This paper investigated the application of metamaterials in the Internet of Things (IoT) and provides a comprehensive review of their state-of-the-art developments. A systematic research panorama was established by summarizing representative application scenarios and compiling a comparative table of key performance parameters. The review focused on four major application domains of metamaterials: communication antennas, energy harvesting, electromagnetic regulation, and sensing and detection, while also outlining the underlying physical mechanisms and relevant theoretical foundations. In communication antennas, metamaterial-enabled designs realize antenna miniaturization to the order of millimeters, high radiation performance, and multi-scenario adaptability. By integrating structures such as split-ring resonators (SRRs) and complementary split-ring resonators (CSRRs), together with intelligent optimization algorithms, these antennas support diverse IoT scenarios, including 5G/6G communications, the Internet of Vehicles (IoV), and underwater communications. In energy harvesting, metamaterials exploit local resonance and multi-source fusion mechanisms to enhance the conversion efficiency of electromagnetic, vibrational, and acoustic energy, achieving efficiencies approaching near-unity under controlled conditions. These advances enable the development of self-powered IoT systems. For sensing and detection, metamaterial-based sensors enable trace-level detection and high-selectivity recognition, with reported sensitivities spanning a wide range depending on design and operating conditions, demonstrating broad applicability in areas such as food safety monitoring and biomedical diagnostics. In electromagnetic absorption and related regulation mechanisms, tailored metamaterial absorbers achieve broadband, high-efficiency electromagnetic absorption and effective radiation shielding, typically reaching strong attenuation levels, thereby mitigating electromagnetic interference in emerging 5G/6G IoT devices. Finally, this paper summarizes the core technical routes, major performance breakthroughs, existing challenges—such as high-frequency losses and large-scale manufacturability—and emerging research trends, including 6G high-frequency optimization and artificial intelligence (AI)-driven metamaterial design. The comparative performance table further highlights key metrics and application scenarios across different technical schemes, providing a valuable reference for both academic research and engineering deployment of metamaterials in IoT systems.
Citation: Qinghua Qin, Qiuhuang Chen. Review on multi-dimensional applications and technological evolution of metamaterials in the Internet of Things[J]. AIMS Materials Science, 2026, 13(2): 315-367. doi: 10.3934/matersci.2026018
This paper investigated the application of metamaterials in the Internet of Things (IoT) and provides a comprehensive review of their state-of-the-art developments. A systematic research panorama was established by summarizing representative application scenarios and compiling a comparative table of key performance parameters. The review focused on four major application domains of metamaterials: communication antennas, energy harvesting, electromagnetic regulation, and sensing and detection, while also outlining the underlying physical mechanisms and relevant theoretical foundations. In communication antennas, metamaterial-enabled designs realize antenna miniaturization to the order of millimeters, high radiation performance, and multi-scenario adaptability. By integrating structures such as split-ring resonators (SRRs) and complementary split-ring resonators (CSRRs), together with intelligent optimization algorithms, these antennas support diverse IoT scenarios, including 5G/6G communications, the Internet of Vehicles (IoV), and underwater communications. In energy harvesting, metamaterials exploit local resonance and multi-source fusion mechanisms to enhance the conversion efficiency of electromagnetic, vibrational, and acoustic energy, achieving efficiencies approaching near-unity under controlled conditions. These advances enable the development of self-powered IoT systems. For sensing and detection, metamaterial-based sensors enable trace-level detection and high-selectivity recognition, with reported sensitivities spanning a wide range depending on design and operating conditions, demonstrating broad applicability in areas such as food safety monitoring and biomedical diagnostics. In electromagnetic absorption and related regulation mechanisms, tailored metamaterial absorbers achieve broadband, high-efficiency electromagnetic absorption and effective radiation shielding, typically reaching strong attenuation levels, thereby mitigating electromagnetic interference in emerging 5G/6G IoT devices. Finally, this paper summarizes the core technical routes, major performance breakthroughs, existing challenges—such as high-frequency losses and large-scale manufacturability—and emerging research trends, including 6G high-frequency optimization and artificial intelligence (AI)-driven metamaterial design. The comparative performance table further highlights key metrics and application scenarios across different technical schemes, providing a valuable reference for both academic research and engineering deployment of metamaterials in IoT systems.
