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Dual refractive index profile detection based on multimode interferometer 基于多模干涉仪的双折射率轮廓检测
IF 2.9 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-11-21 DOI: 10.1016/j.photonics.2025.101475
Lokendra Singh , Krishna Kant Agrawal , Prakash Pareek , Naveen Kumar Maurya , Vipul Agarwal
As a part of this investigation, we aim to develop a 1 × 2 multimode interferometer (MMI) beam splitter based on chalcogenide waveguides for dual RI profile simultaneous detection applications. The operating principle involves multiplexing transverse magnetic (TM) polarized light into two distinct channels, enabling the simultaneous detection of two RI profiles, which are considered as methane (CH₄) and nitrous oxide (N₂O) in this work. This approach is cost-effective, as the design integrates broadband near-infrared on-chip light emission with dispersive spectroscopic components, making it suitable for dual RI profile simultaneous detection. In this work, we focus on optimizing the width and length of the multimode interference region in the 1 × 2 MI, intending to enhance the imbalance between output ports and improve the contrast ratio. Additionally, the curvature of the S-bend waveguide is optimized to maximize output power while minimizing insertion loss. The spectral transmission characteristics of the MMI diplexer are analyzed with respect to variations in the refractive index (RI) of the sensing layer.
作为本研究的一部分,我们的目标是开发一种基于硫系波导的1 × 2多模干涉仪(MMI)分束器,用于双RI剖面同时检测应用。工作原理包括将横磁(TM)偏振光复用到两个不同的通道,从而可以同时检测两个RI剖面,在本工作中,这两个剖面被认为是甲烷(CH₄)和氧化亚氮(N₂O)。这种方法具有成本效益,因为该设计集成了宽带近红外片上光发射和色散光谱组件,使其适合双RI剖面同时检测。在这项工作中,我们重点优化了1 × 2 MI的多模干涉区域的宽度和长度,旨在改善输出端口之间的不平衡,提高对比度。此外,s弯曲波导的曲率被优化,以最大限度地提高输出功率,同时最小化插入损耗。从传感层折射率变化的角度分析了MMI双工器的光谱传输特性。
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引用次数: 0
Long-range NFC device localization with millimeter-scale accuracy 具有毫米级精度的远程NFC设备定位
IF 2.9 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-11-14 DOI: 10.1016/j.photonics.2025.101476
Yulia Grigorovich , Sergey Geyman , Ildar Yusupov , Anton Kharchevskii , Irina Melchakova , Pavel Ginzburg , Mikhail Udrov
Accurate localization in relatively small volumes is essential for precisely tracking and managing wireless devices, allowing for detailed control and coordination in robotics, manufacturing, and healthcare applications, where even minor positional errors can significantly affect performance and safety. While high-frequency localization techniques may seem appealing, in many cases with heavy clutter, line-of-sight constraints significantly limit their performance, prompting the use of alternative low-frequency solutions. Here, we leverage the existing and well-established Near-Field Communication (NFC) architecture, widely deployed on consumer wireless devices, to demonstrate an exceptionally accurate localization technique that achieves millimeter-scale precision, even in perspective scenarios where massive objects obstruct the line of sight. The system uses a pair of large-area coils to establish a reliable NFC communication channel over distances of several meters. The position of a device, whether it is a tag or a smartphone equipped with a transceiver module, is determined by balancing the received signal strength, which is then mapped to a specific location in space. The NFC protocol, operating at 13.56 MHz with a corresponding free-space wavelength of 22 meters, exhibits minimal sensitivity to obstacles due to its reliance on near-field interactions rather than free-space propagation. In all demonstrations, millimeter-scale localization accuracy was achieved along a one-dimensional axis. NFC-based localization systems, to some extent serving as a compromise between extremely low-frequency and high-frequency implementations, can offer robust high-precision tracking solutions in environments where traditional methods encounter significant limitations.
