Research graph
References from Machine learning–enhanced optical biosensors: Advanced modelling, signal intelligence, and next-generation surface plasmon resonance platforms. Local targets link to admitted publications; unresolved targets remain external evidence.
DNA-functionalized nanomaterials for optical biosensors: Mechanisms, applications, and design perspectives
2026 · External reference
Label-free sensing of bovine serum albumin using a U-shaped microcavity-based microfluidic optical fiber biosensor
10.1016/j.measurement.2026.121499 · 2026 · External reference
Optical biosensors for detection of exosomes
10.1016/j.cca.2025.120704 · 2026 · External reference
Ultra-sensitive optical fiber SPR biosensor for assisted diagnosis of prostate cancer by label-free detection of miRNA-21
10.1016/j.aca.2025.344985 · 2026 · External reference
Near-infrared biosensors based on optical Tamm plasmons in one-dimensional photonic crystal heterostructre containing Weyl semimetals
10.1016/j.rinp.2025.108551 · 2026 · External reference
Electrochemical and optical biosensors for periodontitis detection
2026 · External reference
Two-dimensional MXenes for detecting pesticides based on optical and electrochemical biosensors
10.1016/j.inoche.2025.115635 · 2025 · External reference
High-performance urease-BTB/silicalite optical biosensor for real-time urea detection
10.1016/j.microc.2025.116324 · 2026 · External reference
Towards microfluidics assisted optical fiber metatip biosensors
10.1016/j.snb.2025.139182 · 2026 · External reference
Molybdenum diselenide-based optical fiber biosensors for targeted detection of lung cancer-associated DNA
2025 · External reference
Design of graphene metasurface sensor for efficient detection of COVID-19
10.1007/s11468-023-01946-2 · 2023 · External reference
Highly sensitive malaria detection using a graphene-coated dual circular ring resonator biosensor with behaviour prediction based on stacking ensemble
10.1016/j.physleta.2025.130398 · 2025 · External reference
Dual-function analysis of triple unsymmetrical microring resonators for biosensor and optical filter applications
10.1016/j.ijleo.2025.172567 · 2025 · External reference
Evanescent wave-based optical biosensors for innovations, medical application and future perspectives
10.1016/j.jare.2025.07.007 · 2026 · External reference
Recent advances in the detection of per- and polyfluoroalkyl substances (PFAS) in food: A review of optical sensors, electrochemical sensors, and biosensors
10.1016/j.tifs.2025.105239 · 2025 · External reference
Electromagnetic induced infrared thermography for fast detection of interfacial debonding in coating-metal multilayer structure
10.1016/j.compstruct.2026.120357 · 2026 · External reference
First-principles investigation of h-NbN monolayer for electrical and optical biosensing
10.1016/j.physe.2026.116505 · 2026 · External reference
Metal–organic framework–enabled electrochemiluminescence biosensing: Design principles, signal amplification strategies, and performance trade-offs
10.1016/j.talanta.2026.129702 · 2026 · External reference
Whispering-gallery mode-based optical biosensing: A review on development and applications in ultrasensitive biological detection and bioimaging
10.1016/j.aca.2025.344249 · 2025 · External reference
Triple-mode biosensing strategies: A critical review of design principles, performance metrics, and applications for ultrasensitive detection
10.1016/j.microc.2025.115007 · 2025 · External reference
Advances in biosensing technologies for Immunoglobulin E: A comprehensive review of optical, electrochemical, and piezoelectric platforms
10.1016/j.allmed.2025.100079 · 2025 · External reference
Nanomaterial-integrated electrogenerated chemiluminescence and resonance energy transfer mechanisms for advanced one-health biosensing
10.1016/j.trac.2026.118804 · 2026 · External reference
Artificial intelligence and machine learning for plasmonic and surface-enhanced sensing
10.1039/d5cs01522g · 2026 · External reference
Dual-mode Q-BIC metasurface supporting Goos–Hänchen shifts for highly sensitive optical biosensing applications
10.1016/j.photonics.2026.101564 · 2026 · External reference
Re-engineering detection Paradigms: Atypical reporters in CRISPR/Cas12a-based biosensing
10.1016/j.trac.2026.118728 · 2026 · External reference
Advances in acetylcholinesterase-based biosensing technologies for organophosphorus pesticide detection: A comprehensive review (2020–2024)
10.1016/j.foodchem.2025.146769 · 2025 · External reference
Optimization of a surface plasmon resonance sensor through the integration of black phosphorus layers for the detection of carcinoembryonic antigen (CEA
