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Design and fabrication of NdFeO3 adorned on MXene: a hybrid electrode for supercapacitor applications MXene上修饰NdFeO3的设计与制备:超级电容器用混合电极
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1140/epjp/s13360-025-07272-2
Wajih Ullah, Asghar Nazir, Sundas Rani, Albandari W. Alrowaily, B. M. Alotaibi, Haifa A. Alyousef, Eman Alzahrani, Abhinav Kumar, Rizwan Ul Hassan

This study investigated the electrochemical characteristics of NdFeO3 nanocomposite improved with added small quantity of MXene. The NdFeO3/MXene was synthesized using a standard solve-thermal technique and analyzed using X-ray diffraction, Fourier Transform Infrared Spectroscopy, etc . The electrochemical efficiency of the composite was tested for supercapacitors (SCs). The compositive was investigated in 3 M KOH electrolytic solution where NdFeO3/MXene was pasted on nickel foam and served as working electrode. CV revealed that NdFeO3/MXene has reached the capacitance of 1148.12 F g−1 (5 mV s−1). GCD research revealed that NdFeO3 nanoparticles along with NdFeO3/MXene nanocomposite had capacitance values of 703.17 F g−1 as well as 1315.06 F g−1 at 1 A g−1. The NdFeO3/MXene indicated that greater Ed along with Pd is 17.99 Wh kg−1, 510 W kg−1. After 4700 cycles, the material containing NdFeO3/MXene nanocomposite remained stable. Chrono test confirmed high stability of composite material. The electrochemical investigation of generated NdFeO3 nanocomposite shown that addition of MXene caused in a hybrid capacitive nature, as the suggested NdFeO3/MXene can be used as SCs electrodes in energy storage. The NdFeO3/MXene nanocomposite exhibits excellent electrochemical performance as compared to previously reported perovskite–MXene, due to its optimized hetero-interface, greater electrical conductivity, as well as abundant redox active site. The incorporation of NdFeO3 enhanced pseudo-capacitive behavior, while MXene provides quick electron transport pathway, resulting in higher specific capacitance, outstanding rate capability, and cyclic stability to earlier perovskite–MXene.

Graphical abstract

研究了添加少量MXene后改善的NdFeO3纳米复合材料的电化学特性。采用标准溶剂热法合成了NdFeO3/MXene,并用x射线衍射、傅里叶变换红外光谱等方法对其进行了分析。在超级电容器(SCs)上测试了复合材料的电化学效率。在3 M KOH电解溶液中,将NdFeO3/MXene粘贴在泡沫镍上作为工作电极,对复合材料进行了研究。CV结果表明,NdFeO3/MXene的电容量达到1148.12 F g−1 (5 mV s−1)。GCD研究表明,NdFeO3纳米粒子与NdFeO3/MXene纳米复合材料在1 A g−1下的电容值分别为703.17 F g−1和1315.06 F g−1。NdFeO3/MXene表明,随着Pd的增加,Ed增大了17.99 Wh kg−1,510 W kg−1。循环4700次后,含NdFeO3/MXene纳米复合材料保持稳定。Chrono试验证实了复合材料的高稳定性。对制备的NdFeO3纳米复合材料的电化学研究表明,MXene的加入使其具有混合电容性,表明NdFeO3/MXene可以用作储能的SCs电极。与先前报道的钙钛矿- MXene相比,NdFeO3/MXene纳米复合材料由于其优化的异质界面、更高的导电性以及丰富的氧化还原活性位点,具有优异的电化学性能。NdFeO3的掺入增强了伪电容行为,而MXene提供了快速的电子传递途径,使得比电容更高,速率能力突出,循环稳定性优于早期的钙钛矿- MXene。图形抽象
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引用次数: 0
Molecular dynamics simulation of mechanical properties in polymer nanocomposites reinforced with hydrogen and fluorine-functionalized SWCNTs 氢氟功能化SWCNTs增强聚合物纳米复合材料力学性能的分子动力学模拟
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1140/epjp/s13360-026-07291-7
M. Eghbalian, R. Ansari, A. Nikparsa

