npj Flexible Electronics最新文献

筛选
英文 中文
Tailoring threshold voltage of R2R printed SWCNT thin film transistors for realizing 4 bit ALU 调整 R2R 印刷 SWCNT 薄膜晶体管的阈值电压以实现 4 位 ALU
IF 14.6 1区 材料科学
npj Flexible Electronics Pub Date : 2024-11-20 DOI: 10.1038/s41528-024-00369-1
Sajjan Parajuli, Younsu Jung, Sagar Shrestha, Jinhwa Park, Chanyeop Ahn, Kiran Shrestha, Bijendra Bishow Maskey, Tae-Yeon Cho, Ji-Ho Eom, Changwoo Lee, Jeong-Taek Kong, Byung-Sung Kim, Taik-Min Lee, SoYoung Kim, Gyoujin Cho
{"title":"Tailoring threshold voltage of R2R printed SWCNT thin film transistors for realizing 4 bit ALU","authors":"Sajjan Parajuli, Younsu Jung, Sagar Shrestha, Jinhwa Park, Chanyeop Ahn, Kiran Shrestha, Bijendra Bishow Maskey, Tae-Yeon Cho, Ji-Ho Eom, Changwoo Lee, Jeong-Taek Kong, Byung-Sung Kim, Taik-Min Lee, SoYoung Kim, Gyoujin Cho","doi":"10.1038/s41528-024-00369-1","DOIUrl":"https://doi.org/10.1038/s41528-024-00369-1","url":null,"abstract":"<p>Despite the roll-to-roll (R2R) gravure printing method emerging as an alternative sustainable technology for fabricating logic circuits based on <i>p-</i> and <i>n-</i>types of single-walled carbon nanotube thin film transistors (<i>p,n-</i>SWCNT-TFTs), the wide variation of large threshold voltage (<i>V</i><sub>th</sub> &gt; ~8) in the R2R printed <i>p,n-</i>SWCNT-TFTs prevents the integration of complementary logic circuit. Here, the <i>V</i><sub>th</sub> variation of the <i>p,n-</i>SWCNT-TFTs was narrowed down by developing a method of using the first gravure roll with the minimized superposition error (&lt; ±40 µm) of engraved registration marks and implementing the R2R doping process for tailoring the <i>V</i><sub>th</sub> using polymer-based <i>p-</i> and <i>n-</i>doping inks. Through those two methods, the R2R printed the <i>p,n-</i>SWCNT-TFTs was tailored to shift <i>V</i><sub>th</sub> to near ±2.7 V and reduce <i>V</i><sub>th</sub> variation to ±1.6 V while the noise margin was improved by 24% so that a large number of R2R printed logic gates could be integrated with clear logic levels at ±10 V of operation voltage. Based on the tailored <i>p,n-</i>SWCNT-TFTs, a fully R2R printed 4-bit arithmetic and logic unit was successfully demonstrated by integrating 156 <i>p,n-</i>SWCNT-TFTs.</p>","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":"99 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2024-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142678320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Flash synthesis of high-performance and color-tunable copper(I)-based cluster scintillators for efficient dynamic X-ray imaging 用于高效动态 X 射线成像的高性能、颜色可调的铜(I)基簇闪烁体的闪速合成
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-11-16 DOI: 10.1038/s41528-024-00365-5
Wenjing Zhao, Yanze Wang, Ruizi Li, Xiaowang Liu, Wei Huang
{"title":"Flash synthesis of high-performance and color-tunable copper(I)-based cluster scintillators for efficient dynamic X-ray imaging","authors":"Wenjing Zhao,&nbsp;Yanze Wang,&nbsp;Ruizi Li,&nbsp;Xiaowang Liu,&nbsp;Wei Huang","doi":"10.1038/s41528-024-00365-5","DOIUrl":"10.1038/s41528-024-00365-5","url":null,"abstract":"","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-8"},"PeriodicalIF":12.3,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00365-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142645892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Full textile-based body-coupled electrical stimulation for wireless, battery-free, and wearable bioelectronics 基于全纺织品的人体耦合电刺激,实现无线、免电池和可穿戴生物电子技术
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-11-14 DOI: 10.1038/s41528-024-00364-6
Myunghwan Song, Junyoung Moon, Hyungseok Yong, Hyeonhui Song, Juneil Park, Jiwoong Hur, Dongchang Kim, Kyungtae Park, Sungwon Jung, Gyeongmo Kim, Sangeui Lee, Deokjae Heo, Kyunghwan Cha, Patrick T. J. Hwang, Jinkee Hong, Giuk Lee, Sangmin Lee
