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Yoon J, Kim KS, Hong WK. Thermochromic Vanadium Dioxide Nanostructures for Smart Windows and Radiative Cooling. Chemistry 2024; 30:e202400826. [PMID: 38818667 DOI: 10.1002/chem.202400826] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 05/29/2024] [Accepted: 05/29/2024] [Indexed: 06/01/2024]
Abstract
The pursuit of energy-saving materials and technologies has garnered significant attention for their pivotal role in mitigating both energy consumption and carbon emissions. In particular, thermochromic windows in buildings offer energy-saving potential by adjusting the transmittance of solar irradiation in response to temperature changes. Radiative cooling (RC), radiating thermal heat from an object surface to the cold outer space, also offers a potential way for cooling without energy consumption. Accordingly, smart window and RC technologies based on thermochromic materials can play a crucial role in improving energy efficiency and reducing energy consumption in buildings in response to the surrounding temperature. Vanadium dioxide (VO2) is a promising thermochromic material for energy-saving smart windows and RC due to its reversible metal-to-insulator transition, accompanying large changes in its optical properties. This review provides a brief summary of synthesis methods of VO2 nanostructures based on nanoparticles and thin films. Moreover, this review emphasizes and summarizes modulation strategies focusing on doping, thermal processing, and structure manipulation to improve and regulate the thermochromic and emissivity performance of VO2 for smart window and RC applications. In last, the challenges and recent advances of VO2-based smart window and RC applications are briefly presented.
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Affiliation(s)
- Jongwon Yoon
- Energy & Environment Materials Research Division, Korea Institute of Materials Science, Changwon-si, Gyeongsangnam-do 51508, Republic of Korea
| | - Kwang-Seok Kim
- Carbon & Light Materials Application Group, Korea Institute of Industrial Technology, 222Palbok-ro, Deokjin-gu, Jeonju 54853, Republic of Korea
| | - Woong-Ki Hong
- Center for Scientific Instrumentation, Korea Basic Science Institute, 169-148 Gwahak-ro, Yuseong-gu, Daejeon 34133, Republic of Korea
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2
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Liang S, Guan H, Zhang H, Han X, Zhao J, Dou S, Hao S, Zhou H, Geng C, Zhao T, Gu J, Wei H, Li Y. Tunable High-Performance Electromagnetic Interference Shielding of VO 2 Nanowires-Based Composite. ACS APPLIED MATERIALS & INTERFACES 2024. [PMID: 38607616 DOI: 10.1021/acsami.3c19326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/13/2024]
Abstract
The unique metal-insulator transition of VO2 is very suitable for dynamic electromagnetic (EM) regulation materials due to its sharp change in electrical conductivity. Here, we have developed an off/on switchable electromagnetic interference (EMI) shielding composite by interconnecting VO2 nanowires (NWs) in poly(vinylidene fluoride-co-hexafluoropropylene) (PVDF-HFP) to form conductive networks, resulting in outstanding performance at the X and Ku bands with maximum change values of 44.8 and 59.4 dB, respectively. The unique insulator-to-metal transition (IMT) of VO2 NWs has dominated the variation of polarization loss (εp″) and conductivity loss (εσ″) for the composites, which is the mechanism of EMI shielding switching between off and on states. Furthermore, the composite exhibits good cycling stability of the off/on switchable EMI shielding performance and has excellent mechanical properties, especially with 200 times abrasion resistance without obvious weight loss. This study provides a unique approach for dynamic switching of EM response with the potential to construct practical intelligent EM response systems for next-generation smart electromagnetic devices in various scenarios.
