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Graphene perovskite solar absorber: realizing ultra-broadband absorption with structural optimization approaches 石墨烯钙钛矿太阳能吸收体:采用结构优化方法实现超宽带吸收
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-11 DOI: 10.1007/s10825-026-02524-5
Meshari Alsharari, Dhruvik Agravat, Khaled Aliqab, Ammar Armghan, Yogesh Sharma, Shobhit K. Patel

Solar thermal energy collection technologies remain relatively underutilized despite the increasing global emphasis on renewable and environmentally friendly power sources. In this research, a graphene-based perovskite solar absorber (GbPSA) is designed and investigated for enhanced solar-to-thermal energy conversion. The design is also optimized with Artificial Intelligence algorithms. The proposed thermal absorber demonstrates strong absorption across multiple spectral regions, exhibiting absorptance values of 91.55% in the UV band, 88.37% within the visible region, and 76.59% in the infrared spectrum. The GbPSA achieves an average thermal absorptance of 78.84%, and a maximum absorptance of 97.71% at 340 nm, indicating excellent light-capturing efficiency. Under AM1.5 solar irradiation, the structure attains a thermal absorption efficiency of 90.57%, showcasing its suitability for real-world solar exposure. The machine learning optimization is showing 99% prediction accuracy with minimal error rate. The device features a compact configuration, where each unit cell measures 2500 nm in width and depth and 2550 nm in thickness, making it a thin and space-efficient absorber. The wide spectral response suggests that the absorber can effectively harness different forms of solar energy that reach Earth’s surface. Owing to its impressive energy conversion performance, the GbPSA offers significant potential for use in various solar thermal applications, particularly industrial heat generation and other energy-intensive processes.

尽管全球日益强调可再生能源和环境友好型能源,但太阳能热能收集技术仍未得到充分利用。在这项研究中,设计和研究了石墨烯基钙钛矿太阳能吸收体(GbPSA),以增强太阳能到热能的转换。该设计还使用人工智能算法进行了优化。该吸热剂具有较强的跨光谱吸收性能,紫外吸收值为91.55%,可见光吸收值为88.37%,红外吸收值为76.59%。该材料在340 nm处的平均热吸收率为78.84%,最大吸收率为97.71%,具有良好的光捕获效率。在AM1.5太阳辐照下,该结构的热吸收效率为90.57%,适合实际太阳照射。机器学习优化显示出99%的预测准确率和最小的错误率。该器件的特点是结构紧凑,每个单元电池的宽度和深度为2500nm,厚度为2550nm,使其成为一种薄且节省空间的吸收器。宽光谱响应表明,吸收器可以有效地利用到达地球表面的不同形式的太阳能。由于其令人印象深刻的能量转换性能,GbPSA在各种太阳能热应用,特别是工业产热和其他能源密集型过程中提供了巨大的潜力。
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引用次数: 0
Quantum transport and electronic properties of armchair graphene nanoribbons with antidots in different geometry, position and spacing 具有不同几何形状、位置和间距反点的扶手椅石墨烯纳米带的量子输运和电子特性
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-11 DOI: 10.1007/s10825-026-02529-0
Jun Liang Looi, Yuki Wong, Nurul Ezaila Alias, Suhana Mohamed Sultan, Tian Swee Tan, Cheng Siong Lim, Michael Loong Peng Tan

The electronic properties of armchair graphene nanoribbons (AGNRs) with antidot structures were investigated using quantum transport simulations. Three width families (3P, 3P + 1, and 3P + 2) were considered to examine the impact of introducing a single antidot with different geometries. Antidots of star, cross, and arrow shapes were placed at various positions and spacings within the nanoribbons. The simulations were carried out using the Kwant python package based on a π-orbital tight-binding model combined with the non-equilibrium Green’s function (NEGF) method. The results show that antidot geometry, position, and spacing have a significant effect on the density of states and conductance. Central placement of an antidot introduces a clear transport gap, while edge positions maintain higher transmission. Closely spaced antidots lead to strong localisation and reduced conductance, whereas larger spacing helps restore conductance steps. These findings confirm that structural modification using antidots provides an effective approach to tune the electronic properties of AGNRs for potential applications in graphene-based nanoelectronics devices. These findings confirm that structural modification using antidots provides an effective approach to tune the electronic properties of AGNRs for potential applications in graphene-based nanoelectronics devices. In this study, a combined analysis of antidot shape, spacing, and position is carried out within the same AGNR framework. The simulations show clear quantitative trends, such as stronger suppression of conductance for star and cross shapes compared to arrow shapes, and a noticeable recovery of conductance when the spacing between antidots is increased.