This study presents the first systematic molecular dynamics investigation of polyethylene (PE) and polypropylene (PP) nanocomposites reinforced with randomly functionalized single-walled carbon nanotubes (SWCNTs). Armchair (8,8) and zigzag (14,0) SWCNTs with nearly identical diameters (10 Å) were functionalized with hydrogen and fluorine atoms at 5–25% functionalization levels and incorporated into polymer matrices at 10% volume fraction. Representative volume elements (RVEs) were subjected to tensile loading simulations up to failure using Tersoff and Dreiding potentials to quantify Young’s modulus, maximum stress, failure strain, strain energy, and toughness. Results demonstrate that increasing functionalization consistently reduces mechanical properties across all systems, with Young’s modulus decreasing from range of 60–70 GPa to the range of 40–50 GPa and maximum stress declining from around 11 GPa. Zigzag SWCNTs generally outperformed armchair configurations in stiffness and strength, while armchair SWCNTs exhibited superior strain capacity. PE-based nanocomposites showed slightly better performance than PP-based systems for certain properties. Although CNT–polymer nanocomposites have been widely studied, a systematic comparison of randomly applied hydrogen and fluorine functionalization in both PE and PP matrices has not been conducted before. Comprehensive comparative analysis between functionalization types, polymer matrices, and nanotube chiralities provides essential design guidelines for optimizing nanocomposite performance in various applications.

本研究首次对随机功能化单壁碳纳米管(SWCNTs)增强聚乙烯(PE)和聚丙烯(PP)纳米复合材料进行了系统的分子动力学研究。直径几乎相同的扶手形(8,8)和锯齿形(14,0)SWCNTs (10 Å)被5-25%功能化水平的氢和氟原子功能化,并以10%的体积分数掺入聚合物基质中。使用Tersoff和Dreiding势来量化杨氏模量、最大应力、破坏应变、应变能和韧性,代表性体积单元(RVEs)受到拉伸加载模拟直至失效。结果表明,功能化程度的提高会降低所有体系的力学性能,杨氏模量从60-70 GPa下降到40-50 GPa,最大应力从11 GPa左右下降。锯齿形SWCNTs在刚度和强度方面普遍优于扶手椅构型,而扶手椅SWCNTs表现出更强的应变能力。聚乙烯基纳米复合材料在某些性能上略优于聚丙烯基纳米复合材料。虽然碳纳米管聚合物纳米复合材料已经得到了广泛的研究,但在PE和PP基质中随机应用氢和氟功能化的系统比较之前尚未进行过。功能化类型、聚合物基质和纳米管手性之间的综合比较分析为优化纳米复合材料在各种应用中的性能提供了必要的设计指导。
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引用次数: 0
The Lee–Wick–Chern–Simons pseudo-quantum electrodynamics lee - wick - chen - simons伪量子电动力学
IF 4.8 2区 物理与天体物理 Q2 PHYSICS, PARTICLES & FIELDS Pub Date : 2026-01-28 DOI: 10.1140/epjc/s10052-026-15320-z
M. J. Neves

The Lee–Wick pseudo-quantum electrodynamics in the presence of a Chern–Simons term is studied in this paper. The paper starts with a non-local lagrangian density that sets the pseudo-Lee–Wick electrodynamics defined on a (1+2) space-time added to a non-local Chern–Simons topological term. Thus, we obtain the Lee–Wick–Chern–Simons pseudo-electrodynamics as a most complete gauge invariant model that provides a light mass associated with the Chern–Simons parameter, and also includes a Lee–Wick heavy mass. We investigate classical aspects as the potential energy for the interaction of static charges through the gauge propagator. The causality of theory is discussed through the retarded Green function in the coordinate space. The gauge field of the Lee–Wick–Chern–Simons pseudo-electrodynamics is minimally coupled to the fermions sector that includes new degree of freedoms, as a Lee–Wick heavy fermion partner of the electron. The perturbative approach for the theory is presented via effective action in which we obtain the Ward identities. We study the quantum corrections at one loop, as the electron self-energy, the vacuum polarization, and the 3-vertex. We show that the Lee–Wick mass has a fundamental role in these results, where it works like a natural regulator of the ultraviolet divergences. The (g-2) factor for the electron is obtained as function of the LW mass, and of the CS parameter. Through the optical theorem, the Lee–Wick–Chern–Simons pseudo-electrodynamics is unitary at the tree level.