对于精确跟踪和管理无线设备,在相对较小的体积内进行精确定位至关重要,从而可以在机器人、制造业和医疗保健应用程序中进行详细控制和协调,在这些应用程序中,即使很小的位置错误也会严重影响性能和安全。虽然高频定位技术看起来很有吸引力,但在许多情况下,严重的杂波和视线限制极大地限制了它们的性能,促使人们使用替代的低频解决方案。在这里,我们利用现有的和完善的近场通信(NFC)架构,广泛部署在消费者无线设备上,展示了一种非常精确的定位技术,即使在大质量物体阻挡视线的透视场景中,也能达到毫米级的精度。该系统使用一对大面积线圈在几米的距离上建立可靠的NFC通信通道。设备的位置,无论是标签还是配备收发模块的智能手机,都是通过平衡接收到的信号强度来确定的,然后将其映射到空间中的特定位置。NFC协议的工作频率为13.56 MHz,相应的自由空间波长为22米,由于依赖于近场相互作用而不是自由空间传播,因此对障碍物的灵敏度最低。在所有演示中,沿一维轴实现了毫米级定位精度。基于nfc的定位系统,在某种程度上作为极低频和高频实现之间的折衷,可以在传统方法遇到重大限制的环境中提供强大的高精度跟踪解决方案。
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引用次数: 0
Perfect absorber based on toroidal dipole in metamaterial of silicon and gallium phosphide 基于硅和磷化镓超材料环向偶极子的完美吸收体
IF 2.5 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-06-08 DOI: 10.1016/j.photonics.2025.101410
Xiaoyun Wang , Sili Huang , Yan Chen , Shanjun Chen , Wei Dai , Jie Hou , Jingyu Wang , Weimin Yang , Shiyi Song
In this work, we propose a metamaterial perfect absorber based on the toroidal dipole mode. A nanopore is introduced in the center of GaP nanopixel, and a Si nanodisk is placed in it as the pattern layer. The dielectric layer comprising of SiO2 is on top of the substrate of Au. The finite difference time domain (FDTD) method was used to numerically simulate the metamaterial absorber, in which the absorption peak appeared at 1255.3 nm with a peak value of 99.6 % and a Q factor of 154.4. This study also demonstrated the high sensitivity of 339.6 nm/RIU to the environmental refractive index, surpassing previously reported designs and highlighting the potential applications of refractive index sensing. The proposed composite structure narrowband absorber based on Si and GaP has great application potential in perfect absorption, refractive index sensing and nonlinear photonics.
在这项工作中,我们提出了一种基于环形偶极子模式的超材料完美吸收体。在GaP纳米像元的中心引入一个纳米孔,并在其中放置一个硅纳米片作为图案层。由SiO2组成的介电层位于Au衬底之上。利用时域有限差分(FDTD)方法对超材料吸波器进行了数值模拟,发现超材料吸波器的吸收峰出现在1255.3 nm处,峰值为99.6 %,Q因子为154.4。该研究还证明了对环境折射率的高灵敏度为339.6 nm/RIU,超越了先前报道的设计,并突出了折射率传感的潜在应用。本文提出的基于硅和GaP的复合结构窄带吸收材料在完全吸收、折射率传感和非线性光子学等方面具有很大的应用潜力。
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引用次数: 0
Investigation of the effect of resistivity and defects on optical THz modulation of graphene on Si/SiO2 substrate 电阻率和缺陷对石墨烯在Si/SiO2衬底上太赫兹光调制的影响研究
IF 2.9 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-10-14 DOI: 10.1016/j.photonics.2025.101451
Abhilasha Chouksey , Shivnath Kumar , Preeti Gaur , Preeti Garg , Radhapiyari Laishram , Anupama Singh , J.S. Rawat , Neeraj Khare
THz wave can be modulated by electrical bias or by optical pumping. In the present work, we have fabricated graphene (Gr) based THz modulator on two Si/SiO2 substrates with different resistivities (10 kΩ.cm and 5 kΩ.cm) and studied the effect of their resistivities and doping on THz modulation by optical pumping. THz modulation by optical pumping was measured for 0.2 THz to 0.6 THz frequency range with varying pumping power from 0 mW to 800 mW using a 976 nm laser. The estimated modulation depth was ≈ 99 % at 800 mW in graphene on Si/SiO2 having lower resistivity (LRSi/SiO2) whereas it was < 2 % in graphene on Si/SiO2 having higher resistivity (HRSi/SiO2). The higher value of modulation depth in graphene on LRSi/SiO2 has been attributed to the lower resistivity of the substrate resulted in a larger number of free carriers for photoconduction in LRSi/SiO2 which contributed to the greater carrier concentration and THz conductivity. Raman spectroscopy further confirmed that the doping is greater in graphene on LRSi/SiO2 as compared to graphene on HRSi/SiO2. This resulted in an enhanced number of photocarriers responsible for higher THz modulation.