利用量子输运模拟研究了具有反点结构的扶手椅型石墨烯纳米带的电子特性。考虑了三个宽度族(3P, 3P + 1和3P + 2)来检验引入具有不同几何形状的单个反点的影响。星形、十字形和箭头形的反点被放置在纳米带内的不同位置和间距上。基于π轨道紧密结合模型和非平衡格林函数(NEGF)方法的Kwant python软件包进行了模拟。结果表明,反点几何形状、位置和间距对态密度和电导有显著影响。中心位置的反点引入了一个明显的传输间隙,而边缘位置保持较高的传输。紧密间隔的反点导致强局部化和降低电导,而较大的间距有助于恢复电导步骤。这些发现证实,使用反点进行结构修饰提供了一种有效的方法来调整agnr的电子特性,从而在石墨烯基纳米电子器件中具有潜在的应用前景。这些发现证实,使用反点进行结构修饰提供了一种有效的方法来调整agnr的电子特性,从而在石墨烯基纳米电子器件中具有潜在的应用前景。在本研究中,在同一AGNR框架内对反点形状、间距和位置进行了综合分析。模拟结果显示了明显的定量趋势,例如星形和十字形比箭头形对电导的抑制更强,当反点间距增加时电导明显恢复。
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引用次数: 0
Electrical conductivity of double-layer systems at finite temperature 有限温度下双层体系的电导率
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-10 DOI: 10.1007/s10825-026-02514-7
Harsh T. Vyas, Digish K. Patel, Sagar K. Ambavale, Tejas R. Shah

This study investigates the finite-temperature-dependent electronic transport properties of two double-layer systems (DLS), namely a monolayer–monolayer graphene (MLG-MLG) and monolayer graphene–two-dimensional electron gas (MLG-2DEG), using the Boltzmann transport equation. The conductivity of the systems is examined with respect to the influence of various parameters, including the relative carrier concentration, defined as the ratio of carrier concentration ({(n}^{left(text{c}right)})) to Coulomb impurity concentration ({(n}^{left(text{CI}right)})), short-range impurity concentration arising from point defects and long-range (Coulomb charge) impurity concentration, the relative dielectric constant (({varepsilon }_{text{r}})), defined as the ratio of the dielectric constant of the spacer material (({varepsilon }_{2})) to that of the substrate (({varepsilon }_{3})), and the interlayer distance ((d)). The results indicate a single phase transition point in the MLG-MLG system, while the MLG-2DEG system with the addition of impurities reveals two phase transition points. The conductivity as a function of interlayer distance exhibits opposite behavior in the case of the MLG-MLG and MLG-2DEG. The absence of short-range impurities improves the conductivity, and suitable selection of relative dielectric constants, relative carrier concentration, and interlayer distance can enhance the conductivity of the DLS.