本文研究了存在chen - simons项的Lee-Wick伪量子电动力学。本文从一个非局部拉格朗日密度入手,该密度将在(1+2)时空上定义的伪lee - wick电动力学添加到非局部chen - simons拓扑项上。因此,我们获得了Lee-Wick - chen - simons伪电动力学作为最完整的规范不变模型,它提供了与chen - simons参数相关的轻质量,并且还包括Lee-Wick重质量。我们研究了静态电荷通过规范传播子相互作用的经典方面的势能。通过坐标空间中的延迟格林函数讨论了理论的因果关系。Lee-Wick - chen - simons伪电动力学的规范场与包含新自由度的费米子扇区耦合最小,作为电子的Lee-Wick重费米子伙伴。通过有效作用给出了该理论的摄动方法,并得到了Ward恒等式。我们研究了单回路的量子修正,如电子自能、真空极化和三顶点。我们表明李-威克质量在这些结果中起着基本的作用,它就像紫外线发散的自然调节器。电子的(g-2)因子是LW质量和CS参数的函数。通过光学定理,lee - wick - chen - simons伪电动力学在树级上是酉的。
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引用次数: 0
Multi-observatory spectral analysis of the supersoft X-ray continuum of RX J0925.7-4758 RX J0925.7-4758超软x射线连续体的多天文台光谱分析
IF 2.1 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1007/s12043-025-03048-6
Parag Bhattacharya, Rabindra Mahato, Ranjeev Misra, Monmoyuri Baruah

We present a comprehensive spectral study of the supersoft X-ray source RX J0925.7-4758 using six observations from ASCA, Chandra, XMM-Newton and NICER, spanning 25 years. Our primary objective is to identify a robust non-local thermodynamic equilibrium (NLTE) spectral model that consistently fits the continuum emission across all data sets. A systematic fitting procedure revealed that only a pure-hydrogen NLTE model with effective gravity (log g = 7) could achieve acceptable fits for all observations. The composite model incorporates photoelectric absorption, interstellar medium (ISM) absorption with non-solar abundances and discrete absorption edges at known threshold energies. The effective temperatures are found to be of the order of (sim !!! 10^{5}) K and the luminosities are estimated to be (sim !! 10^{41} mathrm {erg, s}^{-1}), suggesting that the emission arises from a hot accretion disk around a white dwarf undergoing steady hydrogen burning. Additionally, we examine the relative strengths of the bound-free absorption edges in all six observations. While consistent trends are seen in earlier missions, the NICER data show variability in edge dominance, likely due to the instrumental or calibration differences. Although the continuum spectra can be modelled satisfactorily, high-resolution grating spectra from XMM-Newton reveal complex line features, including P Cygni profiles, which are not reproduced by static atmosphere models. This highlights the need for future NLTE+wind models to interpret these data more completely. Our study lays a foundation for such future analyses of high-resolution grating spectra of supersoft X-ray sources.

本文利用ASCA、钱德拉、xmm -牛顿和NICER的6个观测数据,对超软x射线源RX J0925.7-4758进行了为期25年的全面光谱研究。我们的主要目标是确定一个鲁棒的非局部热力学平衡(NLTE)光谱模型,该模型始终适合所有数据集的连续辐射。系统的拟合过程表明,只有具有有效重力(log g = 7)的纯氢NLTE模型才能对所有观测结果达到可接受的拟合。该复合模型结合了光电吸收、非太阳丰度星际介质(ISM)吸收和已知阈值能量下的离散吸收边。发现有效温度为(sim !!! 10^{5}) K数量级,光度估计为(sim !! 10^{41} mathrm {erg, s}^{-1}),这表明辐射来自白矮星周围的热吸积盘,该吸积盘正在进行稳定的氢燃烧。此外,我们在所有六个观测中检查了无界吸收边的相对强度。虽然在早期的任务中可以看到一致的趋势,但NICER数据显示边缘优势的变化,可能是由于仪器或校准的差异。虽然连续光谱可以令人满意地建模,但XMM-Newton的高分辨率光栅光谱显示出复杂的线特征,包括Cygni P剖面,这是静态大气模型无法再现的。这凸显了未来NLTE+风模型更完整地解释这些数据的必要性。本研究为今后超软x射线源高分辨率光栅光谱的分析奠定了基础。
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引用次数: 0
Spectroscopic characterization, DFT analysis, and molecular docking studies of a novel quinoline-based isonicotinohydrazide derivative 一种新型喹啉类异烟碱肼衍生物的光谱表征、DFT分析和分子对接研究
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1007/s00339-025-09063-z
R. T. Usha, A. Prabakaran, S. Sivakumar, H. Thajudeen, V. S. Jamal Ahamed, M. I. Abdul Bazith, Omar M. Al-Dossary, Leda G. Bousiakou, Noureddine Issaoui