太赫兹波可以通过电偏置或光抽运来调制。在本文中,我们在两种不同电阻率的Si/SiO2衬底(10 kΩ.cm和5 kΩ.cm)上制备了石墨烯基太赫兹调制器,并研究了它们的电阻率和掺杂对光泵浦太赫兹调制的影响。使用976 nm激光器,在0 mW到800 mW的泵浦功率范围内,测量了0.2 ~ 0.6 太赫兹频率范围内的光泵浦太赫兹调制。在电阻率较低(LRSi/SiO2)的Si/SiO2上的石墨烯在800 mW时的调制深度估计为≈ 99 %,而在电阻率较高(HRSi/SiO2)的Si/SiO2上的石墨烯的调制深度估计为<; 2 %。LRSi/SiO2上石墨烯的调制深度值较高是由于衬底的电阻率较低,导致LRSi/SiO2中光导的自由载流子数量较多,从而导致载流子浓度和太赫兹电导率较高。拉曼光谱进一步证实,LRSi/SiO2上的石墨烯掺杂量大于HRSi/SiO2上的石墨烯掺杂量。这导致了负责更高太赫兹调制的光载流子数量的增加。
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引用次数: 0
Corrigendum to “Investigation of nonlinear optical properties in GaAs/GaAlAs quantum well with modified Lennard-Jones potential: Role of static electromagnetic fields, intense laser radiation and structure parameters” [Photonics Nanostruct. - Fundam. Appl. 65 (2025) 101403] “具有修正Lennard-Jones势的GaAs/GaAlAs量子阱非线性光学性质的研究:静态电磁场,强激光辐射和结构参数的作用”[Photonics Nanostruct]的更正。——Fundam。app . 65 (2025) 101403]
IF 2.9 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-06-10 DOI: 10.1016/j.photonics.2025.101419
K. Hasanirokh , E.B. AL , A.T. Tuzemen , M. Sayrac , H. Sayrac , F. Ungan
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引用次数: 0
Simultaneous excitation and directional emission enhancements of upconversion fluorescence enabled by optical Tamm plasmon in hybrid structure with metal-photonic crystal and grating 金属光子晶体与光栅混合结构中Tamm等离激元的上转换荧光同步激发和定向发射增强
IF 2.5 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-07-13 DOI: 10.1016/j.photonics.2025.101428
Wenyuan Zhang , Xin Liu , Yuan Tian , Mingda Zhang , Binzhao Cao , Yibiao Yang , Hongming Fei , Fei Sun , Yichao Liu , Zhihui Chen
Metal-dielectric hybrid structures have become ideal platforms for enhancing fluorescence emission due to their ability to support strong resonances. This study presents a dual-resonance Tamm plasmon (TP) configuration integrating a one-dimensional photonic crystal (1DPC) with precisely optimized metallic gratings. By utilizing the synergistic COBYLA (Constrained Optimization BY Linear Approximations) algorithm, this design achieves comprehensive far-field enhancement of upconversion nanoparticles (UCNPs) fluorescence through synergistic excitation and emission manipulation. By exciting the optical Tamm mode within the structure, the hybrid structure successfully forms a strong localized electromagnetic field, benefiting excited-state absorption (ESA) with angle-insensitive excitation enhancement for both TE and TM polarizations. The far-field fluorescence emission enhancement was achieved for two different orientations of UCNPs. Notably, the maximum overall far-field enhancement factor reaches 1.04× 105-folds for x-orientation UCNPs, taking into account the effects of relaxation during the excitation process. Additionally, the results indicate that introducing the grating into the TP structure leads to an angular FWHM of 18.7°, which plays a crucial role in confining far-field radiation and enhancing fluorescence collection efficiency, thereby promoting highly directional emission. This TP-based platform demonstrates exceptional stability and multi-modal enhancement capability, holding substantial promise for advanced photonic applications including single-molecule biosensing, upconversion lighting, and other photon-based technologies that require high stability and substantial enhancement.