| [1] |
Qin QH (2025) Applications of piezoelectric and biomedical metamaterials: A review. AIMS Mater Sci 12: 562–609. https://doi.org/10.3934/matersci.2025025 doi: 10.3934/matersci.2025025
|
| [2] |
Xiong C, Xiao Y, Qin QH, et al. (2024) Bandgap design of 3D single-phase phononic crystals by geometric-constrained topology optimization. AIMS Mater Sci 11: 415–437. https://doi.org/10.3934/matersci.2024021 doi: 10.3934/matersci.2024021
|
| [3] |
Wang T, Sheng MP, Guo ZW, et al. (2016) Flexural wave suppression by an acoustic metamaterial plate. Appl Acoustics 114: 118–124. https://doi.org/10.1016/j.apacoust.2016.07.023 doi: 10.1016/j.apacoust.2016.07.023
|
| [4] |
Pendry JB, Holden AJ, Stewart WJ, et al. (1996) Extremely low frequency plasmons in metallic mesostructures. Phys Rev Lett 76: 4773–4776. https://doi.org/10.1103/PhysRevLett.76.4773 doi: 10.1103/PhysRevLett.76.4773
|
| [5] |
Smith DR, Pendry JB, Wiltshire MCK (2004) Metamaterials and negative refractive index. Science 305: 788–792. https://doi.org/10.1126/science.1096796 doi: 10.1126/science.1096796
|
| [6] |
Li K, Bi M, Tian H, et al. (2024) A hybrid energy supply system based on metamaterial antenna integrated solar cells for IoT nodes. Sustainable Energy Technol Assess 64: 103678. https://doi.org/10.1016/j.seta.2024.103678 doi: 10.1016/j.seta.2024.103678
|
| [7] |
Nurhayati N, Zulkifli FY, Rombe AH, et al. (2025) Design and studies of monopole antenna integrated with metamaterial-based CSRR and rectangular spiral shaped for super wide band application. Results Eng 26: 105459. https://doi.org/10.1016/j.rineng.2025.105459 doi: 10.1016/j.rineng.2025.105459
|
| [8] |
Douhi S, Houssaini Y, Das S, et al. (2025) Metamaterial-integrated wearable UWB antenna with SAR reduction and gain enhancement for Wireless Body Area Sensor Networks (WBASNs): Design and experimental verification. Sens Actuators A Phys 388: 116499. https://doi.org/10.1016/j.sna.2025.116499 doi: 10.1016/j.sna.2025.116499
|
| [9] |
Dixit AS, Kumar S (2023) Antipodal Vivaldi Antenna with enhanced gain and improved radiation patterns for 5G-IoT applications using metamaterial and Substrate Integrated Waveguide. AEU Int J Electron Commun 161: 154549. https://doi.org/10.1016/j.aeue.2023.154549 doi: 10.1016/j.aeue.2023.154549
|
| [10] |
Andrews CJM, Narayanan ASK, Marazhchal Sunil A (2024) Compact metamaterial based antenna for 5G applications. Results Eng 24: 103269. https://doi.org/10.1016/j.rineng.2024.103269 doi: 10.1016/j.rineng.2024.103269
|
| [11] |
Parasher R, Yadav D, Saharia A (2025) Design and analysis of hybrid fractal frequency-band reconfigurable metamaterial antenna for multi-standard wireless applications. Results Eng 26: 104696. https://doi.org/10.1016/j.rineng.2025.104696 doi: 10.1016/j.rineng.2025.104696
|
| [12] |
Zikrul Bari Chowdhury M, Tariqul Islam M, Hossain I, et al. (2024) A tunable hexa-band SRR metamaterial for microwave sensing application. Ain Shams Eng J 15: 103121. https://doi.org/10.1016/j.asej.2024.103121 doi: 10.1016/j.asej.2024.103121
|
| [13] |
Chen H, Shi J, Yan L, et al. (2025) Charge pumping triboelectric metamaterials with capacitor-enabled multifunctionalities. Nano Energy 140: 111001. https://doi.org/10.1016/j.nanoen.2025.111001 doi: 10.1016/j.nanoen.2025.111001
|
| [14] |
Li T, Wang Z, Xiao H, et al. (2021) Dual-band piezoelectric acoustic energy harvesting by structural and local resonances of Helmholtz metamaterial. Nano Energy 90: 106523. https://doi.org/10.1016/j.nanoen.2021.106523 doi: 10.1016/j.nanoen.2021.106523
|
| [15] |
Yadav H, Yadav R, Yadav H, et al. (2026) Ultra-wideband THz metamaterial absorber based on a 2×2 array of vanadium dioxide nested rings featuring unity absorption and tunable performance for 6G applications. Micro Nanostruct 209: 208425. https://doi.org/10.1016/j.micrna.2025.208425 doi: 10.1016/j.micrna.2025.208425
|
| [16] |
Liu Y, Wang T, He Y (2025) Water matrix-based metamaterial absorber with multi-band regulation performance for optical windows. Infrared Phys Technol 150: 106024. https://doi.org/10.1016/j.infrared.2025.106024 doi: 10.1016/j.infrared.2025.106024
|
| [17] |
Liu C, Wang W, Olivier DN, et al. (2022) Target driven design of electromagnetic metamaterial for dual-band Wi-Fi energy harvester. Sens Actuators A: Phys 345: 113815. https://doi.org/10.1016/j.sna.2022.113815 doi: 10.1016/j.sna.2022.113815
|
| [18] |
Bakey Billa M, Islam MT, Alam T, et al. (2025) Development and characterization of flexible metamaterial using MgxCo(0.9-x)Ni0.1Fe2O4 nanoparticles for formalin detection in food safety applications. Measurement 253: 117633. https://doi.org/10.1016/j.measurement.2025.117633 doi: 10.1016/j.measurement.2025.117633
|
| [19] |
Gu J, Ahn J, Jung J, et al. (2021) Self-powered strain sensor based on the piezo-transmittance of a mechanical metamaterial. Nano Energy 89: 106447. https://doi.org/10.1016/j.nanoen.2021.106447 doi: 10.1016/j.nanoen.2021.106447
|
| [20] |