2026 · External reference
A note on constitutive artificial neural networks for finite strain plasticity
10.1016/j.mechrescom.2026.104707 · 2026 · External reference
Enhanced photonic spin Hall effect and sensitive refractive index sensing in coupler-free surface plasmon resonance structures
10.1016/j.physleta.2026.131621 · 2026 · External reference
An enhanced surface plasmon resonance fiber sensor modified with Y2O3 and AuNPs for sensitivity optimization
10.1016/j.yofte.2026.104661 · 2026 · External reference
Sensitive Optical Biosensors for Unlabeled Targets
2008 · External reference
Recent advances in biosensing platforms utilizing exosomal biomarker profiling for cancer diagnosis
10.1016/j.bios.2026.118809 · 2026 · External reference
Advancing 5-hydroxymethylcytosine detection: A review of innovative nanoparticle-based electrochemical and optical biosensing approaches
10.1016/j.talanta.2025.128698 · 2026 · External reference
Machine learning-assisted SERS-based dual-aptamer biosensor for ultrasensitive clinical screening of breast cancer
10.1016/j.saa.2025.126640 · 2026 · External reference
Smart graphene metasurface biosensor: Machine learning-assisted optimization for glucose detection
2026 · External reference
Localized surface plasmon resonance of single and dimer platinum nanocubes
10.1016/j.physo.2026.100396 · 2026 · External reference
ML–XAI assisted design of PCF-SPR biosensors for refractive index-based analyte detection
10.1016/j.ijleo.2026.172761 · 2026 · External reference
Ultrahigh-sensitivity D-shaped PCF-SPR biosensor with TiO2–Au hybrid layers for precise detection of blood constituents
10.1016/j.rinp.2025.108463 · 2025 · External reference
Localized surface plasmon resonance-enhanced photocatalytic valorization of biomass to biodegradable plastic precursors
10.1016/j.cej.2026.175897 · 2026 · External reference
Accessing real-time interaction between antimicrobial liposomes and live Staphylococcus epidermidis using surface plasmon resonance microscopy
2026 · External reference
Artificial intelligence and machine learning for plasmonic and surface-enhanced sensing
10.1039/d5cs01522g · 2026 · External reference
Machine learning-enhanced surface plasmon resonance glucose biosensor using black phosphorus-strontium titanate multilayer architecture for non-invasive diabetes management
10.1016/j.asej.2026.104145 · 2026 · External reference
Surface plasmon resonance biosensor with plastic-binding peptide for nanoplastic detection in environmental water
10.1016/j.bios.2026.118748 · 2026 · External reference
Participant-Aware Model Validation for Repeated-Measures Data: Comparative Cross-Validation Study
10.2196/87728 · 2026 · External reference
Structural design of cellulose derivative-modified chitosan adsorbents for arsenic removal: Machine learning modeling, Box-Behnken design, Optuna hyperparameter tuning, and molecular dynamics
10.1016/j.bej.2025.109800 · 2025 · External reference
10.1007/3-540-44673-7_12
10.1007/3-540-44673-7_12 · External reference
10.3390/ijms27073305
10.3390/ijms27073305 · External reference
Physics-informed neural network for nonlinear dynamics of self-trapped necklace beams
10.1364/oe.532126 · 2024 · External reference
Deep learning enabled inverse design in nanophotonics
10.1515/nanoph-2019-0474 · 2020 · External reference
Performance Evaluation of Prism-Based SPR Biosensor for Detection of Colorectal Cancer Under Radiation Damping: Seeking High Figure-of-Merit
10.1007/s11468-025-02807-w · 2025 · External reference
Predicting surgical intensive care unit readmission with machine learning model: Bi-center training and validation
10.1016/j.jcrc.2026.155487 · 2026 · External reference
Exploring the hierarchical framework of the Kirkpatrick model in training evaluation from a developing country
10.1016/j.evalprogplan.2025.102696 · 2025 · External reference
Development and validation of a predictive model for severe complications following ovarian cancer cytoreductive surgery combined with hyperthermic intraperitoneal chemotherapy
10.1016/j.ejso.2026.111493 · 2026 · External reference
Synergistic interaction between surface plasmon resonance effect and built-in electric field: Bi/C3N4 Schottky junction achieves highly CO selective for photoreduction of CO2
10.1016/j.colsurfa.2026.140634 · 2026 · External reference
Enhanced surface plasmon resonance biosensor incorporating NiPS₃ and AlSb for early-stage adrenal cancer detection
10.1016/j.microc.2026.117439 · 2026 · External reference