金属-介电杂化结构由于其支持强共振的能力而成为增强荧光发射的理想平台。本文提出了一种将一维光子晶体(1DPC)与精确优化的金属光栅集成在一起的双共振Tamm等离子体激元(TP)结构。本设计利用协同COBYLA (Constrained Optimization By Linear Approximations)算法,通过协同激发和发射操作,实现了上转换纳米粒子(UCNPs)荧光的全面远场增强。通过激发结构内部的光学Tamm模式,混合结构成功地形成了强大的局域电磁场,有利于TE和TM极化的激发态吸收(ESA)和角度不敏感的激发增强。两种不同取向的UCNPs均实现了远场荧光发射增强。值得注意的是,考虑到激发过程中的弛豫影响,x取向UCNPs的最大总远场增强因子达到1.04× 105倍。此外,结果表明,在TP结构中引入光栅后,其角频宽为18.7°,对限制远场辐射和提高荧光收集效率起着至关重要的作用,从而促进了高定向发射。这个基于tp的平台展示了卓越的稳定性和多模态增强能力,为先进的光子应用带来了巨大的希望,包括单分子生物传感、上转换照明和其他需要高稳定性和大量增强的光子技术。
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引用次数: 0
Switchable fractional perfect composite vortex encryption based on double-layer metasurface 基于双层超表面的可切换分数完美复合涡旋加密
IF 2.5 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-06-12 DOI: 10.1016/j.photonics.2025.101422
Zhenyuan Wang , Heyang Qin , Zheng-Da Hu , Wenyuan Wang , Tianhang Chen , Jingjing Wu , Jicheng Wang
We propose a double-layer metasurface to realize the polarization switching of fractional perfect composite vortex beams (FPCVBs). The metasurface is designed by the Jones matrix formalism and optimized through the “Random Forest” machine learning algorithm, achieving high polarization switching efficiency. The grafted-FPCVBs are presented with featuring multivariate topological charges, and double-ring FPCVBs are achieved with independent on/off modulation and shaping transformation of inner and outer ring intensities. These capabilities unlock orbital angular momentum density modulation and light field reconfiguration in composited light architectures. Moreover, we design an optical encryption protocol inspired by the hierarchical structure of chinese characters, where semantic radicals are mapped to polarization-encoded FPCVBs. These innovations present significant potential for applications in optical information security, particle manipulation, and next-generation photonic communications.
我们提出了一种双层超表面来实现分数完美复合涡旋光束(FPCVBs)的偏振开关。该超表面采用Jones矩阵形式设计,并通过“随机森林”机器学习算法进行优化,实现了较高的极化开关效率。接枝的FPCVBs具有多元拓扑电荷,并通过内环和外环强度的独立开/关调制和整形变换实现了双环FPCVBs。这些能力解锁了合成光架构中的轨道角动量密度调制和光场重构。此外,我们设计了一种受汉字分层结构启发的光学加密协议,其中语义基映射到极化编码的FPCVBs。这些创新在光学信息安全、粒子操纵和下一代光子通信方面具有巨大的应用潜力。
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引用次数: 0
Optical response of Au/n-Si schottky photodiode with an interface of graphite-Er2O3-doped polyvinyl alcohol (PVA) nanocomposite 石墨- er2o3掺杂聚乙烯醇(PVA)纳米复合材料界面Au/n-Si肖特基光电二极管的光学响应
IF 2.9 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-09-13 DOI: 10.1016/j.photonics.2025.101446
Ferhat Hanife , Yosef Badali
In this study, the photoconductive properties of a Schottky photodiode with the structure Au/PVA:Graphite-Er₂O₃/n-Si are investigated both in the dark and under varying light intensities. A thin layer of the polyvinyl alcohol doped with Graphite-Er₂O₃ is placed at the metal-semiconductor interface to create an Schottky photodiode with a metal-nanocomposite-semiconductor structure. The fabrication and preparation techniques are thoroughly documented. X-ray diffraction (XRD) is used to analyze the Graphite and Er₂O₃ nanostructures. Several key photoconductive properties, such as leakage or reverse-saturation current (I₀), electric potential barrier height (ΦB0), and ideality factor (n), series/shunt resistances (Rs/Rsh), surface/interface state density distribution (Nss), photocurrent (Iph), photosensitivity (S), optical responsivity (R), and specific detectivity (D*) have been determined. Increasing light intensity leads to higher I₀ and n values, and lower ΦB0 and Rs values. When studying the illumination dependency of photocurrent, the IphP plots at zero bias voltage exhibit a linear behavior within an acceptable range. The PVA:Graphite-Er₂O₃ nanocomposite enhances the photosensitivity of the metal-nanocomposite-semiconductor type photodiode, optical responsivity, and specific detectivity by 1120, 2.40 mA/W, and 3.13 × 10 ¹ ⁰ Jones, respectively. These results suggest that the Au/PVA:Graphite-Er₂O₃/n-Si structure exhibits a promising photoresponse and could potentially replace traditional metal-semiconductor photodiode in optoelectronic devices and photovoltaic systems.