Jiang H, Wang B, Liu Z (2025) New dual-peak high-performance structure utilizing terahertz metamaterial metasurface for concentration detection of H2 and CH4 gases. Opt Laser Technol 186: 112728. https://doi.org/10.1016/j.optlastec.2025.112728 doi: 10.1016/j.optlastec.2025.112728
|
| [21] |
Routray P, Ghosh D (2025) Wide-band metamaterial absorber for sub-6 GHz 5G applications: Reducing specific absorption rate. AEU Int J Electron Commun 193: 155709. https://doi.org/10.1016/j.aeue.2025.155709 doi: 10.1016/j.aeue.2025.155709
|
| [22] |
Amiri M, Abolhasan M, Shariati N, et al. (2025) Development of a polarization-neutral metamaterial absorber for efficient low-power EM energy harvesting. Sens Actuator A 381: 116055. https://doi.org/10.1016/j.sna.2024.116055 doi: 10.1016/j.sna.2024.116055
|
| [23] |
Islam MA, Hasan MJ, Chowdhury MS, et al. (2025) Metamaterials for electromagnetic wave manipulation: Advancements and future prospects. Nano-Struct Nano-Object 41: 101424. https://doi.org/10.1016/j.nanoso.2024.101424 doi: 10.1016/j.nanoso.2024.101424
|
| [24] |
Vetrichelvi G, Gowtham P, Balaji D, et al. (2024) Functional metamaterials for wireless antenna applications—A review abetted with patent landscape analysis. Heliyon 10: e34022. https://doi.org/10.1016/j.heliyon.2024.e34022 doi: 10.1016/j.heliyon.2024.e34022
|
| [25] |
Akbari-Farahani F, Ebrahimi-Nejad S (2024) From defect mode to topological metamaterials: A state-of-the-art review of phononic crystals & acoustic metamaterials for energy harvesting. Sens Actuators A 365: 114871. https://doi.org/10.1016/j.sna.2023.114871 doi: 10.1016/j.sna.2023.114871
|
| [26] |
Xu C, Ren Z, Wei J, et al. (2022) Reconfigurable terahertz metamaterials: From fundamental principles to advanced 6G applications. iScience 25: 103799. https://doi.org/10.1016/j.isci.2022.103799 doi: 10.1016/j.isci.2022.103799
|
| [27] |
Sim MS, You KY, Dewan R, et al. (2024) Microwave sensors loaded with metamaterial-inspired resonators for dielectric material characterization: A review. Sens Actuators A Phys 372: 115322. https://doi.org/10.1016/j.sna.2024.115322 doi: 10.1016/j.sna.2024.115322
|
| [28] |
Tan T, Yan Z, Zou H, et al. (2019) Renewable energy harvesting and absorbing via multi-scale metamaterial systems for Internet of things. Appl Energy 254: 113717. https://doi.org/10.1016/j.apenergy.2019.113717 doi: 10.1016/j.apenergy.2019.113717
|
| [29] |
Renzo MD, Debbah M, Phan-Huy DT, et al. (2019) Smart radio environments empowered by reconfigurable AI meta-surfaces: An idea whose time has come. EURASIP J Wirel Comm 2019: 129. https://doi.org/10.1186/s13638-019-1438-9 doi: 10.1186/s13638-019-1438-9
|
| [30] |
Tamma M, Boonjue A, wiboonjaroen W, et al. (2024) Performance improvement of slot antenna with metamaterial for modern wireless communication. Results Eng 23: 102686. https://doi.org/10.1016/j.rineng.2024.102686 doi: 10.1016/j.rineng.2024.102686
|
| [31] |
Saleh S, Jamaluddin MH, Razzaz F, et al. (2023) Compactness and performance enhancement techniques of ultra-wideband tapered slot antenna: A comprehensive review. Alexandria Eng J 74: 195–229. https://doi.org/10.1016/j.aej.2023.05.020 doi: 10.1016/j.aej.2023.05.020
|
| [32] |
Sami A, Tian GY, Marindra AMJ, et al. (2025) A comprehensive review on passive RFID sensors for structural health monitoring: Developments, challenges, and opportunities. Chin J Mech Eng 100117. https://doi.org/10.1016/j.cjme.2025.100117 doi: 10.1016/j.cjme.2025.100117
|
| [33] |
Colaco J, Lohani RB (2022) Performance analysis of microstrip patch antenna using a four-layered substrate of different materials. Mat Today Proc 52: 1891–1900. https://doi.org/10.1016/j.matpr.2021.11.522 doi: 10.1016/j.matpr.2021.11.522
|
| [34] |
Arbaatun Adawiah N, Salem Al-Bawri S, Mohd Sahar N, et al. (2024) Tuneable double negative (DNG) Tri-Hexagonal split ring resonator metamaterial for 5G application. J Magn Magn Mater 598: 172057. https://doi.org/10.1016/j.jmmm.2024.172057 doi: 10.1016/j.jmmm.2024.172057
|
| [35] |
Musaed AA, Al-Bawri SS, Aljaloud K, et al. (2024) A symmetric T-H shape wideband negative index metamaterial for 28-GHz millimeter-wave applications. J Magn Magn Mater 589: 171520. https://doi.org/10.1016/j.jmmm.2023.171520 doi: 10.1016/j.jmmm.2023.171520
|
| [36] |
Singh G, Abrol A, Kumar S, et al. (2023) Electromagnetic metamaterial-inspired wideband millimeter-wave antenna for 5G communication. Mater Today Proc https://doi.org/10.1016/j.matpr.2023.03.464 doi: 10.1016/j.matpr.2023.03.464
|
| [37] |
Naguboina GC, K A (2025) Efficient dual-band MIMO antenna with microstrip monopole pair for 5G Sub-6GHz N77/78/79 bands. Next Res 2: 100343. https://doi.org/10.1016/j.nexres.2025.100343 doi: 10.1016/j.nexres.2025.100343
|
| [38] |
Berka M, Fellah B, Das S, et al. (2024) A novel modified complementary metamaterial resonator based dual-band bandpass quasi-elliptic filter using half-mode SIW cavity with wide stopband rejection for wireless communication applications. AEU Int J Electron Commun 185: 155461. https://doi.org/10.1016/j.aeue.2024.155461 doi: 10.1016/j.aeue.2024.155461
|
| [39] |