{"title":"Full textile-based body-coupled electrical stimulation for wireless, battery-free, and wearable bioelectronics","authors":"Myunghwan Song,&nbsp;Junyoung Moon,&nbsp;Hyungseok Yong,&nbsp;Hyeonhui Song,&nbsp;Juneil Park,&nbsp;Jiwoong Hur,&nbsp;Dongchang Kim,&nbsp;Kyungtae Park,&nbsp;Sungwon Jung,&nbsp;Gyeongmo Kim,&nbsp;Sangeui Lee,&nbsp;Deokjae Heo,&nbsp;Kyunghwan Cha,&nbsp;Patrick T. J. Hwang,&nbsp;Jinkee Hong,&nbsp;Giuk Lee,&nbsp;Sangmin Lee","doi":"10.1038/s41528-024-00364-6","DOIUrl":"10.1038/s41528-024-00364-6","url":null,"abstract":"Electrical stimulation is effective for various therapeutic applications; however, to increase convenience, it is crucial to eliminate generators and batteries for wireless power transmission. This paper presents a full textile-based body-coupled electrical stimulation (BCES) system designed for wireless electrical stimulation using energy loss from electronic devices and static electricity from physical activity. We developed the BCES socks by knitting conductive threads to ensure stability and comfort. BCES socks generate electric fields ranging from tens to hundreds of millivolts per millimeter, which are sufficient to activate muscle fibers. Experimental and computational analyses confirmed the effective concentration of the electric fields. Human trials demonstrated significant improvements in exercise performance, with a 21.47% increase in calf raise frequency, an 11.97% increase in repetition count, and a 6.25% reduction in muscle fatigue. These results indicate the potential of BCES socks as a practical battery-free solution for enhancing muscle activity and reducing fatigue.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-9"},"PeriodicalIF":12.3,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00364-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142637089","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unobstructive and safe-to-wear watt-level wireless charger 无障碍、可安全佩戴的瓦特级无线充电器
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-11-08 DOI: 10.1038/s41528-024-00363-7
Sangjun Kim, Jonathan Wells, Sarnab Bhattacharya, Hamsi Nathan, Jiaming He, Isabella Tubilla, Heeyong Huh, Pooja Kakani, Ali Farshkaran, Praveenkum Pasupathy, Jianshi Zhou, Emily Porter, Nathan Lazarus, Nanshu Lu
{"title":"Unobstructive and safe-to-wear watt-level wireless charger","authors":"Sangjun Kim,&nbsp;Jonathan Wells,&nbsp;Sarnab Bhattacharya,&nbsp;Hamsi Nathan,&nbsp;Jiaming He,&nbsp;Isabella Tubilla,&nbsp;Heeyong Huh,&nbsp;Pooja Kakani,&nbsp;Ali Farshkaran,&nbsp;Praveenkum Pasupathy,&nbsp;Jianshi Zhou,&nbsp;Emily Porter,&nbsp;Nathan Lazarus,&nbsp;Nanshu Lu","doi":"10.1038/s41528-024-00363-7","DOIUrl":"10.1038/s41528-024-00363-7","url":null,"abstract":"A wearable microgrid that centralizes and distributes harvested energy across different body regions can optimize power utilization and reduce overall battery weight. This setup underscores the importance of developing cable-free wireless power transfer (WPT) systems for mobile and portable devices to eliminate the risks posed by wired connections, especially in dynamic and hazardous environments. We introduce a thin, stretchable, and safe hand band capable of watt-level wireless charging through the widely adopted Qi protocol operating at 130 kHz. The implementation of non-adhesive fabric encapsulation serves to protect the 50-μm-thin spiral copper antenna from mechanical strain, ensuring an overall hand band stretchability of 50%. We also create a stretchable “Ferrofabric”, characterized by a magnetic permeability of 11.3 and a tensile modulus of 75.3 kPa, that provides magnetic shielding for the antenna without compromising wearability. The “Ferrofabric” improves the coil inductance but induces core loss in AC application. By fully understanding and managing loss mechanisms such as the skin effect, proximity effect, core loss, and joule heating, we achieve a wireless charging efficiency of 71% and power delivery of 3.81 W in the kHz frequency range. Our WPT hand band is unobstructive to hand motion and can charge a handheld smartphone as fast as a desktop charger or power a battery-free chest-laminated e-tattoo sensor, with well-managed thermal and electromagnetic safety. Through a holistic electromagnetic, structural, and thermal design, our device culminates in a safe, rugged, and versatile solution for wearable WPT systems.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-15"},"PeriodicalIF":12.3,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00363-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597367","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combustion-assisted low-temperature ZrO2/SnO2 films for high-performance flexible thin film transistors 用于高性能柔性薄膜晶体管的燃烧辅助低温 ZrO2/SnO2 薄膜
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-11-02 DOI: 10.1038/s41528-024-00362-8
