Dual-Resonator MXene Metasurface-Based Gas Sensor with Machine Learning-Enhanced Surface Plasmon Resonance Detection DOI
Jacob Wekalao, Oumaymah Elamri

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 29, 2025

Язык: Английский

Surface Plasmon Resonance-Based Biodetection Systems: Principles, Progress and Applications—A Comprehensive Review DOI Creative Commons
Muhammad Ali Butt

Biosensors, Год журнала: 2025, Номер 15(1), С. 35 - 35

Опубликована: Янв. 9, 2025

Surface Plasmon Resonance (SPR)-based biodetection systems have emerged as powerful tools for real-time, label-free biomolecular interaction analysis, revolutionizing fields such diagnostics, drug discovery, and environmental monitoring. This review highlights the foundational principles of SPR, focusing on interplay evanescent waves surface plasmons that underpin its high sensitivity specificity. Recent advancements in SPR technology, including enhancements sensor chip materials, integration with nanostructures, coupling complementary detection techniques, are discussed to showcase their role improving analytical performance. The paper also explores diverse applications systems, ranging from pathogen cancer biomarker identification food safety monitoring toxin analysis. By providing a comprehensive overview technological progress emerging trends, this underscores transformative potential SPR-based addressing critical scientific societal challenges. Future directions challenges, miniaturization, cost reduction, expanding multiplexing capabilities, presented guide ongoing research development rapidly evolving field.

Язык: Английский

Процитировано

3

Terahertz metasurface biosensor for high-sensitivity salinity detection and data encoding with machine learning optimization based on random forest regression DOI
Jacob Wekalao,

Ngaira Mandela

Optical and Quantum Electronics, Год журнала: 2024, Номер 56(11)

Опубликована: Ноя. 4, 2024

Язык: Английский

Процитировано

15

Graphene-Enabled Multiresonator Metasurfaces for Ultrasensitive Surface Plasmon Resonance Detection of Waterborne Bacteria Across Multiple Frequencies with Machine Learning Optimization DOI
Jacob Wekalao, Shobhit K. Patel, A. M. Balamurugan

и другие.

Plasmonics, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 21, 2024

Язык: Английский

Процитировано

15

Designing of Graphene-Gold Metasurface Surface Plasmon Resonance Sensor for Efficient Detection of Alcohol Compounds DOI
Jacob Wekalao, Shobhit K. Patel,

Tanvirjah Parmar

и другие.

Plasmonics, Год журнала: 2024, Номер unknown

Опубликована: Окт. 17, 2024

Язык: Английский

Процитировано

13

Graphene Metasurface-Based Biosensor for Direct Dopamine Detection Utilizing Surface Plasmon Resonance in the Terahertz Regime with Machine Learning Optimization via K-Nearest Neighbors Regression DOI
Jacob Wekalao,

Ngaira Mandela

Plasmonics, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 27, 2024

Язык: Английский

Процитировано

13

High Sensitivity Terahertz Biosensor Based on Graphene/Methylammonium Lead Halide Metasurface with Machine Learning-Enhanced Pathogen Detection DOI
Jacob Wekalao, Niranjana Siddharthan,

Soman Shibu

и другие.

Plasmonics, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 25, 2024

Язык: Английский

Процитировано

12

Design and Optimization of a Graphene-Enhanced Terahertz Metasurfaces Surface Plasmon Resonance Biosensor for High-Sensitivity Peptide Detection with Machine Learning Optimization Based on XGBoost Regressor DOI
Jacob Wekalao

Plasmonics, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 25, 2024

Язык: Английский

Процитировано

10

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

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 13, 2025

Язык: Английский

Процитировано

1

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 DOI
Jacob Wekalao, Hussein A. Elsayed, Ahmed M. El‐Sherbeeny

и другие.

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 25, 2025

Язык: Английский

Процитировано

1

Design and Performance Evaluation of a Graphene Biosensor for Protein Detection with Two, Three Bit Encoding and Machine Learning Optimization DOI
Jacob Wekalao, Yahya Ali Abdelrahman Ali,

Taoufik Saidani

и другие.

Plasmonics, Год журнала: 2025, Номер unknown

Опубликована: Март 28, 2025

Язык: Английский

Процитировано

0