Maher R, Allam A, Kanaya H, et al. (2024) Dualband rectenna for RF energy harvesting using metamaterial reflect array and novel matching technique. AEU Int J Electron Commun 173: 155020. https://doi.org/10.1016/j.aeue.2023.155020 doi: 10.1016/j.aeue.2023.155020
|
| [40] |
Singla G, Sharma R, Khanna R, et al. (2026) Design of a flexible, highly isolated multiband f-meta MIMO antenna for 5G sub-6 GHz applications using the theory of characteristic modes. Optik 345: 172632. https://doi.org/10.1016/j.ijleo.2025.172632 doi: 10.1016/j.ijleo.2025.172632
|
| [41] |
Shobana M (2023) CSRR inspired antenna using artificial neural network for sub 6 GHz 5G applications. Alexandria Eng J 77: 351–367. https://doi.org/10.1016/j.aej.2023.06.085 doi: 10.1016/j.aej.2023.06.085
|
| [42] |
G PSB, Mane PR, Kumar P, et al. (2023) Planar MIMO antenna for mmWave applications: Evolution, present status & future scope. Heliyon 9: e13362. https://doi.org/10.1016/j.heliyon.2023.e13362 doi: 10.1016/j.heliyon.2023.e13362
|
| [43] |
Wu L, Lin YS (2023) Flexible terahertz metamaterial filter with high transmission intensity and large tuning range for optical communication application. Physica E 146: 115563. https://doi.org/10.1016/j.physe.2022.115563 doi: 10.1016/j.physe.2022.115563
|
| [44] |
Yahya MS, Soeung S, Abdul Rahim SK, et al. (2024) LoRa microstrip patch antenna: A comprehensive review. Alexandria Eng J 103: 197–221. https://doi.org/10.1016/j.aej.2024.06.017 doi: 10.1016/j.aej.2024.06.017
|
| [45] |
Rahman MA, Al-Bawri SS, Abdulkawi WM, et al. (2024) Miniaturized tri-band integrated microwave and millimeter-wave MIMO antenna loaded with metamaterial for 5G IoT applications. Results Eng 24: 103130. https://doi.org/10.1016/j.rineng.2024.103130 doi: 10.1016/j.rineng.2024.103130
|
| [46] |
Kagitha BSNK, Ghosh K, Chakraborty U (2025) Design and performance analysis of a DNG metamaterial-enhanced underwater MIMO antenna array for reliable underwater communication. AEU Int J Electron Commun 196: 155772. https://doi.org/10.1016/j.aeue.2025.155772 doi: 10.1016/j.aeue.2025.155772
|
| [47] |
Kim T, Kumar S, Ravikumar CV, et al. (2024) Evaluation of a double-lens dielectric radome using a microstrip patch antenna for electromagnetic applications. Ain Shams Eng J 15: 103151. https://doi.org/10.1016/j.asej.2024.103151 doi: 10.1016/j.asej.2024.103151
|
| [48] |
Shrivastava MK, Singh R, Samantaray D, et al. (2025) A high gain dual circularly polarized metamaterial loaded antenna for X-band applications. AEU Int J Electron Commun 198: 155843. https://doi.org/10.1016/j.aeue.2025.155843 doi: 10.1016/j.aeue.2025.155843
|
| [49] |
Zhou H, Cao W, Wang C, et al. (2025) A metamaterial-integrated shared-aperture planar antenna with microwave electrically small property and millimeter-wave electrically large property. AEU Int J Electron Commun 201: 156013. https://doi.org/10.1016/j.aeue.2025.156013 doi: 10.1016/j.aeue.2025.156013
|
| [50] |
Liaskos C, Nie S, Tsioliaridou A, et al. (2019) A novel communication paradigm for high capacity and security via programmable indoor wireless environments in next generation wireless systems. Ad Hoc Networks 87: 1–16. https://doi.org/10.1016/j.adhoc.2018.11.001 doi: 10.1016/j.adhoc.2018.11.001
|
| [51] |
Dixit AS, Kumar S (2022) Performance enhancement of antipodal Vivaldi antenna array using metamaterial for 38 GHz band of 5G applications. Opt Mater 133: 112811. https://doi.org/10.1016/j.optmat.2022.112811 doi: 10.1016/j.optmat.2022.112811
|
| [52] |
Kudaibergenova Z, Dautov K, Hashmi M (2024) Compact metamaterial-integrated wireless information and power transfer system for low-power IoT sensors. Alexandria Eng J 92: 176–184. https://doi.org/10.1016/j.aej.2024.02.058 doi: 10.1016/j.aej.2024.02.058
|
| [53] |
Dhadwal D, Sahni P, Mittal V, et al. (2025) Graphene and RT-duroid based microstrip patch antenna with complementary SSTR metamaterial for dual band 5G communication. Expert Syst Appl 278: 127231. https://doi.org/10.1016/j.eswa.2025.127231 doi: 10.1016/j.eswa.2025.127231
|
| [54] |
Harshasri K, Pandeeswari R (2025) Compact dual-band metamaterial antenna using deep neural network for next-generation wireless communication. Optik 327: 172311. https://doi.org/10.1016/j.ijleo.2025.172311 doi: 10.1016/j.ijleo.2025.172311
|
| [55] |
Bose M, Karuppiah V (2025) Metamaterial inspired superstrate loaded miniaturized quad port MIMO antenna for 5G C-band applications. Opt Commun 574: 131123. https://doi.org/10.1016/j.optcom.2024.131123 doi: 10.1016/j.optcom.2024.131123
|
| [56] |
Saha D, Nawi IM, Zakariya MA (2024) Super low profile 5G mmWave highly isolated MIMO antenna with 360° pattern diversity for smart city IoT and vehicular communication. Results Eng 24: 103209. https://doi.org/10.1016/j.rineng.2024.103209 doi: 10.1016/j.rineng.2024.103209
|
| [57] |
Patel SK, Baz A (2025) Design and measurement of a compact MIMO antenna using C-shaped metamaterial for 5G/6G wireless communication circuit. Alexandria Eng J 118: 159–173. https://doi.org/10.1016/j.aej.2024.12.121 doi: 10.1016/j.aej.2024.12.121
|
| [58] |