Surface Plasmon Resonance Sensors for Detection of Chemical and Biological Species
10.1021/cr068107d · 2008 · External reference
Biosensing with Plasmonic Nanosensors
2008 · External reference
Unresolved reference
2016 · External reference
Optimized temporal dynamic graph neural network prediction approach for a highly sensitive multi-channel SPR-PCF based biosensor
2026 · External reference
Machine Learning for SPR Biosensors
2021 · External reference
Physics-Informed Neural Networks
10.1016/j.jcp.2018.10.045 · 2019 · External reference
Towards Enhanced Bladder Cancer Detection using explainable artificial intelligence with a hybrid feature engineering framework on biomedical images
10.1016/j.engappai.2026.113729 · 2026 · External reference
Machine Learning-Based Biosensor Signal Processing
2022 · External reference
High-Performance Medicine
10.1038/s41591-018-0300-7 · 2019 · External reference
Physics-Informed Machine Learning
10.1038/s42254-021-00314-5 · 2021 · External reference
Machine Learning Enhanced SPR Biosensors
10.1016/j.optlastec.2025.113796 · 2025 · External reference
Unresolved reference
External reference
OpenML: networked science in machine learning
10.1145/2641190.2641198 · 2014 · External reference
Deep learning
10.1038/nature14539 · 2015 · External reference
Feature selection and hyperparameter tuning in transformer-based deep learning models for photovoltaic power forecasting using the Swordfish Movement Optimization Algorithm (SMOA
10.1016/j.ijepes.2025.111509 · 2026 · External reference
A comparison of metaheuristic optimizations with automated hyperparameter tuning methods in support vector machines algorithm for predicting soil water characteristic curve
10.1016/j.enggeo.2025.108121 · 2025 · External reference
Comparative performance analysis of optimization algorithms for hyperparameter tuning in LSBoost modeling of mechanical properties in FDM-printed nanocomposites
10.1016/j.eswa.2025.128111 · 2025 · External reference
Surface plasmon resonance sensors for detection of chemical and biological species
10.1021/cr068107d · 2008 · External reference
Deep Learning for Optical Sensor Applications: A Review
2023 · External reference
High-sensitivity dual-parameter PCF-SPR sensor based on bilateral differential polishing and PINN-assisted optimization
2026 · External reference
Adaptive BCH-coded ACM-assisted LSPF-DPLL Scheme for BER Optimization in Dynamic Fading Environments
2026 · External reference
Cable force prediction in cable-stayed bridges using PINN with Bayesian hyperparameter optimization
10.1016/j.istruc.2026.111714 · 2026 · External reference
Design optimization of high-sensitivity PCF-SPR biosensor using machine learning and explainable AI
10.1371/journal.pone.0330944 · 2025 · External reference
Machine learning-enhanced Kretschmann configuration plasmonic biosensor for real-time brain tumor biomarker detection
2025 · External reference
A survey on explainable artificial intelligence (xai): Toward medical xai
10.1109/tnnls.2020.3027314 · 2020 · External reference
Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations,"
10.1016/j.jcp.2018.10.045 · 2019 · External reference
"Evolution of Photonic Crystal Fiber-Based Smart Sensors With Emphasis on Biomedical Applications: A Review
10.1109/jsen.2026.3650816 · 2026 · External reference
Unresolved reference
2025 · External reference
10.3390/mi17010068
10.3390/mi17010068 · External reference
Comprehensive Study of Compression and Texture Integration for Digital Imaging and Communications in Medicine Data Analysis
10.3390/technologies12020017 · 2024 · External reference
A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection
2001 · External reference
An enzyme-inspired specificity in deep learning model for sleep stage classification using multi-channel PSG signals input: Separating training approach and its performance on cross-dataset validation for generalizability
10.1016/j.compbiomed.2024.109138 · 2024 · External reference
Efficient multi-GPU distributed training strategies for neural operator networks: Application to magnetotelluric forward modeling
10.1016/j.cageo.2026.106161 · 2026 · External reference
Aptamer-based electrochemical biosensors: Signal transduction mechanisms, application progress, and future trends
2025 · External reference
Engineering smart biosensors: from nucleic acid boolean logic gates to integrated systems for multiplexed disease biomarker detection
10.1016/j.ccr.2026.217997 · 2026 · External reference
Autoencoder-Enhanced Convolutional Neural Networks for Plantar Pressure–Based Gait Pattern Recognition: Model Development and Cross-Validated Evaluation Study