本研究利用玻尔兹曼输运方程研究了两种双层体系(DLS),即单层-单层石墨烯(MLG-MLG)和单层石墨烯-二维电子气体(MLG-2DEG)的有限温度相关电子输运性质。根据各种参数的影响来考察体系的电导率,包括相对载流子浓度(定义为载流子浓度({(n}^{left(text{c}right)}))与库仑杂质浓度({(n}^{left(text{CI}right)}))、由点缺陷产生的短程杂质浓度和远距离(库仑电荷)杂质浓度、相对介电常数(({varepsilon }_{text{r}}))、定义为间隔材料的介电常数(({varepsilon }_{2}))与衬底的介电常数(({varepsilon }_{3}))之比,层间距离((d))。结果表明,MLG-MLG体系只有一个相变点,而添加杂质的MLG-2DEG体系有两个相变点。在MLG-MLG和MLG-2DEG的情况下,电导率随层间距离的函数表现出相反的行为。短程杂质的不存在提高了DLS的电导率,适当选择相对介电常数、相对载流子浓度和层间距离可以提高DLS的电导率。
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引用次数: 0
Correction: Wavelength‑tunable equivalent circuit models for SPICE‑based photonic–electronic co‑simulation 修正:波长可调等效电路模型的基于SPICE的光子-电子协同模拟
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-09 DOI: 10.1007/s10825-026-02511-w
Thijs Ullrick, Dirk Deschrijver, Domenico Spina, Wim Bogaerts, Tom Dhaene
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引用次数: 0
Charge transport and optical properties tuning via DFT/TD-DFT modeling of SAM-driven hole-selective layers for inverted perovskite solar cells 利用DFT/TD-DFT模型对倒转钙钛矿太阳能电池中sam驱动的孔选择层进行电荷输运和光学性质调整
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-05 DOI: 10.1007/s10825-026-02527-2
Sidra Manzoor, Ahmed Waseem, Shumaila Shaheen, Sania Ismaeel, Humaira Zulfiqar, Muhammad Waqas, Muhammad Younis

Conventional hole-selective layers (HSLs), such as Spiro-OMeTAD, remain popular in perovskite solar cells (PSCs) but are associated with several disadvantages, including parasitic light absorption, low moisture resistance, and high fabrication cost. To address these issues, we proposed five novel self-assembled monolayer (SAM)-derived donor-p-acceptor HSLs (SDA1-SDA5) to enhance charge transport and energy localization in inverted PSCs. SDA2 and SDA3 were the best performers among them. SDA2 had the lowest hole reorganization energy (0.00768 eV) and the highest hole transfer rate (6.27×1016 s−1) compared to the reference R7B, making it easier to access the charge. It is demonstrated that they display good HOMO alignment with the perovskite valence band, good light-harvesting capacity with red-shifted absorption to 720 nm, and better solubility and processability suggested by high dipole moments (15.4946D) and negative solvation energies (− 8.89 kcal/mol). The HOMO alignments favor the extraction of holes. The charge separations and the reduced recombination losses were evidenced by a high D-index (6.26 Å), low overlap integrals, and the obvious separation of electrons and holes as seen through the charge density and transition density matrix analyses. This work presents a forward-looking computational approach for developing high-performance HSLs in future PSC technologies.

Graphical Abstract

传统的空穴选择层(hsl),如Spiro-OMeTAD,在钙钛矿太阳能电池(PSCs)中仍然很流行,但存在一些缺点,包括寄生光吸收、低防潮性和高制造成本。为了解决这些问题,我们提出了五种新的自组装单层(SAM)衍生的供体-p受体hsl (SDA1-SDA5)来增强倒置psc中的电荷传输和能量定位。其中SDA2和SDA3表现最好。与参考材料R7B相比,SDA2具有最低的空穴重组能(0.00768 eV)和最高的空穴转移率(6.27×1016 s−1),更容易获得电荷。结果表明,它们与钙钛矿价带具有良好的HOMO取向,具有良好的光捕获能力(吸收红移至720 nm),具有较高的偶极矩(15.4946D)和负溶剂化能(- 8.89 kcal/mol),具有较好的溶解性和可加工性。HOMO排列有利于孔洞的提取。高d指数(6.26 Å),低重叠积分,电荷密度和跃迁密度矩阵分析表明,电子和空穴明显分离,证明了电荷分离和复合损失的减少。这项工作提出了一种前瞻性的计算方法,用于在未来的PSC技术中开发高性能hsl。图形抽象
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引用次数: 0
One-dimensional photonic crystal–based optical biosensor for anemia diagnosis 用于贫血诊断的一维光子晶体光学生物传感器
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-04 DOI: 10.1007/s10825-026-02526-3
Vipin Kumar, Sanjeev Sharma, Isha Chaudhary, Prashant Yadav, Ravinder Kumar

A one-dimensional photonic crystal optical biosensor is proposed for non-invasive anemia diagnosis by introducing a blood layer as a defect in the crystal structure. The operating principle relies on the dependence of blood refractive index on hemoglobin concentration. Variations in hemoglobin levels alter the refractive index of the defect layer, causing a shift in the defect-mode transmission peak within the photonic band gap, enabling accurate anemia detection. Sensor performance is numerically analyzed using the transfer matrix method, considering sensitivity, sensing efficiency, quality factor, and detection limit. The proposed biosensor achieves a sensitivity of 496 nm/RIU, a quality factor of 1449, and a detection limit of 1.32 × 10−3 RIU.