Kumar S, Dixit AS (2024) Enhanced antipodal vivaldi antenna with SSRR metamaterial for improved 5G performance in the 38 GHz band. Results Eng 24: 103133. https://doi.org/10.1016/j.rineng.2024.103133 doi: 10.1016/j.rineng.2024.103133
|
| [59] |
Björnson E, Özdogan Ö, Larsson EG (2020) Reconfigurable intelligent surfaces: Three myths and Two critical questions. IEEE Commun Mag 58: 90–96. https://doi.org/10.1109/MCOM.001.2000407 doi: 10.1109/MCOM.001.2000407
|
| [60] |
Zhou N, Wang N, Wang H, et al. (2025) Optical 3D μ-printing of PVDF-based flexible microstructural auxetic metamaterials and 3D microgrid pyramid arrays for wearable electronics. Chem Eng J 516: 163956. https://doi.org/10.1016/j.cej.2025.163956 doi: 10.1016/j.cej.2025.163956
|
| [61] |
Chemweno EK, Kumar P, Afullo TJO (2024) Design and simulation of a metamaterial polarization-rotator wall for isolation improvement in SIW fed MIMO DRA for D-band applications. Nano Commun Networks 41: 100524. https://doi.org/10.1016/j.nancom.2024.100524 doi: 10.1016/j.nancom.2024.100524
|
| [62] |
Rahman MA, Al-Bawri SS, Abdulkawi WM, et al. (2024) A unique SWB multi-slotted four-port highly isolated MIMO antenna loaded with metasurface for IOT applications-based machine learning verification. Eng Sci Technol 50: 101616. https://doi.org/10.1016/j.jestch.2024.101616 doi: 10.1016/j.jestch.2024.101616
|
| [63] |
Cui TJ, Li L, Liu S, et al. (2020) Information metamaterial systems. iScience 23: 101403. https://doi.org/10.1016/j.isci.2020.101403 doi: 10.1016/j.isci.2020.101403
|
| [64] |
Wu Y, Zhu Y, Gu W (2025) Transparent GPS antenna based on customizable metal mesh for automotive applications. Opt Commun 595: 132311. https://doi.org/10.1016/j.optcom.2025.132311 doi: 10.1016/j.optcom.2025.132311
|
| [65] |
Shereen MK, Liu X, Wu X, et al. (2025) Innovations in metamaterial and metasurface antenna design: The role of deep learning. Mater Today Electron 13: 100162. https://doi.org/10.1016/j.mtelec.2025.100162 doi: 10.1016/j.mtelec.2025.100162
|
| [66] |
Ye X, Li Y, Ji Z, et al. (2025) Laser direct-carbonization on polymer with various patterns for electromagnetic shielding. Surf Interfaces 72: 107244. https://doi.org/10.1016/j.surfin.2025.107244 doi: 10.1016/j.surfin.2025.107244
|
| [67] |
Esfandiari M, Lalbakhsh A, Nasiri Shehni P, et al. (2022) Recent and emerging applications of Graphene-based metamaterials in electromagnetics. Mater Des 221: 110920. https://doi.org/10.1016/j.matdes.2022.110920 doi: 10.1016/j.matdes.2022.110920
|
| [68] |
Mikki S (2022) Directive properties of radiating source systems in massive electromagnetism. Results Phys 42: 105886. https://doi.org/10.1016/j.rinp.2022.105886 doi: 10.1016/j.rinp.2022.105886
|
| [69] |
Nunna PK, Kuchhal P, Varshney A (2023) Wearables and implantables in MICS—A review. Alexandria Eng J 79: 73–80. https://doi.org/10.1016/j.aej.2023.07.060 doi: 10.1016/j.aej.2023.07.060
|
| [70] |
Farzin P, Rouhi K, Hosseininejad SE (2025) Graphene-based multi-channel OOK communication with frequency-multiplexed switchable metasurface. Carbon 242: 120375. https://doi.org/10.1016/j.carbon.2025.120375 doi: 10.1016/j.carbon.2025.120375
|
| [71] |
Ghafourivayghan M, Shabunin SN (2024) Feasibility assessment of guided resonance modes in high Q and resolution mm-wave metamaterial biosensor. Optik 299: 171619. https://doi.org/10.1016/j.ijleo.2024.171619 doi: 10.1016/j.ijleo.2024.171619
|
| [72] |
Zhong J, Chai Z, Zheng T, et al. (2024) Trampoline effect and Helmholtz coupled acoustic metamaterial piezoelectric energy harvesting. Phys Lett A 500: 129377. https://doi.org/10.1016/j.physleta.2024.129377 doi: 10.1016/j.physleta.2024.129377
|
| [73] |
Ichige R, Kuriyama N, Umino Y, et al. (2021) Size optimization of metamaterial structure for elastic layer of a piezoelectric vibration energy harvester. Sens Actuators A Phys 318: 112488. https://doi.org/10.1016/j.sna.2020.112488 doi: 10.1016/j.sna.2020.112488
|
| [74] |
Lemic F, Abadal S, Han C, et al. (2021) Localization in power-constrained Terahertz-operating software-defined metamaterials. Nano Commun Networks 30: 100365. https://doi.org/10.1016/j.nancom.2021.100365 doi: 10.1016/j.nancom.2021.100365
|
| [75] |
Yuan M, Tai Y, Zhang W, et al. (2024) A self-powered metamaterial augmented nanogenerator for low-frequency acoustic telecommunication. Sens Actuators A Phys 375: 115531. https://doi.org/10.1016/j.sna.2024.115531 doi: 10.1016/j.sna.2024.115531
|
| [76] |
Choi J, Jung I, Kang CY (2019) A brief review of sound energy harvesting. Nano Energy 56: 169–183. https://doi.org/10.1016/j.nanoen.2018.11.036 doi: 10.1016/j.nanoen.2018.11.036
|
| [77] |
Deng T, Zhao L, Jin F (2024) Flexural wave rainbow trapping effect in the periodic non-uniform Euler-Bernoulli beams and its application in energy harvesting. Mech Mater 190: 104892. https://doi.org/10.1016/j.mechmat.2023.104892 doi: 10.1016/j.mechmat.2023.104892
|
| [78] |
Huang X, Yang B (2023) Towards novel energy shunt inspired vibration suppression techniques: Principles, designs and applications. Mech Syst Signal Process 182: 109496. https://doi.org/10.1016/j.ymssp.2022.109496 doi: 10.1016/j.ymssp.2022.109496
