High-Sensitivity Graphene-MoS₂ Hybrid Metasurface Biosensor with Machine Learning Optimization for Hemoglobin Detection

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 13, 2025

Язык: Английский

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Enhanced Terahertz Graphene Metasurface Biosensor for Early Breast Cancer Detection with Machine Learning Optimization Based on Locally Weighted Linear Regression

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 22, 2025

Язык: Английский

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Design and Optimization of a Graphene-Enhanced Terahertz Metasurfaces Surface Plasmon Resonance Biosensor with Multi-Material Architecture for Cancer Detection Integrating 1D-CNN Machine Learning for Performance Prediction and Analysis

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 25, 2025

Язык: Английский

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Dual-Resonator MXene Metasurface-Based Gas Sensor with Machine Learning-Enhanced Surface Plasmon Resonance Detection

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 29, 2025

Язык: Английский

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Roadmap to 2D Graphene Nanomaterials-Based Biosensors for Early Cancer Detection

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 31, 2025

Язык: Английский

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Enhanced Malaria Detection Using a Hybrid Borophene-Based Terahertz Biosensor with Random Forest Regression Analysis

Brazilian Journal of Physics, Год журнала: 2025, Номер 55(3)

Опубликована: Апрель 3, 2025

Язык: Английский

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Locally weighted linear regression–optimized graphene–metal metasurface sensor for high-sensitivity organic compound detection in terahertz regime

Zeitschrift für Naturforschung A, Год журнала: 2025, Номер unknown

Опубликована: Апрель 7, 2025

Abstract This study presents the design and optimization of a graphene–gold–silver metasurface sensor for highly sensitive detection organic compounds in terahertz (THz) regime. By leveraging plasmonic properties gold silver combined with tunable electronic characteristics graphene, demonstrates enhanced molecular interaction improved performance. COMSOL Multiphysics simulations show high refractive index sensitivity up to value 810 GHzRIU −1 excellent resonance quality factor (Q) 11.197. The achieves limit (DL) as low 0.075 RIU dynamic range (DR) from 2.765 2.555, indicating exceptional broad applicability. Additionally, integration machine learning optimization, particularly Locally Weighted Linear Regression (LWLR), improves prediction accuracy, achieving R 2 near 1. results highlight sensor’s real-time, label-free capabilities, signal-to-noise ratio (SNR) 0.377. These findings demonstrate potential applications environmental monitoring, biomedical diagnostics, industrial control, offering significant advancement THz-based sensing technologies.

Язык: Английский

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Novel terahertz biosensor integrating MXene/black phosphorus/graphene on metasurface architecture for enhanced pregnancy detection

Optical and Quantum Electronics, Год журнала: 2025, Номер 57(5)

Опубликована: Апрель 16, 2025

Язык: Английский

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