在这项研究中,研究了Au/PVA:石墨- er₂O₃/n-Si结构的肖特基光电二极管在黑暗和不同光强下的光导性能。在金属-半导体界面上放置一层掺杂石墨- er₂O₃的聚乙烯醇薄层,可以制造出具有金属-纳米复合材料-半导体结构的肖特基光电二极管。制造和制备技术是彻底的文件。采用x射线衍射(XRD)对石墨和Er₂O₃纳米结构进行了分析。几个关键的光导特性,如泄漏或反饱和电流(I 0)、电位势垒高度(ΦB0)和理想因数(n)、串联/分流电阻(Rs/Rsh)、表面/界面态密度分布(Nss)、光电流(Iph)、光敏性(S)、光响应性(R)和比探测率(D*)已经确定。随着光强的增加,I 0和n值升高,ΦB0和Rs值降低。当研究光电流的光照依赖性时,在零偏置电压下的iphp图在可接受的范围内呈现线性行为。PVA:石墨- er₂O₃纳米复合材料将金属-纳米复合材料-半导体型光电二极管的光敏性、光学响应率和比探测率分别提高了1120、2.40 mA/W和3.13 × 10 ¹ ⁰Jones。这些结果表明Au/PVA:Graphite-Er₂O₃/n-Si结构具有良好的光响应性能,有可能在光电器件和光伏系统中取代传统的金属半导体光电二极管。
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引用次数: 0
Ultra-high sensitivity and low loss: Innovative PCF simulated design featuring I-holes for harmful gas detection 超高灵敏度和低损耗:创新的PCF模拟设计,具有i孔有害气体检测
IF 2.9 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-10-10 DOI: 10.1016/j.photonics.2025.101449
Amir Amir Mohammadi, Somayeh Makouei, Sajjad Mortazavi
Technological advancements have improved the quality of life but increased environmental pollution by releasing harmful gases such as ammonia, NOx, CO, H2S, and SO2. Accurate detection of toxic gases is crucial for human and ecosystem health, as it prevents severe health complications caused by inhaling these gases. This study introduces a PCF designed to detect harmful gases. The proposed fiber structure has a hybrid hole arrangement in the cladding. The two grid-like square inner layers are surrounded by three irregular octagonal outer layers. The core region consists of two ring layers enclosing a central air hole. Four intermediate air holes (I-Hole) are strategically positioned along the boundary between the core and cladding, which play a crucial role in fiber optical performance. The I-Holes act as reflective barriers, preventing light from escaping the core and redirecting it back into the core. The precise placement and function of these I-Holes contribute to the overall efficiency and performance of the fiber. Eventually, ultra-high relative sensitivity with ultra-low confinement loss is achieved. The proposed structure demonstrates a relative sensitivity of 88.06 ± 0.69 % and a confinement loss of 3.76 × 10−5 ± 9.95 × 10−5 dB/m with a 2.6 coefficient of variation within the 1.45μm to 1.7μm wavelength range.