提出了一种用于无创贫血诊断的一维光子晶体光学生物传感器,该传感器通过在晶体结构中引入血液层作为缺陷。其工作原理依赖于血液折射率对血红蛋白浓度的依赖性。血红蛋白水平的变化改变了缺陷层的折射率,导致光子带隙内缺陷模式透射峰的移位,从而实现准确的贫血检测。考虑灵敏度、传感效率、质量因子和检测限,采用传递矩阵法对传感器性能进行了数值分析。该传感器灵敏度为496 nm/RIU,质量因子为1449,检出限为1.32 × 10−3 RIU。
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引用次数: 0
Graded index spiral ring-core photonic crystal fiber supporting high-purity OAM modes: design and analysis 支持高纯度OAM模式的梯度折射率螺旋环芯光子晶体光纤:设计与分析
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-02 DOI: 10.1007/s10825-026-02525-4
Arrvindaksh, Akash Khamaru, Deepak Garg, Ajeet Kumar

This study presents a ring core photonic crystal fiber (RC-PCF) capable of supporting 290 orbital angular momentum (OAM) modes in the C and L telecommunication bands. The fiber incorporates a spiral air-hole geometry with a varying pattern that generates a gradient refractive index profile, enabling exceptional mode confinement. A high-index chalcogenide (As2S3) ring core surrounded by silica (SiO2) cladding enables stable propagation with > 95% mode purity and minimal inter-channel crosstalk, ensured by an effective refractive index difference exceeding 10–4 for all modes. Structural optimization yields a large numerical aperture (0.33–0.36), ultra-low confinement losses (10–10–10–12 dB/m), and a low nonlinear coefficient (0.19–0.23 W−1 km−1). Bending analysis confirms strong tolerance, while 2π and 10 ps walk-off lengths validate signal integrity under practical conditions. The proposed chalcogenide-silica PCF combines low nonlinearity, high mode density and improved bend tolerance making it a revolutionary platform for high-capacity space-division multiplexing in next-generation optical networks.

提出了一种能够在C和L通信波段支持290轨道角动量(OAM)模式的环芯光子晶体光纤(RC-PCF)。该光纤采用螺旋气孔几何形状,具有不同的图案,可产生梯度折射率轮廓,从而实现特殊的模式限制。由二氧化硅(SiO2)包层包围的高折射率硫族化合物(As2S3)环形芯能够以>; 95%的模式纯度和最小的通道间串扰实现稳定的传播,确保所有模式的有效折射率差超过10-4。优化后的结构产生了大数值孔径(0.33-0.36)、超低约束损耗(10-10-10-12 dB/m)和低非线性系数(0.19-0.23 W−1 km−1)。弯曲分析证实了较强的公差,而2π和10 ps的漂移长度在实际条件下验证了信号的完整性。所提出的硫族化合物-二氧化硅PCF结合了低非线性、高模式密度和改进的弯曲公差,使其成为下一代光网络中大容量空分复用的革命性平台。
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引用次数: 0
Numerical investigation and optimization of a terahertz MXene–graphene metasurface sensor for metal ion detection in freshwater 淡水中金属离子探测用太赫兹mxene -石墨烯超表面传感器的数值研究与优化
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-02 DOI: 10.1007/s10825-026-02517-4
Hussein A. Elsayed, Jacob Wekalao, Haifa A. Alqhtani, Abdulkarem H. M. Almawgani, Hussein S. Gumaih, Yousif S. Adam, Ahmed Mehaney, Pelluce Kabarokole