Bongho Jang, Junil Kim, Jieun Lee, Geuntae Park, Gyuwon Yang, Jaewon Jang, Hyuk-Jun Kwon
{"title":"Combustion-assisted low-temperature ZrO2/SnO2 films for high-performance flexible thin film transistors","authors":"Bongho Jang,&nbsp;Junil Kim,&nbsp;Jieun Lee,&nbsp;Geuntae Park,&nbsp;Gyuwon Yang,&nbsp;Jaewon Jang,&nbsp;Hyuk-Jun Kwon","doi":"10.1038/s41528-024-00362-8","DOIUrl":"10.1038/s41528-024-00362-8","url":null,"abstract":"We developed high-performance flexible oxide thin-film transistors (TFTs) using SnO2 semiconductor and high-k ZrO2 dielectric, both formed through combustion-assisted sol-gel processes. This method involves the exothermic reaction of fuels and oxidizers to produce high-quality oxide films without extensive external heating. The combustion ZrO2 films were revealed to have an amorphous structure with a higher proportion of oxygen corresponding to the oxide network, which contributes to the low leakage current and frequency-independent dielectric properties. The ZrO2/SnO2 TFTs fabricated on flexible substrates using combustion synthesis exhibited excellent electrical characteristics, including a field-effect mobility of 26.16 cm2/Vs, a subthreshold swing of 0.125 V/dec, and an on/off current ratio of 1.13 × 106 at a low operating voltage of 3 V. Furthermore, we demonstrated flexible ZrO2/SnO2 TFTs with robust mechanical stability, capable of withstanding 5000 cycles of bending tests at a bending radius of 2.5 mm, achieved by scaling down the device dimensions.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-11"},"PeriodicalIF":12.3,"publicationDate":"2024-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00362-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142563144","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analytic modeling and validation of strain in textile-based OLEDs for advanced textile display technologies 先进纺织品显示技术中基于纺织品的有机发光二极管应变的分析建模和验证
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-10-30 DOI: 10.1038/s41528-024-00361-9
Junwoo Lee, Chang-Yeon Gu, Jaehyeock Chang, Eun Hae Cho, Taek-Soo Kim, Kyung Cheol Choi
{"title":"Analytic modeling and validation of strain in textile-based OLEDs for advanced textile display technologies","authors":"Junwoo Lee,&nbsp;Chang-Yeon Gu,&nbsp;Jaehyeock Chang,&nbsp;Eun Hae Cho,&nbsp;Taek-Soo Kim,&nbsp;Kyung Cheol Choi","doi":"10.1038/s41528-024-00361-9","DOIUrl":"10.1038/s41528-024-00361-9","url":null,"abstract":"In the IoT era, the demand for wearable displays is rapidly growing, catalyzing the advancement of research into textile-based organic light-emitting diodes (OLEDs). This growing interest stems particularly from the inherent flexibility of textile-based OLEDs1,2, allowing for seamless integration into the dynamic and interactive functionalities of cutting-edge wearable technology, alongside their superior electrical performance. The durability and mechanical robustness of these displays, especially under physical stress and deformation, are critical to their practical application and longevity. Thus, understanding and enhancing the mechanical properties of textile-based OLEDs is paramount for their successful integration into wearable technologies. However, many studies assessing the mechanical properties of OLEDs have predominantly relied on simplistic bending test outcomes determined by the radius, often neglecting or insufficiently analyzing the strain exerted on the OLEDs atop textile substrates in relation to curvature of these devices. Existing analyses typically presume pure bending, though such an assumption leads to considerable errors in strain estimations, making such approaches problematic if the goal is practical application in actual wearable display products. To address these limitations, an analytic model that includes a comprehensive energy equation is introduced, considering the stretching energy, bending energy, and shear energy of each layer composing the textile substrate. This holistic approach provides a novel formula specifically designed to calculate the top surface strain of textile substrates. Robust validation of this formula is conducted by comparing its results with strain measurements obtained from digital image correlation (DIC) and finite element analysis (FEA) outcomes from ANSYS across various bending radii (or equivalently, curvatures). The close alignment of the calculated strain values with those derived from DIC and FEA not only underscores the precision of this formula but also highlights its significant potential for enhancing the designs and functionalities of future wearable display technologies under real-world conditions.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-14"},"PeriodicalIF":12.3,"publicationDate":"2024-10-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00361-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142541587","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fully biodegradable electrochromic display for disposable patch 用于一次性贴片的完全可生物降解的电致变色显示屏