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Affiliation(s)
- Shuhui Liang
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, 150001 Harbin, China
| | - Huan Guan
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
| | - Hainan Zhang
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, 150001 Harbin, China
| | - Xiangge Han
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
| | - Jiupeng Zhao
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, 150001 Harbin, China
| | - Shuliang Dou
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
- Suzhou Laboratory, Suzhou 2215123, China
| | - Sue Hao
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, 150001 Harbin, China
| | - Haoxin Zhou
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
| | - Chenchen Geng
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
| | - Tao Zhao
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
| | - Jinxin Gu
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, 150001 Harbin, China
- Suzhou Laboratory, Suzhou 2215123, China
| | - Hang Wei
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
| | - Yao Li
- Center for Composite Materials and Structure, Harbin Institute of Technology, 150001 Harbin, China
- Suzhou Laboratory, Suzhou 2215123, China
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Gu J, Wei H, Zhao T, Ren F, Geng C, Guan H, Liang S, Chen X, Shi Y, Zhao J, Dou S, Li Y. Unprecedented Spatial Manipulation and Transformation of Dynamic Thermal Radiation Based on Vanadium Dioxide. ACS APPLIED MATERIALS & INTERFACES 2024; 16:10352-10360. [PMID: 38357765 DOI: 10.1021/acsami.3c17286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/16/2024]
Abstract
Reconfigurable infrared (IR) materials have widespread applications in thermal management and smart IR concealment. Although various reconfigurable IR materials can be customized by positive or negative differential VO2-based resonators, their insightful mechanism remains unknown. Here, we comprehensively investigate the fundamental design rule of reconfigurable thermal radiation between positive and negative differential thermal radiation properties for the first time. Importantly, the skin depth of VO2 film in the metal state is investigated to clarify the transformation from positive to negative differential thermal radiation properties, and the critical thickness is further derived, providing important guidance in designing the reconfigurable thermal radiation regulator. Furthermore, the reconfigurable multistate thermal images had been presented into one plate. The resulting emittance variation (△ε8-14 μm) of the VO2-based resonator can change from 0.61 to -0.53, which consummates the ability for diverse demands such as infrared concealment, thermal illusion, and thermal management. This work constitutes a promising and universal route toward designing whole smart devices and may create new scientific and technological opportunities for platforms that can benefit from reconfigurable electromagnetic manipulation.
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Affiliation(s)
- Jinxin Gu
- Suzhou Laboratory, Suzhou 215123, China
- School of Chemical Engineering and Technology, Harbin Institute of Technology, Harbin 150001, China
| | - Hang Wei
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin 150001, China
| | - Tao Zhao
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin 150001, China
| | - Feifei Ren
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin 150001, China
| | - Chenchen Geng
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin 150001, China
| | - Huan Guan
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin 150001, China
| | - Shuhui Liang
- School of Chemical Engineering and Technology, Harbin Institute of Technology, Harbin 150001, China
| | - Xi Chen
- Suzhou Laboratory, Suzhou 215123, China
| | | | - Jiupeng Zhao
- School of Chemical Engineering and Technology, Harbin Institute of Technology, Harbin 150001, China
| | - Shuliang Dou
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin 150001, China
| | - Yao Li
- Suzhou Laboratory, Suzhou 215123, China
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin 150001, China
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Wei H, Gu J, Zhao T, Yan Z, Xu HX, Dou S, Qiu CW, Li Y. Tunable VO 2 cavity enables multispectral manipulation from visible to microwave frequencies. LIGHT, SCIENCE & APPLICATIONS 2024; 13:54. [PMID: 38378739 PMCID: PMC10879493 DOI: 10.1038/s41377-024-01400-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 01/17/2024] [Accepted: 01/25/2024] [Indexed: 02/22/2024]
Abstract
Optical materials capable of dynamically manipulating electromagnetic waves are an emerging field in memories, optical modulators, and thermal management. Recently, their multispectral design preliminarily attracts much attention, aiming to enhance their efficiency and integration of functionalities. However, the multispectral manipulation based on these materials is challenging due to their ubiquitous wavelength dependence restricting their capacity to narrow wavelengths. In this article, we cascade multiple tunable optical cavities with selective-transparent layers, enabling a universal approach to overcoming wavelength dependence and establishing a multispectral platform with highly integrated functions. Based on it, we demonstrate the multispectral (ranging from 400 nm to 3 cm), fast response speed (0.9 s), and reversible manipulation based on a typical phase change material, vanadium dioxide. Our platform involves tandem VO2-based Fabry-Pérot (F-P) cavities enabling the customization of optical responses at target bands independently. It can achieve broadband color-changing capacity in the visible region (a shift of ~60 nm in resonant wavelength) and is capable of freely switching between three typical optical models (transmittance, reflectance, and absorptance) in the infrared to microwave regions with drastic amplitude tunability exceeding 0.7. This work represents a state-of-art advance in multispectral optics and material science, providing a critical approach for expanding the multispectral manipulation ability of optical systems.