A novel functionalized quinoline derivative, (E)-N’-(7,7-dimethyl-2-oxo-4-phenyl-2,3,4,6,7,8-hexahydroquinazole-5(1 H)-ylidene) isonicotinohydrazide, is developed and produced for potential therapeutic and nonlinear optical (NLO) uses. The structural elucidation is supported by FT-IR, UV-vis, NMR, and mass spectrometry, and the results are supported by DFT calculations at the B3LYP/6-31G(d, p) level. AIM analysis is used to analyze intramolecular interactions. NLO investigations indicate significant hyperpolarizability (β = 5.498 × 10⁻³⁰ esu), with values higher than those of urea. Frontier Molecular Orbital, MEP, and TD-DFT simulations in solvents yield a band gap of 3.80 eV, which has excellent electrical and optical properties. The NBO and Fukui analyses reveal stable donor-acceptor interactions and reactive regions. The SwissADME examination validated drug-likeness, and molecular docking revealed efficient interaction with tuberculosis target proteins, indicating anti-TB activity. These findings suggest that the compound not only possesses promising electronic characteristics but also demonstrates potential therapeutic applications. Overall, the molecule combines high biological activity with improved NLO responsiveness, making it a viable option for both therapeutic and photonic applications.

一种新的功能化喹啉衍生物,(E)- n ' -(7,7-二甲基-2-氧-4-苯基-2,3,4,6,7,8-六氢喹唑-5(1 H)-乙基)异烟碱肼,被开发和生产用于潜在的治疗和非线性光学(NLO)用途。结构解析得到FT-IR、UV-vis、NMR和质谱的支持,结果得到B3LYP/6-31G(d, p)水平的DFT计算的支持。AIM分析用于分析分子内相互作用。NLO研究表明显著的超极化(β = 5.498 × 10⁻³⁰esu),其值高于尿素。溶剂中的前沿分子轨道、MEP和TD-DFT模拟得到了3.80 eV的带隙,具有优异的电学和光学性能。NBO和Fukui分析揭示了稳定的供体-受体相互作用和反应区。SwissADME检测证实了药物相似性,分子对接显示与结核靶蛋白有效相互作用,表明抗结核活性。这些发现表明,该化合物不仅具有良好的电子特性,而且具有潜在的治疗应用前景。总的来说,该分子结合了高生物活性和改进的NLO响应性,使其成为治疗和光子应用的可行选择。
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引用次数: 0
Optical properties and slow-light behavior of CdS@ITO core–shell quantum dots in the telecom band 电信波段CdS@ITO核壳量子点的光学性质和慢光行为
IF 2.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1007/s00339-026-09339-y
Shewa Getachew Mamo, Sisay Shewamare

This work presents a theoretical and numerical investigation of the optical properties and slow-light behavior of CdS@ITO core–shell quantum dots (CSQDs) designed for operation in the 1310 nm and 1550 nm telecom bands. Using quasi-static electrodynamics, Maxwell–Garnett effective medium theory, and the Drude–Sommerfeld model, we demonstrate that the ITO shell supports low-loss infrared plasmonic resonances with extinction coefficients below (kappa < 0.06). Hybrid exciton–plasmon coupling between the CdS core and ITO shell produces strong local field enhancement ((|F|^{2}> 1000)) and pronounced normal dispersion, enabling slow-light behavior with group velocities as low as (v_{g} approx 0.05c). Geometric tuning of the core radius (3–5 nm) and shell thickness (6–8 nm) enables precise alignment of the plasmonic resonance with standard telecom wavelengths. Finite element simulations confirm intense field localization at the CdS/ITO interface and enhanced internal fields within the CdS core, supporting Kerr-type nonlinear effects relevant for optical modulation. Parametric mapping of extinction, refractive index, and group index further demonstrates robust spectral tunability and low-loss performance across the near-infrared region. These findings identify CdS@ITO CSQDs as promising, CMOS-compatible nanostructures for compact optical delay lines, all-optical modulators, and other integrated photonic components operating within the telecom band.

