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Enhancing Well-Being and Alleviating Stress via Wearable-Driven Emotion Recognition and EQ Intentional Practice With Deep Reinforcement Learning 通过穿戴式驱动的情绪识别和深度强化学习的情商有意练习增强幸福感和缓解压力
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-11 DOI: 10.1109/LSENS.2024.3515881
Yuexin Liu;Amir Tofighi Zavareh;Ben Zoghi
This research design delves into a groundbreaking study that highlights the innovative use of wearables and deep reinforcement learning to enhance emotional well-being and manage stress. With a focus on leveraging wearable sensor technology, specifically the Empatica EmbracePlus device, the research unfolds at the intersection of emotional intelligence (EQ) augmentation, emotion recognition, and intentional EQ practice. Leveraging the potential of wearables, participants were selected from the Master of Engineering Technical Management program at Texas A&M University based on their involvement in studies related to EQ and management. The objective is to investigate personalized strategies for improving emotional well-being through three interconnected aims: first, exploring the relationship between EQ, stress management, and physiological indicators using wearable technology; second, evaluating the effectiveness of intentional EQ practices in improving emotional well-being and reducing stress; and third, utilizing machine learning to optimize the impact of intentional practices on overall well-being. This approach underscores the potential of wearables to illuminate the physiological responses accompanying mindfulness practices, offering fresh insights into the dynamic relationship between EQ, stress management, and intentional well-being enhancement.
这项研究设计深入研究了一项突破性的研究,强调了可穿戴设备和深度强化学习的创新使用,以增强情绪健康和管理压力。该研究的重点是利用可穿戴传感器技术,特别是Empatica的恩布拉eplus设备,在情商(EQ)增强、情绪识别和有意识的情商实践的交叉点展开。为了充分利用可穿戴设备的潜力,参与者从德州农工大学的工程技术管理硕士项目中挑选出来,他们参与了与情商和管理相关的研究。目的是通过三个相互关联的目标来研究改善情绪健康的个性化策略:第一,利用可穿戴技术探索情商、压力管理和生理指标之间的关系;第二,评估有意识情商实践在改善情绪健康和减轻压力方面的有效性;第三,利用机器学习优化有意实践对整体幸福感的影响。这种方法强调了可穿戴设备在阐明正念练习伴随的生理反应方面的潜力,为情商、压力管理和有意识的幸福感增强之间的动态关系提供了新的见解。
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引用次数: 0
Pioneering 3-D-Printed Devices With Triboelectric Nanogenerators for Advanced Self-Powered Force Sensing 开创性的3d打印设备与摩擦电纳米发电机先进的自供电力传感
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1109/LSENS.2024.3514533
Shingirirai Chakoma;Jerome Rajendran;Xiaochang Pei;Anita Ghandehari;Jorge Alfonso Tavares Negrete;Rahim Esfandyarpour
In this letter, we developed a self-powered, flexible, and multi-nanomaterial 3-D-printed triboelectric nanogenerator (TENG)-force sensor designed to address the limitations of traditional force sensors, which are often rigid, bulky, and reliant on external power sources. The sensor leverages the unique triboelectric properties of the MXene/polyaniline (PANI) composite and styrene-ethylene-butylene-styrene, functioning through triboelectric charges generated during contact and separation cycles. The TENG device achieved a maximum output voltage of 680 V and a peak power density of 900 mW/m2; under optimal conditions of 6 Hz contact frequency and 40 N force. It also demonstrated a maximum sensitivity of 1.3 pF/N within the 1–10 N force range. Extensive testing confirmed the sensor's long-term environmental stability, attributed to the protective PANI layer preventing MXene oxidation. These results highlight the potential of our TENG device for sustainable, self-powered, and long-term force-sensing applications.
在这封信中,我们开发了一种自供电,柔性和多纳米材料的3d打印摩擦电纳米发电机(TENG)-力传感器,旨在解决传统力传感器的局限性,这些传感器通常是刚性的,笨重的,并且依赖于外部电源。该传感器利用了MXene/聚苯胺(PANI)复合材料和苯乙烯-乙烯-丁烯-苯乙烯的独特摩擦电特性,通过接触和分离循环过程中产生的摩擦电荷发挥作用。该TENG器件最大输出电压为680 V,峰值功率密度为900 mW/m2;在6 Hz接触频率和40 N力的最优条件下。在1-10 N的力范围内,最大灵敏度为1.3 pF/N。广泛的测试证实了传感器的长期环境稳定性,这归功于保护聚苯胺层防止MXene氧化。这些结果突出了我们的TENG设备在可持续、自供电和长期力传感应用方面的潜力。
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引用次数: 0
High-Responsivity Waveguide-Integrated ${{mathbf{G}{{mathbf{e}}_{1 - {bm{x}}}}mathbf{S}{{mathbf{n}}_{bm{x}}}}}/{{mathbf{Ge}}}$-Based p-i-n Photodetectors on Silicon Platform for Short-Wave Infrared Applications 高响应波导集成${mathbf{G}{{mathbf{e}}_{1 - {bm{x}}}}mathbf{S}{{mathbf{n}}_{bm{x}}}}}/{{mathbf{Ge}}}$基于硅平台的短波红外p-i-n光电探测器
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1109/LSENS.2024.3512942
Harshvardhan Kumar;Rikmantra Basu
This letter presents a novel approach to improve the optical responsivity by developing $mathrm{G}{{mathrm{e}}_{1 - x}}mathrm{S}{{mathrm{n}}_x}/text{Ge}$ waveguide-integrated p-i-n photodetectors (WGPDs) on the silicon (Si) platform. The proposed WGPD demonstrates an absorbance of ∼99%, which is 50% greater than the absorbance shown by the conventional p-i-n PD. In addition, the WG core's height and the PD's length significantly impact the optical evanescent field. Specifically, when the WG core height is increased, it results in a decrease in responsivity. On the other hand, increasing the PD length leads to increased responsivity. As a result of optimizing the WG core height and PD length, the WGPD achieves an unprecedented level of responsivity at a wavelength of 1.55 µm. The responsivity at a wavelength of 1.55 µm is >1.97A/W, surpassing the performance of both conventional p-i-n PD and previously theoretically reported values. It is remarkable to note that this value of responsivity is the highest theoretical value to date. Therefore, the proposed $mathrm{G}{{mathrm{e}}_{1 - x}}mathrm{S}{{mathrm{n}}_x}/text{Ge}$-on-Si WGPD presents a promising opportunity for developing high-performance optical receivers in short-wave infrared (SWIR) bands.