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Affiliation(s)
- Hang Wei
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin, 150001, China
- National University of Singapore, Department of Electrical & Computer Engineering, Singapore, 117583, Singapore
| | - Jinxin Gu
- School of Chemical Engineering and Technology, Harbin Institute of Technology, Harbin, 150001, China
- Suzhou Laboratory, Suzhou, 215123, China
| | - Tao Zhao
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin, 150001, China
| | - Zhiyuan Yan
- National University of Singapore, Department of Electrical & Computer Engineering, Singapore, 117583, Singapore
| | - He-Xiu Xu
- National University of Singapore, Department of Electrical & Computer Engineering, Singapore, 117583, Singapore
| | - Shuliang Dou
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin, 150001, China.
| | - Cheng-Wei Qiu
- National University of Singapore, Department of Electrical & Computer Engineering, Singapore, 117583, Singapore.
| | - Yao Li
- Center for Composite Materials and Structure, Harbin Institute of Technology, Harbin, 150001, China.
- Suzhou Laboratory, Suzhou, 215123, China.
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Hu X, Cai W, Zhang Y, Shi S, Ming Y, Yu R, Chen D, Yang M, Wang F, Yang H, Kan CW, Noor N, Fei B. Facile and Widely Applicable Route to Self-Adaptive Emissivity Modulation: Energy-Saving Demonstration with Transparent Wood. NANO LETTERS 2024; 24:657-666. [PMID: 38180824 DOI: 10.1021/acs.nanolett.3c03711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2024]
Abstract
The cooling power provided by radiative cooling is unwanted during cold hours. Therefore, self-adaptive regulation is desired for radiative cooling, especially in all-weather applications. However, current routes for radiative cooling regulation are constrained by substrates and complicated processing. Here, self-adaptive radiative cooling regulation on various potential substrates (transparent wood, PET, normal glass, and cement) was achieved by a Fabry-Perot structure consisting of a silver nanowires (AgNWs) bottom layer, PMMA spacer, and W-VO2 top layer. The emissivity-modulated transparent wood (EMTW) exhibits an emissivity contrast of 0.44 (ε8-13-L = ∼0.19 and ε8-13-H = ∼0.63), which thereby yields considerable energy savings across different climate zones. The emissivity contrast can be adjusted by varying the spinning parameters during the deposition process. Positive emissivity contrast was also achieved on three other industrially relevant substrates via this facile and widely applicable route. This proves the great significance of the approach to the promotion and wide adoption of radiative cooling regulation concept in the built environment.