Persistent divalent metal cations such as Cu2+ and Mg2+ accumulate in freshwater systems and pose measurable risks to water quality and human exposure. Established analytical techniques, including inductively coupled plasma mass spectrometry and atomic absorption spectroscopy, require centralized laboratories, extensive sample preparation, and batch processing, which limits their use for continuous in situ monitoring at low concentrations. This study presents a terahertz frequency MXene-based metasurface sensor that integrates graphene, silver, strontium titanate, and copper layers to increase electromagnetic field confinement and coupling between the sensing surface and dissolved ions. The sensing mechanism relies on conductivity changes in MXene nanosheets induced by ion adsorption, modulation of the graphene surface response through electrostatic gating, and refractive index sensitivity in the terahertz band. Finite element simulations show that the sensor achieves a spectral sensitivity of 151.1 GHz/RIU for Cu2+ and 227.8 GHz/RIU for Mg2+. The corresponding figures of merit are 1145.5 and 1759.5 RIU−1, with theoretical detection limits of 4.7 × 10−4 RIU and 2.7 × 10−4 RIU. Resonance frequency shifts exhibit linear relationships with refractive index changes, with R2 values above 0.993, and with ion concentration, with R2 values above 0.895. Random Forest regression was employed as a surrogate modeling tool to interpolate sensor responses obtained from physics-based simulations. The dataset was divided using an 80:20 train–test split, and model performance was evaluated on unseen test data. High coefficients of determination (R2 > 0.998) reflect the smooth, deterministic nature of the simulated electromagnetic response rather than experimental variability.

Cu2+和Mg2+等持久性二价金属阳离子在淡水系统中积累,对水质和人类接触构成可测量的风险。现有的分析技术,包括电感耦合等离子体质谱法和原子吸收光谱法,需要集中的实验室,大量的样品制备和批量处理,这限制了它们在低浓度下连续原位监测的使用。本研究提出了一种基于太赫兹mxene的超表面传感器,该传感器集成了石墨烯、银、钛酸锶和铜层,以增加电磁场约束和传感表面与溶解离子之间的耦合。传感机制依赖于离子吸附引起的MXene纳米片电导率变化,通过静电门控调制石墨烯表面响应,以及太赫兹波段的折射率灵敏度。有限元仿真表明,该传感器对Cu2+和Mg2+的光谱灵敏度分别为151.1 GHz/RIU和227.8 GHz/RIU。相应的优值分别为1145.5和1759.5 RIU−1,理论检出限分别为4.7 × 10−4 RIU和2.7 × 10−4 RIU。谐振频移与折射率变化呈线性关系,R2值在0.993以上,与离子浓度呈线性关系,R2值在0.895以上。随机森林回归被用作代理建模工具来插值从基于物理的模拟中获得的传感器响应。使用80:20的训练-测试分割对数据集进行划分,并在未见的测试数据上评估模型性能。高决定系数(R2 > 0.998)反映了模拟电磁响应的平滑、确定性,而不是实验变异性。
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引用次数: 0
Mapping of the thermal profile and leakage current behavior in scaled Forksheet FET 缩放叉片场效应管的热分布和漏电流行为的映射
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-02-28 DOI: 10.1007/s10825-026-02521-8
R Bala Seshanth,  Shubham, A Ashwin Kumar, Rajan Kumar Pandey

One of the major reliability challenges in next-generation semiconductor devices includes the self-heating effect (SHE) and gate-induced drain leakage (GIDL). These effects are considered a significant roadblock in scaling; hence, it is necessary to address them. The conventional use of silicon dioxide (SiO2) in silicon-on-insulator (SOI) has proven effective in reducing leakage currents. However, SiO2 also tends to impede heat dissipation through the substrate, leading to heat accumulation within the device. Ideally, it is desired that the SOI blocks off the leakage currents selectively, while allowing the flow of heat through the SOI to make the substrate act as a heat sink. The proposed use of boron nitride (BN) as SOI can be a suitable replacement for SiO2, since it has high thermal conductivity while having high electrical resistivity. Our TCAD simulations show 12 and 6% reductions in lattice temperature for N-type and P-type Forksheet Field-Effect Transistors (FSFETs), respectively. The simulation also shows a significant increase of around 27.42% in the electron mobility when BN is used as SOI instead of SiO2. The GIDL current has been reduced by two orders of magnitude. Thus, BN as SOI demonstrates better thermal management and the reliability of FSFET. In addition, we have identified and quantified various heating mechanisms: Joule, Peltier, Thomson, and recombination heats, which are responsible for heat generation and thermal hotspots in the device.