10.2196/88488 · 2026 · External reference
Frequency-domain demodulated SPR-MZI fiber sensor for decoupled measurement of ethanol vapor concentration and temperature
10.1016/j.infrared.2026.106631 · 2026 · External reference
Salivary monoacetylated polyamines as noninvasive biomarkers for early detection and stratification of oral squamous cell carcinoma: A targeted metabolomics study
10.1016/j.archoralbio.2026.106513 · 2026 · External reference
Performance evaluation of quantum support vector machine for COVID-19 biomarker analysis
10.1016/j.cmpb.2026.109343 · 2026 · External reference
Empirical simulation of internal validation methods for prediction models: comparing k-fold cross-validation with bootstrap-based optimism correction
10.1016/j.jclinepi.2025.112101 · 2026 · External reference
Development and validation of a prediction model for moderate-to-severe radiation dermatitis in patients with nasopharyngeal carcinoma: A machine learning study
10.1016/j.apjon.2026.100944 · 2026 · External reference
An auto-parallel training method for deep learning models with extracting model structural features
10.1016/j.asoc.2026.115426 · 2026 · External reference
Development and validation of a clinlabomics-based machine-learning model for noninvasive risk stratification of moderate-to-severe OSA
10.1016/j.ijmedinf.2026.106474 · 2026 · External reference
Development and validation of a clinical risk stratification model for lumbar vertebral compression fractures in patients with lumbar disc herniation
2026 · External reference
Foundation for unbiased cross-validation of spatio-temporal models for Species Distribution Modeling
10.1016/j.ecoinf.2025.103521 · 2025 · External reference
Survey on deep learning with class imbalance
10.1186/s40537-019-0192-5 · 2019 · External reference
Improved performance of the surface plasmon resonance biosensor based on graphene or MoS2 using silicon
10.1016/j.optcom.2015.10.010 · 2016 · External reference
Sensitivity Enhancement of a Surface Plasmon Resonance Sensor with Platinum Diselenide
10.3390/s20010131 · 2020 · External reference
SPR-based PCF sensors for next generation research: A review
10.1016/j.rinp.2025.108409 · 2025 · External reference
A Novel graph-embedded musical chairs optimization with secure elliptic encryption framework for intelligent edge computing in healthcare iot networks
2026 · External reference
Surface molecular imprinting technology integrated SERS sensing: Emerging trends and future perspectives toward on-site hazardous analysis
10.1016/j.trac.2024.117866 · 2024 · External reference
Exploring the integration of edge computing and blockchain IoT: Principles, architectures, security, and applications
10.1016/j.jnca.2024.103884 · 2024 · External reference
Securing IoT devices in edge computing through reinforcement learning
10.1016/j.cose.2025.104474 · 2025 · External reference
Edge Computing: Vision and Challenges
10.1109/jiot.2016.2579198 · 2016 · External reference
Chapter 17 - Advancing healthcare with artificial intelligence (AI)-driven fog computing and internet of things (IoT) integration: An enhanced approach for improved medical services
2026 · External reference
Chapter 7 - Introduction to advances in fog computing and the IoT for smart healthcare
2026 · External reference
Enhanced surface plasmon resonance biosensor with graphene-black phosphorus heterostructure for ultra-high sensitivity refractive index detection with machine learning for behaviour prediction
10.1371/journal.pone.0332356 · 2025 · External reference
Unresolved reference
External reference
Highly sensitive TiO2/Au/graphene layer-based surface plasmon resonance biosensor for cancer detection
10.3390/bios12080603 · 2022 · External reference
An ultra-sensitive surface plasmon resonance biosensor with PtSe(2) and BlueP/WS(2) heterostructure," (in eng)
10.1016/j.heliyon.2024.e38499 · 2024 · External reference
Nano-layered surface plasmon resonance-based highly sensitive biosensor for virus detection: A theoretical approach to detect SARS-CoV-2
10.1063/5.0046574 · 2021 · External reference
Hybrid structure based high performance SPR sensor: a numerical approach of structure optimization for DNA hybridization
10.1007/s11082-020-02650-9 · 2021 · External reference
Label-Free D-Mannitol Detection Using Vanadium Dioxide and TMDCs-Based Metallic Plasmonic Biosensor
10.1109/tafe.2025.3622866 · 2025 · External reference
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI
10.1016/j.inffus.2019.12.012 · 2020 · External reference
"From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · 2020 · External reference