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Affiliation(s)
- Xin Hu
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
- Research Centre for Resources Engineering towards Carbon Neutrality, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Wei Cai
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
- Research Centre for Resources Engineering towards Carbon Neutrality, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Yingbo Zhang
- Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Shuo Shi
- Department of Biomedical Engineering, City University of Hong Kong, Kowloon, Hong Kong SAR 999077, China
| | - Yang Ming
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Rujun Yu
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
- Research Centre for Resources Engineering towards Carbon Neutrality, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Daming Chen
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Mengyan Yang
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
- Research Centre for Resources Engineering towards Carbon Neutrality, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Faming Wang
- Department of Biosystems Engineering, Faculty of Bioscience Engineering, KU Leuven, Leuven 3001, Belgium
| | - Hongyu Yang
- College of Materials Science and Engineering, Chongqing University, Shazhengjie 174, Shapingba, Chongqing 400030, China
| | - Chi-Wai Kan
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Nuruzzaman Noor
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
- Research Centre for Resources Engineering towards Carbon Neutrality, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
| | - Bin Fei
- Materials Synthesis and Processing Lab, School of Fashion and Textiles, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
- Research Centre for Resources Engineering towards Carbon Neutrality, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR 999077, China
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Zhang Z, Zhang L, Zhou Y, Cui Y, Chen Z, Liu Y, Li J, Long Y, Gao Y. Thermochromic Energy Efficient Windows: Fundamentals, Recent Advances, and Perspectives. Chem Rev 2023. [PMID: 37053573 DOI: 10.1021/acs.chemrev.2c00762] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/15/2023]
Abstract
Thermochromic energy efficient windows represent an important protocol technology for advanced architectural windows with energy-saving capabilities through the intelligent regulation of indoor solar irradiation and the modulation of window optical properties in response to real-time temperature stimuli. In this review, recent progress in some promising thermochromic systems is summarized from the aspects of structures, the micro-/mesoscale regulation of thermochromic properties, and integration with other emerging energy techniques. Furthermore, the challenges and opportunities in thermochromic energy-efficient windows are outlined to promote future scientific investigations and practical applications in building energy conservation.
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Affiliation(s)
- Zongtao Zhang
- School of Materials Science and Engineering, Zhengzhou University, Kexue Avenue 100, Zhengzhou 450001, China
| | - Liangmiao Zhang
- School of Materials Science and Engineering, Shanghai University, Shangda Road 99, Shanghai 200444, China
| | - Yang Zhou
- State Key Laboratory of Petroleum Resources and Prospecting, China University of Petroleum (Beijing), Beijing 102249, China
| | - Yuanyuan Cui
- School of Materials Science and Engineering, Shanghai University, Shangda Road 99, Shanghai 200444, China
| | - Zhang Chen
- School of Materials Science and Engineering, Shanghai University, Shangda Road 99, Shanghai 200444, China
| | - Yinping Liu
- State Key Laboratory of Petroleum Resources and Prospecting, China University of Petroleum (Beijing), Beijing 102249, China
| | - Jin Li
- School of Materials Science and Engineering, Zhengzhou University, Kexue Avenue 100, Zhengzhou 450001, China
| | - Yi Long
- School of Materials Science and Engineering, Nanyang Technological University, 639798, Singapore
- Department of Electronic Engineering, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong SAR 999077, China
| | - Yanfeng Gao
- School of Materials Science and Engineering, Shanghai University, Shangda Road 99, Shanghai 200444, China
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Wang Y, Li X, Lu J, Li Y, Yan X, Dou S, Wang L. Measurement of Mechanical Properties of VO 2 Films by Nanoindentation. NANOMATERIALS (BASEL, SWITZERLAND) 2023; 13:1042. [PMID: 36985936 PMCID: PMC10056105 DOI: 10.3390/nano13061042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Revised: 02/28/2023] [Accepted: 03/09/2023] [Indexed: 06/18/2023]
Abstract
The present work reported the intrinsic mechanical behavior of vanadium dioxide (VO2) thin film deposited on a SiO2 substrate using a combination of nanoindentation tests and a theoretical model. The effect of phase transition on mechanical parameters was studied by adjusting the test temperature. A new model that can simultaneously extract the elastic modulus and hardness was derived by introducing a dimensional analysis. The results showed that the thin film exhibits a hardness of 9.43 GPa and a Young's modulus of about 138.5 GPa at room temperature, compared with the values of 5.71 GPa and 126.9 GPa at a high temperature, respectively. It can be seen that the intrinsic mechanical parameters decrease to a certain extent after a phase transition. Finally, the numerical simulation results were consistent with those of the experiments, which verified the effectiveness of the new method. In addition, this study also provided useful guidance for mechanical tests on other ultra-thin films.