技术进步提高了生活质量,但也增加了环境污染,释放出氨、氮氧化物、一氧化碳、硫化氢和二氧化硫等有害气体。准确检测有毒气体对人类和生态系统的健康至关重要,因为它可以防止吸入这些气体造成严重的健康并发症。本研究介绍了一种用于检测有害气体的PCF。所提出的光纤结构在包层中具有混合孔排列。两个网格状的正方形内层被三个不规则的八角形外层包围。核心区域由两个环层组成,环绕着一个中央空气孔。四个中间空气孔(I-Hole)沿纤芯和包层之间的边界有策略地定位,它们对光纤的性能起着至关重要的作用。这些i孔起到了反射屏障的作用,防止光线从核心逃逸,并将其重新引导回核心。这些i孔的精确位置和功能有助于提高光纤的整体效率和性能。最终实现了超高相对灵敏度和超低约束损耗。该结构的相对灵敏度为88.06 ± 0.69 %,约束损耗为3.76 × 10−5±9.95 × 10−5 dB/m,在1.45μm ~ 1.7μm波长范围内变化系数为2.6。
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引用次数: 0
Intelligent design of colored passive cooling multilayer films using bidirectional neural networks and genetic algorithms 基于双向神经网络和遗传算法的彩色被动冷却多层膜的智能设计
IF 2.9 3区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-09-01 Epub Date: 2025-09-07 DOI: 10.1016/j.photonics.2025.101445
Kai Lu , Long Chen , Chengyuan Li , Haojun Zhu , Chengchao Wang , Lanxin Ma
Colored passive cooling combines vibrant coloration with passive cooling capabilities, attracting significant interest in sustainable energy applications. While nanostructured colored passive cooling designs show promise, achieving precise colors with cooling power remains computationally challenging due to complex geometric parameter optimization. This study presents an innovative bidirectional design framework combining bidirectional neural network (BNN) and genetic algorithm (GA), to assist in the design of multilayer films. BNN accurately forecasts color and cooling power (99.67 % accuracy) from structural parameters and temperature T, and inversely designs geometric parameters (99.86 % accuracy) based on desired color and cooling performance at the given temperature. Crucially, the GA-based framework explores multiple high-precision solutions based on desired parameters, effectively addressing the “one-to-many” inverse design problem, overcoming the BNN’s single-solution limitation. The designed PMMA/TiN/TiO2/Ag films achieve a broad color gamut, covering 62 % of the CIE-1931 color space, while maintaining its equilibrium temperature only 2 −3 K above the ideal device. Together, these machine learning frameworks establish a full-cycle design paradigm: BNN enables bidirectional property-structure mapping with ultra-high accuracy while the GA- forward prediction model hybrid efficiently generates diverse optimal designs satisfying multi-objective constraints. This dual methodology accelerates the discovery of novel colored passive coolers, accelerating the development and deployment of energy-efficient solutions for significant contributions to energy conservation and sustainable development.
彩色被动冷却结合了充满活力的色彩和被动冷却能力,吸引了可持续能源应用的显著兴趣。虽然纳米结构彩色被动冷却设计显示出前景,但由于复杂的几何参数优化,通过冷却功率实现精确的颜色仍然具有计算挑战性。本研究提出了一种结合双向神经网络(BNN)和遗传算法(GA)的创新双向设计框架,以辅助多层薄膜的设计。BNN根据结构参数和温度T准确预测颜色和冷却功率(99.67 %准确率),并根据给定温度下所需的颜色和冷却性能反设计几何参数(99.86 %准确率)。至关重要的是,基于遗传算法的框架探索了基于所需参数的多个高精度解,有效地解决了“一对多”反设计问题,克服了BNN的单解限制。所设计的PMMA/TiN/TiO2/Ag薄膜具有较宽的色域,覆盖了CIE-1931颜色空间的62% %,同时其平衡温度仅比理想器件高2 −3 K。总之,这些机器学习框架建立了一个全周期的设计范式:BNN实现了高精度的双向属性-结构映射,而遗传算法-前向预测模型混合有效地生成满足多目标约束的各种优化设计。这种双重方法加速了新型彩色被动式冷却器的发现,加速了节能解决方案的开发和部署,为节能和可持续发展做出了重大贡献。
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Photonics and Nanostructures-Fundamentals and Applications
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