" Why should i trust you?" Explaining the predictions of any classifier
2016 · External reference
Bayesian Interpolation
1992 · External reference
Intelligent nanosensors towards pathogenic bacteria and their derivatives for infectious disease diagnosis
10.1016/j.trac.2026.118830 · 2026 · External reference
Nanoscale spectroscopic rulers for advanced sensing: From single-molecule detection to intelligent biosensors
10.1016/j.trac.2025.118476 · 2025 · External reference
AI-powered biosensors for food safety: Resolving biomolecular challenges in complex food matrices
10.1016/j.fbp.2026.02.017 · 2026 · External reference
Recent advances in biosensors: structure, principles, classification, and application in bio-manufacturing
10.1016/j.ymeth.2025.07.011 · 2025 · External reference
Early fusion for Autism classification with biomarker detection using rs-fMRI and phenotypic data
10.1016/j.bspc.2025.108020 · 2025 · External reference
Retinal vessel junction detection using vessel guidance and heatmap regression
10.1016/j.measurement.2025.118966 · 2026 · External reference
Feasibility of transperineal prostate biopsy guided by fusion of [18F]F-PSMA-1007 PET/MRI with real-time transrectal ultrasound. Prostate cancer classification using imaging biomarkers and radiomics in PIRADS 3 lesions
2026 · External reference
Uncovering gene expression signatures and diagnostic – Biomarkers in hepatocellular carcinoma through multinomial logistic regression analysis
10.1016/j.jbiotec.2024.09.003 · 2024 · External reference
Electrochemical sensor detection of cardiovascular disease biomarkers and proteomic evaluation: analysis of systemic immune inflammatory index (SII) and all-cause mortality in heart failure patients
10.1016/j.microc.2026.116935 · 2026 · External reference
Trustworthy AI in medical image analysis: A unified perspective built on robustness and layers of trust
2026 · External reference
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI
10.1109/tnnls.2020.3027314 · 2021 · External reference
Machine learning based ensemble approach for cancer detection and classification with explainable AI techniques
2026 · External reference
The brittleness of transformer feature fusion: A comparative study of model robustness in engineering misinformation detection
10.1016/j.rineng.2025.107783 · 2025 · External reference
Dynamic neural networks in biomedical applications: A review from embedded systems to AI-driven interventions
10.1016/j.neucom.2026.132825 · 2026 · External reference
Explainable AI for secure and accurate prediction of bacteriophage virion proteins using NLP descriptors and transformer-guided ideal proximity matrix reconstruction
10.1016/j.chemolab.2026.105648 · 2026 · External reference
Emerging trends in photocatalytic nitrogen fixation and nitrate reduction using MOF & COF-based catalysts: Recent progress and future perspectives
10.1016/j.ccr.2026.217843 · 2026 · External reference
Learning from imbalanced data: open challenges and future directions
10.1007/s13748-016-0094-0 · 2016 · External reference
Emerging rapid detection methods for the monitoring of cardiovascular diseases: Current trends and future perspectives
2025 · External reference
Knowledge mapping and emerging trends of urban resilient infrastructure research in urban studies: Precedent work, current progress and future perspectives
10.1016/j.jclepro.2024.142087 · 2024 · External reference
Unresolved reference
2017 · External reference
Chapter 21 - Securing healthcare records: Fortifying electronic health records through blockchain, fog computing, and internet of things (IoT) integration
2026 · External reference
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI
10.1016/j.inffus.2019.12.012 · 2020 · External reference
A lightweight IoT–edge–cloud framework for Healthcare Internet of Things
10.1016/j.adhoc.2026.104226 · 2026 · External reference
Physics-informed machine learning
10.1038/s42254-021-00314-5 · 2021 · External reference
Edge Computing in Healthcare Using Machine Learning: A Systematic Literature Review
10.1002/widm.70069 · 2026 · External reference
and C. Vacacela Gomez, "MoS2-based biosensor for SARS-CoV-2 detection: a numerical approach
10.3389/fnano.2024.1505751 · 2025 · External reference
Improvement of the performance parameters of the surface plasmon resonance biosensor using Al2O3 and WS2
10.1007/s11082-019-1886-9 · 2019 · External reference
Performance Enhancement of SPR Sensor for Dengue Virus Detection: Influence of Aluminum Nitride and 2D Materials
10.1007/s11468-024-02574-0 · 2024 · External reference