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Affiliation(s)
- Yuemin Wang
- Shenzhen Key Laboratory of Polymer Science and Technology, College of Materials Science and Engineering, Shenzhen University, Shenzhen 518060, China
- College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, China
| | - Xingang Li
- Jiangxi Construction Engineering (Group) Corporation Limited, Nanchang 330029, China
| | - Jiarui Lu
- School of Engineering, Hong Kong University of Science and Technology, Hong Kong 999077, China
| | - Yao Li
- Center for Composite Materials and Structure, Science and Technology on Advanced Composites in Special Environment Laboratory, Harbin Institute of Technology, Harbin 150080, China
| | - Xiangqiao Yan
- Center for Composite Materials and Structure, Science and Technology on Advanced Composites in Special Environment Laboratory, Harbin Institute of Technology, Harbin 150080, China
| | - Shuliang Dou
- Center for Composite Materials and Structure, Science and Technology on Advanced Composites in Special Environment Laboratory, Harbin Institute of Technology, Harbin 150080, China
| | - Lei Wang
- Shenzhen Key Laboratory of Polymer Science and Technology, College of Materials Science and Engineering, Shenzhen University, Shenzhen 518060, China
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Bioinspired zero-energy thermal-management device based on visible and infrared thermochromism for all-season energy saving. Proc Natl Acad Sci U S A 2022; 119:e2207353119. [PMID: 36095218 PMCID: PMC9499507 DOI: 10.1073/pnas.2207353119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Radiative thermal management provides a zero-energy strategy to reduce the demands of fossil energy for active thermal management. However, whether solar heating or radiative cooling, one-way temperature control will exacerbate all-season energy consumption during hot summers or cold winters. Inspired by the Himalayan rabbit's hair and Mimosa pudica's leaves, we proposed a dual-mode thermal-management device with two differently selective electromagnetic spectrums. The combination of visible and infrared "thermochromism" enables this device to freely switch between solar heating and radiative cooling modes by spontaneously perceiving the temperature without any external energy consumption. Numerical prediction shows that a dual-mode device exhibits an outstanding potential for all-season energy saving in terms of thermal management beyond most static or single-wavelength, range-regulable, temperature-responsive designs. Such a scalable and cost-efficient device represents a more efficient radiative thermal-management strategy toward applying in a practical scenario with dynamic daily and seasonal variations.
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Ko JH, Yoo YJ, Lee Y, Jeong HH, Song YM. A review of tunable photonics: Optically active materials and applications from visible to terahertz. iScience 2022; 25:104727. [PMID: 35865136 PMCID: PMC9294196 DOI: 10.1016/j.isci.2022.104727] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
Abstract
The next frontier of photonics is evolving into reconfigurable platforms with tunable functions to realize the ubiquitous application. The dynamic control of optical properties of photonics is highly desirable for a plethora of applications, including optical communication, dynamic display, self-adaptive photonics, and multi-spectral camouflage. Recently, to meet the dynamic response over broad optical bands, optically active materials have been integrated with the diverse photonic platforms, typically in the dimension of micro/nanometer scales. Here, we review recent advances in tunable photonics with controlling optical properties from visible to terahertz (THz) spectral range. We propose guidelines for designing tunable photonics in conjunction with optically active materials, inherent in wavelength characteristics. In particular, we devote our review to their potential uses for five different applications: structural coloration, metasurface for flat optics, photonic memory, thermal radiation, and terahertz plasmonics. Finally, we conclude with an outlook on the challenges and prospects of tunable photonics.
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Affiliation(s)
- Joo Hwan Ko
- School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Young Jin Yoo
- School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Yubin Lee
- School of Materials Science and Engineering, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Hyeon-Ho Jeong
- School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Young Min Song
- School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
- Anti-Viral Research Center, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
- AI Graduate School, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
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