Microchimica Acta, Journal Year: 2024, Volume and Issue: 191(11)
Published: Oct. 15, 2024
Language: Английский
Microchimica Acta, Journal Year: 2024, Volume and Issue: 191(11)
Published: Oct. 15, 2024
Language: Английский
Materials Today Sustainability, Journal Year: 2024, Volume and Issue: unknown, P. 101068 - 101068
Published: Dec. 1, 2024
Language: Английский
Citations
8Journal of The Electrochemical Society, Journal Year: 2024, Volume and Issue: 171(9), P. 097503 - 097503
Published: Aug. 5, 2024
The burgeoning intersection of machine learning (ML) with electrochemical sensing heralds a transformative era in analytical science, pushing the boundaries what’s possible detecting and quantifying chemical substances unprecedented precision efficiency. This convergence has accelerated number discoveries, improving sensors’ sensitivity, selectivity, ability to comprehend complicated data streams real-time. Such advancements are crucial across various applications, from monitoring health biomarkers environmental pollutants ensuring industrial safety. Yet, this integration is not without its challenges; it necessitates navigating intricate ethical considerations around use, robust privacy measures, developing specialized software tools that balance accessibility security. As field progresses, addressing these challenges head-on essential for harnessing full potential ML-enhanced sensing. review briefly explores dimensions, spotlighting significant technological strides, landscape, dynamic interplay between open-source proprietary solutions while also casting forward gaze at promising future directions interdisciplinary venture.
Language: Английский
Citations
6Electrochimica Acta, Journal Year: 2023, Volume and Issue: 475, P. 143664 - 143664
Published: Dec. 13, 2023
Language: Английский
Citations
12Environmental Research, Journal Year: 2024, Volume and Issue: 262, P. 119801 - 119801
Published: Aug. 13, 2024
Language: Английский
Citations
4Journal of Pharmaceutical and Biomedical Analysis Open, Journal Year: 2024, Volume and Issue: 4, P. 100041 - 100041
Published: Sept. 6, 2024
Language: Английский
Citations
4Advanced Engineering Materials, Journal Year: 2024, Volume and Issue: unknown
Published: Sept. 8, 2024
Recent advancements in artificial intelligence (AI) technologies, particularly machine learning (ML) techniques, have opened up a promising frontier the development of intelligent soft bioelectronics, demonstrating unparalleled performance interfacing with human body. Hydrogels, owing to their unique combination biocompatibility, tunable mechanical properties, and high water content, emerged as versatile platform for constructing bioelectronic devices. Functionalized hydrogels, such conductive can efficiently capture biosignals from various target tissues while seamlessly forming conformal reliable interfaces. They also function an intermediary layer between biological bioelectronics diagnosis therapy purposes. Meanwhile, ML has demonstrated its efficacy processing extensive datasets collected bioelectronics. The convergence hydrogel‐based unlocked myriad possibilities unprecedented diagnostics, therapeutics, beyond. In this review, latest advances are introduced. After briefly describing materials device strategies high‐performance hydrogel how be integrated augment functionalities is discussed. examples ML‐integrated then Finally, review concluded by introducing future potential applications AI alongside inherent challenges interdisciplinary domain.
Language: Английский
Citations
4Advanced Sensor Research, Journal Year: 2025, Volume and Issue: unknown
Published: Jan. 23, 2025
Abstract Biorecognition elements immobilized into nanopores have transformed point‐of‐care (POC) diagnostics by converting molecular interactions electrical and fluorescent signals.This study introduces Bio‐Sensei, a high‐throughput screening (HTS) microfluidic platform based on nanopore biosensing. Integrating robotic sampler, electrochemical, fluorescence setup, Bio‐Sensei operates as an Internet of Things (IoT) with integrated data analysis. The platform's utility is demonstrated functionalized amino terminal Cu(II)‐ Ni(II)‐binding (ATCUN) peptide ion track‐etched membrane. Automated testing atchieves significantly higher F‐stat value than the critical treshold, while unsupervised clustering reveals optimalnanopores pore size. biosensordemonstrates remarkable stability, selectivity, sensitivity detection limits 10 −6 using −15 Musing cyclic voltammetry measurements. Combining these methods enhances machine learning models for Cu 2+ concentration prediction, achieving receiver operating characteristic area under curve values exceeding 95%.
Language: Английский
Citations
0Sensing and Bio-Sensing Research, Journal Year: 2025, Volume and Issue: unknown, P. 100771 - 100771
Published: Feb. 1, 2025
Language: Английский
Citations
0Sensors, Journal Year: 2025, Volume and Issue: 25(5), P. 1367 - 1367
Published: Feb. 23, 2025
Wearable sensors have appeared as a promising solution for real-time, non-invasive monitoring in diverse fields, including healthcare, environmental sensing, and wearable electronics. Surface-enhanced Raman spectroscopy (SERS)-based leverage the unique properties of SERS, such plasmonic signal enhancement, high molecular specificity, potential single-molecule detection, to detect identify wide range analytes with ultra-high sensitivity selectivity. However, it is important note that utilize various sensing mechanisms, not all rely on SERS technology, their design depends specific application. This comprehensive review highlights recent trends advancements technologies, focusing design, fabrication, integration into practical devices. Key innovations material selection, use nanomaterials flexible substrates, significantly enhanced sensor performance wearability. Moreover, we discuss challenges miniaturization, power consumption, long-term stability, along solutions address these issues. Finally, outlook technologies presented, emphasizing need interdisciplinary research drive next generation smart wearables capable real-time health diagnostics, monitoring, beyond.
Language: Английский
Citations
0TrAC Trends in Analytical Chemistry, Journal Year: 2025, Volume and Issue: 187, P. 118196 - 118196
Published: Feb. 27, 2025
Language: Английский
Citations
0