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-10-29 DOI: 10.1038/s41528-024-00360-w
Se-Hun Kang, Ju-Yong Lee, Joo-Hyeon Park, Sung-Geun Choi, Sang-Ho Oh, Young-Chang Joo, Seung-Kyun Kang
{"title":"Fully biodegradable electrochromic display for disposable patch","authors":"Se-Hun Kang,&nbsp;Ju-Yong Lee,&nbsp;Joo-Hyeon Park,&nbsp;Sung-Geun Choi,&nbsp;Sang-Ho Oh,&nbsp;Young-Chang Joo,&nbsp;Seung-Kyun Kang","doi":"10.1038/s41528-024-00360-w","DOIUrl":"10.1038/s41528-024-00360-w","url":null,"abstract":"Flexible and biodegradable electronics have emerged as a promising solution for escalating electronic waste issue caused by the rapid development of skin patch electronics. Fully biodegradable displays are essential for visualizing biological/physical/chemical/electrochemical signals measured by a wide range of skin patch electronics. Here we propose fully biodegradable electrochromic display providing low operating voltage and low power consumption. The biodegradable transparent conductive electrode was fabricated by transferring free-standing tungsten nanomesh onto poly lactic-co-glycolic acid substrate using electrospinning templating, minimizing damage to the substrate. Electrochromic layer was tungsten oxide which is biodegradable, and a ferrocyanide/ferricyanide redox agent was utilized as a counter electrode reaction to enhance operational stability in an aqueous electrolyte by reducing operating voltage and side reactions. This display successfully visualized diverse signals from various biodegradable electronics such as UV sensors and electrochemical transistors, and finally underwent eco-friendly degradation in phosphate-buffered saline or soil under mild conditions.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-11"},"PeriodicalIF":12.3,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00360-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142536909","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Strain-dependent charge trapping and its impact on the operational stability of polymer field-effect transistors 应变电荷捕获及其对聚合物场效应晶体管工作稳定性的影响
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-10-24 DOI: 10.1038/s41528-024-00359-3
Sangsik Park, Seung Hyun Kim, Hansol Lee, Kilwon Cho
{"title":"Strain-dependent charge trapping and its impact on the operational stability of polymer field-effect transistors","authors":"Sangsik Park,&nbsp;Seung Hyun Kim,&nbsp;Hansol Lee,&nbsp;Kilwon Cho","doi":"10.1038/s41528-024-00359-3","DOIUrl":"10.1038/s41528-024-00359-3","url":null,"abstract":"Despite recent dramatic improvements in the electronic characteristics of stretchable organic field-effect transistors (FETs), their low operational stability remains a bottleneck for their use in practical applications. Here, the operational stability, especially the bias-stress stability, of semiconducting polymer-based FETs under various tensile strains is investigated. Analyses on the structure of stretched semiconducting polymer films and spectroscopic quantification of trapped charges within them reveal the major cause of the strain-dependent bias-stress instability of the FETs. Devices with larger strains exhibit lower stability than those with smaller strains because of the increased water content, which is accompanied by the formation of cracks and nanoscale cavities in the semiconducting polymer film as results of the applied strain. The strain-dependence of bias-stress stability of stretchable OFETs can be eliminated by passivating the devices to avoid penetration of water molecules. This work provides new insights for the development of bias-stable stretchable OFETs.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-12"},"PeriodicalIF":12.3,"publicationDate":"2024-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00359-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142488641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Flexible TiO2-WO3−x hybrid memristor with enhanced linearity and synaptic plasticity for precise weight tuning in neuromorphic computing 具有增强线性和突触可塑性的柔性 TiO2-WO3-x 混合记忆晶体管,可用于神经形态计算中的精确权重调整