本文对设计用于1310 nm和1550 nm电信频段的CdS@ITO核壳量子点(CSQDs)的光学特性和慢光行为进行了理论和数值研究。利用准静态电动力学、麦克斯韦-加尼特有效介质理论和Drude-Sommerfeld模型,我们证明了ITO壳层支持消光系数低于(kappa < 0.06)的低损耗红外等离子共振。CdS核心和ITO壳层之间的杂化激子-等离子体耦合产生强大的局部场增强((|F|^{2}> 1000))和明显的正常色散,使群速度低至(v_{g} approx 0.05c)的慢光行为成为可能。核心半径(3-5 nm)和外壳厚度(6-8 nm)的几何调谐使等离子体共振与标准电信波长精确对齐。有限元模拟证实了CdS/ITO界面的强场局部化和CdS核心内部场的增强,支持与光调制相关的克尔型非线性效应。消光、折射率和群指数的参数映射进一步证明了在近红外区域具有强大的光谱可调性和低损耗性能。这些发现确定CdS@ITO CSQDs是一种有前途的、与cmos兼容的纳米结构,可用于紧凑型光延迟线、全光调制器和其他在电信频段内工作的集成光子元件。
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引用次数: 0
Robust image hashing scheme with RFG-GRL and chaotic encryption for content authentication 基于RFG-GRL和混沌加密的鲁棒图像哈希方案用于内容认证
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1140/epjp/s13360-026-07328-x
Zhi-jie Kang, Xiu-fang Feng, Yu-li Yang, Shuang Zhou, Hao Zhang

In this paper, a secure image hashing algorithm is proposed for content authentication. A novel algorithm termed Robust Feature-Guided Gridded Region Localization is designed first. This algorithm is utilized to locate highly discriminative regions with both robustness and uniform distribution. Then, the local and global structural features are extracted in parallel from these regions by employing spatial-topological kernel principal component analysis and rapid structure-preserving two-dimensional principal component analysis, and are subsequently combined to form the intermediate hash. To enhance security, a two-dimensional tent cubic coupling mapping with hyperchaos is further proposed to encrypt the hash. Experimental results demonstrate that the proposed algorithm possesses good robustness and discriminative properties when compared with recent baseline algorithms.

本文提出了一种用于内容认证的安全图像哈希算法。首先设计了一种鲁棒特征引导网格区域定位算法。该算法既具有鲁棒性,又具有均匀分布的特点。然后,通过空间拓扑核主成分分析和快速结构保持二维主成分分析,从这些区域中并行提取局部和全局结构特征,并将其组合形成中间哈希。为了提高安全性,进一步提出了一种带超混沌的二维帐篷立方耦合映射对哈希进行加密。实验结果表明,与现有的基线算法相比,该算法具有良好的鲁棒性和判别性。
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引用次数: 0
Effect of transport processes on elliptic flow centrality dependence under different initial conditions in the AMPT model 不同初始条件下输运过程对AMPT模型椭圆流中心性依赖的影响
IF 4.8 2区 物理与天体物理 Q2 PHYSICS, PARTICLES & FIELDS Pub Date : 2026-01-28 DOI: 10.1140/epjc/s10052-026-15334-7
Yao Zhang, Baicheng Wang

Using the AMPT model, we study charged hadron elliptic flow ((v_{2})) centrality dependence in Au+Au collisions at (sqrt{s_{NN}}=200~textrm{GeV}). We find distinct centrality-dependent roles for partonic ((sigma _{p})) and hadronic ((sigma _{H})) transport processes. In central collisions, (v_{2}) is dominantly amplified by larger (sigma _{p}) (reducing partonic viscosity) but insensitive to (sigma _{H}). In peripheral collisions, larger (sigma _{H}) (reducing hadronic viscosity) significantly enhances (v_{2}), flattening its centrality dependence and improving agreement with STAR data. Initial pressure gradients (enhanced by Lund parameter (a_{L})) also increase (v_{2}), while (b_{L}) affects spectra but not flow. This centrality-differential sensitivity to (sigma _{p}) and (sigma _{H}) provides a novel strategy for extracting phase-specific shear viscosities.

利用AMPT模型,我们研究了(sqrt{s_{NN}}=200~textrm{GeV})处Au+Au碰撞中带电强子椭圆流((v_{2}))的中心性依赖性。我们发现在部分子((sigma _{p}))和强子((sigma _{H}))输运过程中明显的中心性依赖作用。在中心碰撞中,(v_{2})主要被较大的(sigma _{p})(降低部分粘度)放大,但对(sigma _{H})不敏感。在外围碰撞中,较大的(sigma _{H})(降低强子粘度)显著增强(v_{2}),使其对中心性的依赖趋于平缓,并提高了与STAR数据的一致性。初始压力梯度(由Lund参数(a_{L})增强)也增加(v_{2}),而(b_{L})影响谱而不影响流量。这种对(sigma _{p})和(sigma _{H})的中心差分灵敏度提供了一种提取相比剪切粘度的新策略。
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引用次数: 0
Superheavy nuclei ground-state masses and separation energies in the two-body model 两体模型中超重核的基态质量和分离能
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1140/epjp/s13360-025-07251-7
A. Armat, S. Mohammad Moosavi Nejad