|
| [79] |
Farhan M, Muthalif AGA, Ali MSM (2024) Innovative approaches to optimize vibration energy harvesting (VEH): A comprehensive review. Energy Rep 12: 5194–5219. https://doi.org/10.1016/j.egyr.2024.11.006 doi: 10.1016/j.egyr.2024.11.006
|
| [80] |
Ebrahimi F, Parsi M (2025) A novel smart energy harvester with arc-type auxetic cellular core. Eur J Mech A Solids 113: 105716. https://doi.org/10.1016/j.euromechsol.2025.105716 doi: 10.1016/j.euromechsol.2025.105716
|
| [81] |
Park CS, Shin YC, Jo SH, et al. (2019) Two-dimensional octagonal phononic crystals for highly dense piezoelectric energy harvesting. Nano Energy 57: 327–337. https://doi.org/10.1016/j.nanoen.2018.12.026 doi: 10.1016/j.nanoen.2018.12.026
|
| [82] |
Zhao B, Manici LD, Ardito R, et al. (2026) EMetaNode: Electromechanical friction-induced metamaterial node for broadband vibration attenuation and self-powered sensing. J Sound Vib 626: 119609. https://doi.org/10.1016/j.jsv.2025.119609 doi: 10.1016/j.jsv.2025.119609
|
| [83] |
Fouad N, Badr M, Fedawy M, et al. (2020) Shallow silicon sub-wavelength grating waveguide for electro-optical modulation. Opt Commun 474: 126098. https://doi.org/10.1016/j.optcom.2020.126098 doi: 10.1016/j.optcom.2020.126098
|
| [84] |
Dedu E, Asghari M (2024) Ray tracing routing using packet reception timing in dense nanonetworks. Comput Networks 254: 110753. https://doi.org/10.1016/j.comnet.2024.110753 doi: 10.1016/j.comnet.2024.110753
|
| [85] |
Zhao B, Thomsen HR, De Ponti JM, et al. (2022) A graded metamaterial for broadband and high-capability piezoelectric energy harvesting. Energy Convers Manage 269: 116056. https://doi.org/10.1016/j.enconman.2022.116056 doi: 10.1016/j.enconman.2022.116056
|
| [86] |
Sui G, Shan X, Zhou C, et al. (2024) Enhancing output performance of piezoelectric nanogenerator via negative Poisson's ratio effect. Nano Energy 130: 110071. https://doi.org/10.1016/j.nanoen.2024.110071 doi: 10.1016/j.nanoen.2024.110071
|
| [87] |
Yuan M, Zhu B, Jiang Q, et al. (2025) Dual-functional acoustic-driven metamaterial nanogenerator for ultra-low noise attenuation and acoustic-to-electric conversion. Nano Energy 141: 111101. https://doi.org/10.1016/j.nanoen.2025.111101 doi: 10.1016/j.nanoen.2025.111101
|
| [88] |
Xiao H, Li T, Zhang L, et al. (2023) Metamaterial based piezoelectric acoustic energy harvesting: Electromechanical coupled modeling and experimental validation. Mech Syst Signal Process 185: 109808. https://doi.org/10.1016/j.ymssp.2022.109808 doi: 10.1016/j.ymssp.2022.109808
|
| [89] |
Liu P, Xiang H, Zhao B (2025) A graded E-shaped piezoelectric energy harvester for ultra-broadband and high-capability energy harvesting. Eng Struct 343: 121038. https://doi.org/10.1016/j.engstruct.2025.121038 doi: 10.1016/j.engstruct.2025.121038
|
| [90] |
Chadha K, Mahesh V, Mangalasseri AS, et al. (2023) On analysing vibration energy harvester with auxetic core and magneto-electro-elastic facings. Thin Walled Struct 184: 110533. https://doi.org/10.1016/j.tws.2023.110533 doi: 10.1016/j.tws.2023.110533
|
| [91] |
Pranno A, Greco F, Leonetti L, et al. (2022) Band gap tuning through microscopic instabilities of compressively loaded lightened nacre-like composite metamaterials. Composite Structures 282: 115032. https://doi.org/10.1016/j.compstruct.2021.115032 doi: 10.1016/j.compstruct.2021.115032
|
| [92] |
De Maio U, Greco F, Luciano R, et al. (2023) Microstructural design for elastic wave attenuation in 3D printed nacre-like bioinspired metamaterials lightened with hollow platelets. Mech Res Commun 128: 104045. https://doi.org/10.1016/j.mechrescom.2023.104045 doi: 10.1016/j.mechrescom.2023.104045
|
| [93] |
Surducan E, Surducan V, Gutt R (2025) Meta-rectenna array for electromagnetic energy harvesting. Results Eng 27: 106167. https://doi.org/10.1016/j.rineng.2025.106167 doi: 10.1016/j.rineng.2025.106167
|
| [94] |
Biswas S, Krawczyk Z, Manimala JM (2025) Multifunctional characterization of a thermoacoustic meta-structure. Prog Eng Sci 2: 100147. https://doi.org/10.1016/j.pes.2025.100147 doi: 10.1016/j.pes.2025.100147
|
| [95] |
Yuan M, Zhang W, Tai Y, et al. (2024) Tympanic membrane metamaterial inspired multifunctional low-frequency acoustic triboelectric nanogenerator. Nano Energy 128: 109816. https://doi.org/10.1016/j.nanoen.2024.109816 doi: 10.1016/j.nanoen.2024.109816
|
| [96] |
Sreelekshmi S, Perumal Sankar S (2022) A square ring and single split resonator based wearable antenna for microwave energy harvesting for IoT nodes. Sustainable Energy Technol Assess 52: 102217. https://doi.org/10.1016/j.seta.2022.102217 doi: 10.1016/j.seta.2022.102217
|
| [97] |
Fan X, Chen Y, Zhang X (2025) Design and application of differentiated compensation metamaterials for wireless power transfer system. AEU Int J Electron Commun 206: 156183. https://doi.org/10.1016/j.aeue.2025.156183 doi: 10.1016/j.aeue.2025.156183
|
| [98] |
