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Deep Learning-Assisted Organogel Pressure Sensor for Alphabet Recognition and Bio-Mechanical Motion Monitoring
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作者 Kusum Sharma Kousik Bhunia +5 位作者 Subhajit Chatterjee muthukumar perumalsamy Anandhan Ayyappan Saj Theophilus Bhatti Yung‑Cheol Byun Sang-Jae Kim 《Nano-Micro Letters》 2026年第2期644-663,共20页
Wearable sensors integrated with deep learning techniques have the potential to revolutionize seamless human-machine interfaces for real-time health monitoring,clinical diagnosis,and robotic applications.Nevertheless,... Wearable sensors integrated with deep learning techniques have the potential to revolutionize seamless human-machine interfaces for real-time health monitoring,clinical diagnosis,and robotic applications.Nevertheless,it remains a critical challenge to simultaneously achieve desirable mechanical and electrical performance along with biocompatibility,adhesion,self-healing,and environmental robustness with excellent sensing metrics.Herein,we report a multifunctional,anti-freezing,selfadhesive,and self-healable organogel pressure sensor composed of cobalt nanoparticle encapsulated nitrogen-doped carbon nanotubes(CoN CNT)embedded in a polyvinyl alcohol-gelatin(PVA/GLE)matrix.Fabricated using a binary solvent system of water and ethylene glycol(EG),the CoN CNT/PVA/GLE organogel exhibits excellent flexibility,biocompatibility,and temperature tolerance with remarkable environmental stability.Electrochemical impedance spectroscopy confirms near-stable performance across a broad humidity range(40%-95%RH).Freeze-tolerant conductivity under sub-zero conditions(-20℃)is attributed to the synergistic role of CoN CNT and EG,preserving mobility and network integrity.The Co N CNT/PVA/GLE organogel sensor exhibits high sensitivity of 5.75 k Pa^(-1)in the detection range from 0 to 20 k Pa,ideal for subtle biomechanical motion detection.A smart human-machine interface for English letter recognition using deep learning achieved 98%accuracy.The organogel sensor utility was extended to detect human gestures like finger bending,wrist motion,and throat vibration during speech. 展开更多
关键词 Wearable ORGANOGEL Deep learning Pressure sensor Bio-mechanical motion
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Tunable Phase‑Engineered Polyhydroxybutyrate Fibrous Mat:An Energy Autonomous,Temperature‑Responsive Platform for Wearable Application
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作者 Kusum Sharma Nagamalleswara Rao Alluri +6 位作者 Asokan Poorani Sathya Prasanna muthukumar perumalsamy Anandhan Ayyappan Saj Yeonkyeong Ryu Ju‑Hyuck Lee Kwi‑Il Park Sang‑Jae Kim 《Advanced Fiber Materials》 2025年第5期1446-1461,共16页
Biodegradable and biocompatible organic polymers play a pivotal role in designing the next generation of wearable smart electronics,reducing electronic waste and carbon emissions while promoting a toxin-free environme... Biodegradable and biocompatible organic polymers play a pivotal role in designing the next generation of wearable smart electronics,reducing electronic waste and carbon emissions while promoting a toxin-free environment.Herein,an electrospun fibrous polyhydroxybutyrate(PHB)organic mat-based,energy-autonomous,skin-adaptable temperature sensor is developed,eliminating the need for additional storage or circuit components.The electrospun PHB mat exhibits an enhancedβ-crystalline phase with aβ/αphase ratio of 3.96 using 1,1,1,3,3,3-hexafluoro-2-propanol as a solvent.Solvent and film processing techniques were tailored to obtain high-quality PHB films with the desired thickness,flexibility,and phase conversion.The PHB mat-based temperature sensor(PHB–TS)exhibits a negative temperature coefficient of resistance,with a sensitivity of−2.94%/°C and a thermistor constant of 4676 K,outperforming pure metals and carbon-based sensors.A triboelectric nanogenerator(TENG)based on the enhancedβ-phase PHB mat was fabricated,delivering an output of 156 V,0.43μA,and a power density of 1.71 mW/m^(2).The energy-autonomous PHB–TS was attached to the index finger to monitor temperature changes upon contact with hot and cold surfaces,demonstrating good reliability and endurance. 展开更多
关键词 POLYHYDROXYBUTYRATE Self-powered sensor Triboelectric nanogenerator THERMISTOR Electrospinning
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Rational Design of Atomically Immobilized Fe-N_(4) Sites via Acid-Amine Chemistry:Leveraging Metal Ionic Assistance for Precise Morphology Control
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作者 Arunprasath Sathyaseelan Vijayakumar Elumalai +5 位作者 muthukumar perumalsamy Swapnil Shital Nardekar Arul Saravanan Raaju Sundhar S.C.Karthikeyan Dong Jin Yoo Sang-Jae Kim 《SusMat》 2025年第1期101-110,共10页
Tailoring atomically dispersed single-atom catalyst(Fe-SAC)holding well-defined coordination structure(Fe-N_(4))along with precise control over morphology is a critical challenge.Herein,we propose a novel acid-amine c... Tailoring atomically dispersed single-atom catalyst(Fe-SAC)holding well-defined coordination structure(Fe-N_(4))along with precise control over morphology is a critical challenge.Herein,we propose a novel acid-amine coupling reaction between metalchelated ionic liquid([1-(3-aminopropyl)3-methylimidazolium tetrachloroferrate(III)][APIM]+[FeCl_(4)]−)and carboxylic groups of carbon allotropes(C=GO,CNT,CNF,and vX-72)to precisely immobilize Fe-N_(x) sites.Out of designed single-atom catalyst(IL-Fe-SAC-C),Fe-N_(4) on graphene(IL-Fe-SAC-Gr)delivered superior oxygen reduction reaction(ORR)activity by holding higher halfwave potential of 0.882 V versus RHE in 1.0 M KOH akin to Pt/C(0.878 V vs.RHE)and surpassing recently reported M–N–C catalysts with superior ethanol tolerance.Thanks to higher graphitization degree,enhanced surface characteristics,and richness in high-density Fe-N_(4) sites of IL-Fe-SAC-Gr confirmed by XPS,X-ray absorption spectroscopy(XAS),and HAADF analysis.The IL-Fe-SAC-Gr catalyst-coated cathode on testing in flexible direct ethanol fuel cells(f-DEFC)delivered higher peak power density of 18mWcm^(−2) by outperforming Pt/C-based cathode by 3.5 times as a result of excellent ethanol tolerance.Further,the developed f-DEFCsuccessfully powered the Internet of Things(IoT)-based health monitoring system.This method demonstrates novel strategy to tailor high-performance single-atom(Fe-SAC-C)sites on desired morphologies to meet specific application requirements with feasibility and versatility. 展开更多
关键词 carbon allotropes flexible direct ethanol fuel cells IoT-based health monitoring systems oxygen reduction reaction(ORR) single-atom catalyst
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