下一代半导体器件的主要可靠性挑战之一包括自热效应(SHE)和栅极诱发漏极(GIDL)。这些影响被认为是缩放的重要障碍;因此,有必要解决这些问题。在绝缘体上硅(SOI)中传统使用二氧化硅(SiO2)已被证明在减少泄漏电流方面是有效的。然而,SiO2也倾向于阻碍通过衬底的散热,导致器件内的热量积累。理想情况下,期望SOI选择性地阻断泄漏电流,同时允许热量流过SOI,使基板充当散热器。建议使用氮化硼(BN)作为SOI可以替代SiO2,因为它具有高导热性和高电阻率。我们的TCAD模拟显示,n型和p型叉片场效应晶体管(fsfet)的晶格温度分别降低了12%和6%。模拟结果还表明,以BN代替SiO2作为SOI,电子迁移率显著提高约27.42%。GIDL电流减小了两个数量级。因此,BN作为SOI表现出更好的热管理和fset的可靠性。此外,我们已经确定并量化了各种加热机制:焦耳,珀尔帖,汤姆逊和复合热,它们负责设备中的热量产生和热热点。
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引用次数: 0
High-performance graphene–copper-based terahertz metasurface biosensor for early detection of brain tumors: a machine learning-enhanced approach 用于脑肿瘤早期检测的高性能石墨烯-铜基太赫兹超表面生物传感器:一种机器学习增强方法
IF 2.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-02-28 DOI: 10.1007/s10825-026-02515-6
Rajeshwari Ramaiah Murugesan, Sandeep Prabhu, U. Arun Kumar, Taha Sheheryar

Early and non-invasive detection of brain tumors remains a critical challenge in biomedical diagnostics, motivating the development of highly sensitive terahertz (THz) biosensing platforms. In this work, a high-efficiency graphene–copper-based THz metasurface biosensor is proposed for refractive-index-based identification of brain tumors. The sensor architecture uses a nested resonator configuration combined with graphene’s tunable surface conductivity, achieved through chemical potential modulation from 0.1 to 0.9 eV, to enhance electromagnetic field confinement and resonance sensitivity. Numerical analysis demonstrates that the sensor operates effectively over a refractive index range of 1.3333–1.4833 RIU, exhibiting a clear resonance redshift from 0.714 to 0.684 THz. A maximum sensitivity of 1538.462 GHz/RIU and a figure of merit of 15.86 RIU⁻1 are achieved near an optimal refractive index of 1.3425 RIU. Machine-learning-based regression models are further employed to support predictive performance evaluation, yielding a coefficient of determination (R2) of 0.88. Comparative analysis confirms that the proposed sensor outperforms existing biosensors in terms of sensitivity. This machine-learning-assisted approach enables rapid, robust inference under experimental variability, surpassing conventional simulation models or interpolation methods and highlighting its potential for practical clinical deployment.

脑肿瘤的早期和非侵入性检测仍然是生物医学诊断中的一个关键挑战,这推动了高灵敏度太赫兹(THz)生物传感平台的发展。在这项工作中,提出了一种高效的石墨烯-铜基太赫兹超表面生物传感器,用于基于折射率的脑肿瘤识别。该传感器结构采用嵌套谐振器配置,结合石墨烯的可调表面导电性,通过0.1至0.9 eV的化学势调制来实现,以增强电磁场约束和共振灵敏度。数值分析表明,该传感器在1.3333 ~ 1.4833 RIU的折射率范围内有效工作,在0.714 ~ 0.684 THz范围内有明显的共振红移。在最佳折射率1.3425 RIU附近,最大灵敏度为1538.462 GHz/RIU,优点值为15.86 RIU毒毒图。基于机器学习的回归模型进一步用于支持预测性绩效评估,得出的决定系数(R2)为0.88。对比分析证实,所提出的传感器在灵敏度方面优于现有的生物传感器。这种机器学习辅助方法能够在实验变异性下进行快速、稳健的推断,超越了传统的模拟模型或插值方法,并突出了其在实际临床部署中的潜力。
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引用次数: 0
期刊
Journal of Computational Electronics
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