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-10-22 DOI: 10.1038/s41528-024-00356-6
Jianyong Pan, Hao Kan, Zhaorui Liu, Song Gao, Enxiu Wu, Yang Li, Chunwei Zhang
{"title":"Flexible TiO2-WO3−x hybrid memristor with enhanced linearity and synaptic plasticity for precise weight tuning in neuromorphic computing","authors":"Jianyong Pan,&nbsp;Hao Kan,&nbsp;Zhaorui Liu,&nbsp;Song Gao,&nbsp;Enxiu Wu,&nbsp;Yang Li,&nbsp;Chunwei Zhang","doi":"10.1038/s41528-024-00356-6","DOIUrl":"10.1038/s41528-024-00356-6","url":null,"abstract":"Tungsten oxide (WO3)-based memristors show promising applications in neuromorphic computing. However, single-layer WO3 memristors suffer from issues such as weak memory performance and nonlinear conductance variations. In this work, a functional layer based on the hybrids of WO3−x and TiO2 is proposed for constructing flexible memristors featuring outstanding synaptic characteristics. Applying diverse electrical stimulations to the memristor enables a range of synaptic functions, elucidating its conduction mechanism through the conductive filament model. The incorporation of TiO2 not only enhances the memristor’s memory characteristics but makes its conductance more linear, symmetrical and uniform during the long-term changes. Furthermore, in view of the enhanced device performance by TiO2 doping, the potential of this device for simple behavioral simulation and processing of complex computing problems is explored. The “learning-forgetting-relearning” characteristics and device integrability are visually demonstrated. Applying the device to a convolutional neural network, the recognition accuracy of MNIST handwritten digits reaches 98.7%.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-12"},"PeriodicalIF":12.3,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00356-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142486882","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-time deep learning-assisted mechano-acoustic system for respiratory diagnosis and multifunctional classification 用于呼吸诊断和多功能分类的实时深度学习辅助机械声学系统
IF 12.3 1区 材料科学
npj Flexible Electronics Pub Date : 2024-10-21 DOI: 10.1038/s41528-024-00355-7
Hee Kyu Lee, Sang Uk Park, Sunga Kong, Heyin Ryu, Hyun Bin Kim, Sang Hoon Lee, Danbee Kang, Sun Hye Shin, Ki Jun Yu, Juhee Cho, Joohoon Kang, Il Yong Chun, Hye Yun Park, Sang Min Won
{"title":"Real-time deep learning-assisted mechano-acoustic system for respiratory diagnosis and multifunctional classification","authors":"Hee Kyu Lee,&nbsp;Sang Uk Park,&nbsp;Sunga Kong,&nbsp;Heyin Ryu,&nbsp;Hyun Bin Kim,&nbsp;Sang Hoon Lee,&nbsp;Danbee Kang,&nbsp;Sun Hye Shin,&nbsp;Ki Jun Yu,&nbsp;Juhee Cho,&nbsp;Joohoon Kang,&nbsp;Il Yong Chun,&nbsp;Hye Yun Park,&nbsp;Sang Min Won","doi":"10.1038/s41528-024-00355-7","DOIUrl":"10.1038/s41528-024-00355-7","url":null,"abstract":"Epidermally mounted sensors using triaxial accelerometers have been previously used to monitor physiological processes with the implementation of machine learning (ML) algorithm interfaces. The findings from these previous studies have established a strong foundation for the analysis of high-resolution, intricate signals, typically through frequency domain conversion. In this study we integrate a wireless mechano-acoustic sensor with a multi-modal deep learning system for the real-time analysis of signals emitted by the laryngeal prominence area of the thyroid cartilage at frequency ranges up to 1 kHz. This interface provides real-time data visualization and communication with the ML server, creating a system that assesses severity of chronic obstructive pulmonary disease and analyzes the user’s speech patterns.","PeriodicalId":48528,"journal":{"name":"npj Flexible Electronics","volume":" ","pages":"1-12"},"PeriodicalIF":12.3,"publicationDate":"2024-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41528-024-00355-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142452075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信