Liu J, Wang X, Gao X, et al. (2020) Multifunctional self-assembled BaTiO3-Au nanocomposite thin films on flexible mica substrates with tunable optical properties. Appl Mater Today 21: 100856. https://doi.org/10.1016/j.apmt.2020.100856 doi: 10.1016/j.apmt.2020.100856
|
| [99] |
Huo KL, Yang SH, Zong JY, et al. (2023) Carbon-based EM functional materials and multi-band microwave devices: Current progress and perspectives. Carbon 213: 118193. https://doi.org/10.1016/j.carbon.2023.118193 doi: 10.1016/j.carbon.2023.118193
|
| [100] |
Ma L, Zheng W, Li J, et al. (2021) High-Q Hg-anapole resonator with microstrip line coupling for high-precision temperature sensing applications. Results Phys 24: 104172. https://doi.org/10.1016/j.rinp.2021.104172 doi: 10.1016/j.rinp.2021.104172
|
| [101] |
Brosseau C, Nocchiero G, Ville J (2025) The future of 3D printing in instrumented implantable polymer meta-stents. Ann 3D Print Med 19: 100211. https://doi.org/10.1016/j.stlm.2025.100211 doi: 10.1016/j.stlm.2025.100211
|
| [102] |
Jepiti P, Kim J, Bark S, et al. (2025) Transparent and printed RF electronics: A comprehensive review of materials, and applications. Mater Des 258: 114583. https://doi.org/10.1016/j.matdes.2025.114583 doi: 10.1016/j.matdes.2025.114583
|
| [103] |
Peymaneh Z, Sheykhmoradi S, Nezafat Z, et al. (2025) Phase composition or material morphology, which one plays the pioneering role in promoting microwave absorption and hyperthermia. Chem Eng J Adv 24: 100845. https://doi.org/10.1016/j.ceja.2025.100845 doi: 10.1016/j.ceja.2025.100845
|
| [104] |
Lei D, Yu L, Wang S, et al. (2025) A state-of-the-art on electromagnetic and mechanical properties of electromagnetic waves absorbing cementitious composites. Cem Concr Compos 157: 105889. https://doi.org/10.1016/j.cemconcomp.2024.105889 doi: 10.1016/j.cemconcomp.2024.105889
|
| [105] |
Bao Y, Yin Q, Liu C, et al. (2026) Conformal sensors enhanced by flexible terahertz microstructures. TrAC Trends Anal Chem 194: 118545. https://doi.org/10.1016/j.trac.2025.118545 doi: 10.1016/j.trac.2025.118545
|
| [106] |
González-Andrade D, Dias A, Wangüemert-Pérez JG, et al. (2020) Experimental demonstration of a broadband mode converter and multiplexer based on subwavelength grating waveguides. Opt Laser Technol 129: 106297. https://doi.org/10.1016/j.optlastec.2020.106297 doi: 10.1016/j.optlastec.2020.106297
|
| [107] |
Li H, Gao T, Wang M, et al. (2025) Approach on the vibration damping and energy absorption through electrorheological/magnetorheological effects. Sustainable Mater Technol 44: e01401. https://doi.org/10.1016/j.susmat.2025.e01401 doi: 10.1016/j.susmat.2025.e01401
|
| [108] |
Afsar MSU, Faruque MRI, Abdullah S, et al. (2024) Rotational symmetric solar system shaped triple band perfect metamaterial absorber for S-, C-, and X-band application. Sens Actuators Re 365: 114839. https://doi.org/10.1016/j.sna.2023.114839 doi: 10.1016/j.sna.2023.114839
|
| [109] |
Hossain TM, Jamlos MF, Jamlos MA, et al. (2020) Bandwidth enhancement of five-port reflectometer-based ENG DSRR metamaterial for microwave imaging application. Sens Actuators A Phys 303: 111638. https://doi.org/10.1016/j.sna.2019.111638 doi: 10.1016/j.sna.2019.111638
|
| [110] |
Hossain I, Islam MT, Sahar NM, et al. (2025) Synthesis and characterization of flexible CaCoAlFe2O4 based microwave substrate for triband polarization-insensitive metamaterial absorber. Opt Laser Technol 180: 111429. https://doi.org/10.1016/j.optlastec.2024.111429 doi: 10.1016/j.optlastec.2024.111429
|
| [111] |
Sharma S, Parne SR, Panda SSS, et al. (2024) Progress in microwave absorbing materials: A critical review. Adv Colloid Interface Sci 327: 103143. https://doi.org/10.1016/j.cis.2024.103143 doi: 10.1016/j.cis.2024.103143
|
| [112] |
Islam F, Biswas EU, Rana MR, et al. (2024) Sierpinski-fractal inspired ultra-broadband UV-NIR meta absorber: Notable impact on the self-stabilization of light-sail or solar-sail. Opt Mater 148: 114838. https://doi.org/10.1016/j.optmat.2024.114838 doi: 10.1016/j.optmat.2024.114838
|
| [113] |
Wu Y, Meng Y, Yakupoglu B, et al. (2019) A metamaterial/liquid-core waveguide microfluidic optical sensor. Sens Actuators A Phys 300: 111592. https://doi.org/10.1016/j.sna.2019.111592 doi: 10.1016/j.sna.2019.111592
|
| [114] |
Ullah N, Islam MS, Hoque A, et al. (2023) A compact complementary split ring resonator (CSRR) based perfect metamaterial absorber for energy harvesting applications. Eng Sci Technol 45: 101473. https://doi.org/10.1016/j.jestch.2023.101473 doi: 10.1016/j.jestch.2023.101473
|
| [115] |
Hossain I, Islam MT, Mohd Sahar N, et al. (2024) Structural, morphological, optical and electrical properties of ferrite-based nanoparticles synthesized flexible substrate for chemical sensing application. J Sci Adv Mater Devices 9: 100750. https://doi.org/10.1016/j.jsamd.2024.100750 doi: 10.1016/j.jsamd.2024.100750
|
| [116] |
Al Mahfazur Rahman A, Tariqul Islam M, Moniruzzaman M, et al. (2025) A highly absorptive ultra-wideband nanoscale metamaterial absorber for solar energy harvesting from ultraviolet to Infrared spectrum. Ain Shams Eng J 16: 103229. https://doi.org/10.1016/j.asej.2024.103229 doi: 10.1016/j.asej.2024.103229
