024) .
APA Huang, Yi , Lan, Yehong , Zhong, Shuncong , Sun, Fuwei , Zhong, Yujie , Lin, Tingling et al. Design of Tunable Dual-Band Terahertz Metamaterial Absorber With Liquid Crystal Integrated On-Chip . | IEEE TRANSACTIONS ON PLASMA SCIENCE , 2024 .
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