In the region of superheavy nuclei, where experimental data are scarce, theoretical calculations of separation energies and masses are vital for understanding their properties and potential stability. In this work, we calculate the proton and neutron separation energies for superheavy nuclei in the framework of a two-body model. To this aim, we first consider a nucleus as a two-body system, so using the Schrödinger equation in the presence of a nonrelativistic potential including the magnetic moments and Coulomb interactions, we determine the mass equation of the nuclei, analytically. Having the analytical solutions, we compute the ground-state mass of superheavy nuclei including Rf, Db, Sg, Bh, Hs, Mt, Ds, and Rg as well as the one- and two-nucleon separation energies. Our theoretical results are compared with the existing experimental data.

在实验数据匮乏的超重核区域,分离能和质量的理论计算对于理解它们的性质和潜在稳定性至关重要。本文在二体模型的框架下,计算了超重核的质子和中子分离能。为此,我们首先考虑一个核作为一个两体系统,所以使用Schrödinger方程在一个非相对论的势存在,包括磁矩和库仑相互作用,我们确定原子核的质量方程,解析。有了解析解,我们计算了包括Rf、Db、Sg、Bh、Hs、Mt、Ds和Rg在内的超重核的基态质量以及一核子和二核子的分离能。我们的理论结果与已有的实验数据进行了比较。
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引用次数: 0
Deep learning-based speech enhancement via adaptive Trans-UNet with novel loss function using enhanced aquila optimization algorithm 基于深度学习的语音增强:基于新型损失函数的自适应Trans-UNet
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2026-01-28 DOI: 10.1140/epjp/s13360-026-07299-z
Senthamizh Selvi R, Resmi R. Nair, Suresh G. R

Background

In audio and speech signal processing, speech enhancement is thought of as a significant task. Speech improvement intends to improve the accessibility and excellence of an audio signal that has been weakened by ambient noise. The research on speech enrichment is the toughest process because of the degree of degradation of the speech signals. Diverse strategies for speech improvement are used based on the type of weakening and noise in the speech signal. As a result, the research in this area is still difficult, particularly when handling reverberation and extremely irregular noise. In this study, an enhanced speech enhancement framework is created using optimized deep learning techniques to improve both the quality and clarity of speech signals. At first, the required speech signal is collected from online resources. Further, the collected speech signal is directly passed to atrous convolution-based adaptive Trans-UNet (ACAT-UNet) with a novel loss function to attain the enhanced speech signal. Here, the loss function is incorporated with the deep learning model to enhance speech intelligibility. Furthermore, the speech enhancement performance of the ACAT-UNet is enhanced by fine-tuning the hyperparameters using the Updated Randomized Variable-based Aquila Optimizer (URVAO). The efficacy of the recommended speech improvement system is evaluated by conducting extensive simulations and experiments by contrasting it with other existing SE techniques. The numerical findings revealed that the suggested approach attained a root mean square error (RMSE) value of 0.226779.

在音频和语音信号处理中,语音增强被认为是一项重要的任务。语音改进旨在提高被环境噪声削弱的音频信号的可访问性和质量。由于语音信号的退化程度,语音富集的研究是最困难的过程。基于语音信号中弱化和噪声的类型,采用了不同的语音改善策略。因此,这方面的研究仍然很困难,特别是在处理混响和极其不规则的噪声时。在本研究中,使用优化的深度学习技术创建了一个增强的语音增强框架,以提高语音信号的质量和清晰度。首先,从在线资源中采集所需的语音信号。然后,将采集到的语音信号直接传递到基于亚鲁斯卷积的自适应跨单元网络(ACAT-UNet)中,并采用一种新的损失函数来获得增强的语音信号。在这里,损失函数与深度学习模型相结合,以提高语音的可理解性。此外,ACAT-UNet的语音增强性能是通过使用更新的基于随机变量的Aquila优化器(URVAO)微调超参数来提高的。通过大量的模拟和实验,并与其他现有的语音识别技术进行对比,对所推荐的语音改进系统的效果进行了评估。数值结果表明,该方法的均方根误差(RMSE)值为0.226779。
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