|
| [117] |
Abou Houran M, Alsharai M, Baqir MA, et al. (2023) Polarization-insensitive and wide-angle absorber operating in the visible and near-infrared regimes. Optik 283: 170915. https://doi.org/10.1016/j.ijleo.2023.170915 doi: 10.1016/j.ijleo.2023.170915
|
| [118] |
Ajayan J, Sreejith S, Manikandan M, et al. (2024) Terahertz sensors for next generation biomedical and other industrial electronics applications: A critical review. Sens Actuators A 369: 115169. https://doi.org/10.1016/j.sna.2024.115169 doi: 10.1016/j.sna.2024.115169
|
| [119] |
Hussain Shah SI, Lim S (2024) RF advancements enabled by smart shape memory materials in the microwave Regime: A state-of-the-art review. Mater Today Phys 44: 101435. https://doi.org/10.1016/j.mtphys.2024.101435 doi: 10.1016/j.mtphys.2024.101435
|
| [120] |
Yu J, Pu H, Sun DW (2025) Meta-terahertz sensing: Metamaterial-enhanced rapid and efficient detection of food contaminants. Chem Eng J 524: 169480. https://doi.org/10.1016/j.cej.2025.169480 doi: 10.1016/j.cej.2025.169480
|
| [121] |
Shi J, Ju K, Chen H, et al. (2024) 3D printed architected shell-based ferroelectric metamaterials with programmable piezoelectric and pyroelectric properties. Nano Energy 123: 109385. https://doi.org/10.1016/j.nanoen.2024.109385 doi: 10.1016/j.nanoen.2024.109385
|
| [122] |
Zhang T, Peng X, Zhou M, et al. (2025) Mechanical in-sensor computing: A programmable meta-sensor for structural damage classification without external electronic power. Mech Syst Signal Process 240: 113347. https://doi.org/10.1016/j.ymssp.2025.113347 doi: 10.1016/j.ymssp.2025.113347
|
| [123] |
Hakim ML, Alam T, Islam MT, et al. (2023) Metamaterial physical property utilized antenna radiation pattern deflection for angular coverage and isolation enhancement of mm-wave 5G MIMO antenna system. Radiat Phys Chem 209: 110998. https://doi.org/10.1016/j.radphyschem.2023.110998 doi: 10.1016/j.radphyschem.2023.110998
|
| [124] |
Hao G, Ma S, Guo X, et al. (2026) Spiral wavefront acoustic positioning system based on Moiré metasurfaces. Mech Syst Signal Process 244: 113799. https://doi.org/10.1016/j.ymssp.2025.113799 doi: 10.1016/j.ymssp.2025.113799
|
| [125] |
He L, Kurita H, Wang Z, et al. (2024) Structural optimization of PVDF cellular resonators for energy-harvesting enhancement based on backpropagation neural network and NSGA-Ⅱ algorithm. Sens Actuators A Phys 376: 115608. https://doi.org/10.1016/j.sna.2024.115608 doi: 10.1016/j.sna.2024.115608
|
| [126] |
Taha BA, Addie AJ, Kolie LFZ, et al. (2025) Advancements in nanophotonics and smart nanomaterials integrated with artificial intelligence-driven gene editing: A paradigm shift in cancer diagnosis and therapeutic. Chin Chem Lett 37: 111955. https://doi.org/10.1016/j.cclet.2025.111955 doi: 10.1016/j.cclet.2025.111955
|
| [127] |
Elalaouy O, El Ghzaoui M, Foshi J (2024) Enhancing antenna performance: A comprehensive review of metamaterial utilization. Mater Sci Eng B 304: 117382. https://doi.org/10.1016/j.mseb.2024.117382 doi: 10.1016/j.mseb.2024.117382
|
| [128] |
Boafo G, Biswal DK (2025) Advances in functional metamaterials: bridging mechanical, acoustic innovations with multifunctionality and adaptive responses. Results Eng 28: 107367. https://doi.org/10.1016/j.rineng.2025.107367 doi: 10.1016/j.rineng.2025.107367
|
| [129] |
Huang X, Luo H, Kang J, et al. (2025) Worker-centric construction noise management: A systematic review of assessment, monitoring, modelling, and control. Build Environ 280: 113131. https://doi.org/10.1016/j.buildenv.2025.113131 doi: 10.1016/j.buildenv.2025.113131
|
| [130] |
Yadav A, Bera TK (2025) A critical review of electromagnetic coil assembly design and optimization for wireless power transfer in electric vehicles: Technical insights. Renewable Sustainable Energy Rev 223: 115944. https://doi.org/10.1016/j.rser.2025.115944 doi: 10.1016/j.rser.2025.115944
|
| [131] |
G J, Singh I, Choudhary DK (2025) Gain and isolation improvement techniques for MIMO antenna: A compendious survey. Results Eng 25: 104482. https://doi.org/10.1016/j.rineng.2025.104482 doi: 10.1016/j.rineng.2025.104482
|
| [132] |
Sun M, Hu X, Tian L, et al. (2024) Auxetic biomedical metamaterials for orthopedic surgery applications: A comprehensive review. Orthopaedic Surgery 16: 1801–1815. https://doi.org/10.1111/os.14142 doi: 10.1111/os.14142
|
| [133] |
Fardan MF, Lenggana BW, Ubaidillah U, et al. (2023) Revolutionizing prosthetic design with auxetic metamaterials and structures: A review of mechanical properties and limitations. micromachines. 14: 1165. https://doi.org/10.3390/mi14061165 doi: 10.3390/mi14061165
|
| [134] |
Dong S, Hu H (2023) Sensors based on auxetic materials and structures: A review. Materials 16: 3603. https://doi.org/10.3390/ma16093603 doi: 10.3390/ma16093603
|
| [135] |
Sun W, Wang Y, Liu Y, et al. (2024) Navigating the future of flow-induced vibration-based piezoelectric energy harvesting. Renewable Sustainable Energy Rev 201: 114624. https://doi.org/10.1016/j.rser.2024.114624 doi: 10.1016/j.rser.2024.114624
|