本文提出了一种在硅(Si)平台上开发$mathrm{G}{{mathrm{e}}_{1 - x}}mathrm{S}{{mathrm{n}}_x}/text{Ge}$波导集成p-i-n光电探测器(wgpd)来提高光响应性的新方法。所提出的WGPD的吸光度为99%,比传统的p-i-n PD的吸光度高50%。此外,WG核心的高度和PD的长度对光倏逝场有显著影响。具体来说,当WG核心高度增加时,它会导致响应度下降。另一方面,增加PD长度会增加响应性。由于优化了WG核心高度和PD长度,WGPD在1.55 μ m波长处达到了前所未有的响应水平。在1.55µm波长处的响应度为>1.97A/W,超过了传统p-i-n PD的性能和先前理论报道的值。值得注意的是,这个响应性值是迄今为止最高的理论值。因此,所提出的$mathrm{G}{{mathrm{e}}_{1 - x}}mathrm{S}{{mathrm{n}}_x}/text{Ge}$-on- si WGPD为开发高性能短波红外(SWIR)波段光接收机提供了很好的机会。
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引用次数: 0
A Miniaturized Shoe-Integrated Wearable Sensory System for Continuous Passive Body Weight Monitoring 用于连续被动体重监测的小型化鞋集成可穿戴传感系统
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1109/LSENS.2024.3514775
Asim Arif;Shahzad Muzaffar;Ibrahim M. Elfadel
In this letter, we report on the very first shoe-integrated sensory system for continuous body weight monitoring that is free of motion sensors and that can operate uninterrupted on a coin cell battery for 20 days. In contrast with shoe-integrated sensory systems that focus on gait analysis, fall detection, or diabetes foot, the proposed system is designed to enable continuous body weight monitoring “in the wild.” Its implementation features a custom highly miniaturized PCB that can be inserted into the back of the shoe, a unique undershoe interconnect fabric for signal routing and processing, and a smartphone app for body weight monitoring and recording. This novel wearable sensory system represents a major advance over our prior prototype, achieving a volume reduction of more than 98%, a weight reduction of more than 97%, and the replacement of a bulky 10 000 mAh battery pack with a 750 mAh coin cell battery. The novel wearable sensory system addresses the major clinical problem of patient compliance with monitoring and treatment protocols that require frequent measurements of body weight, as is the case with congestive heart failure, diabetes, and several forms of cancer.
在这封信中,我们报告了第一个集成在鞋子上的连续体重监测传感系统,该系统没有运动传感器,可以在硬币电池上不间断地运行20天。与专注于步态分析、跌倒检测或糖尿病足的鞋集成传感系统相比,该系统旨在实现“在野外”持续的体重监测。它的实现特点是一个定制的高度小型化的PCB,可以插入到鞋的后面,一个独特的鞋底互连织物,用于信号路由和处理,以及一个用于体重监测和记录的智能手机应用程序。这种新颖的可穿戴传感系统代表了我们之前的原型的重大进步,实现了超过98%的体积缩小,超过97%的重量减轻,并且用750毫安时的硬币电池取代了笨重的10,000毫安时电池组。这种新型的可穿戴传感系统解决了患者是否遵守需要频繁测量体重的监测和治疗方案的主要临床问题,如充血性心力衰竭、糖尿病和几种癌症。
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引用次数: 0
In-Situ Synthesized Co-rGO Nanocomposite: A Robust Selective Material for Phosphate Electrochemical Sensor 原位合成Co-rGO纳米复合材料:一种用于磷酸盐电化学传感器的鲁棒选择材料
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1109/LSENS.2024.3512604
Nishchitha N K;Sanket Goel
The recent advancements in the in-situ synthesis of various nanomaterials have garnered significant interest and been widely utilized across multiple industries. In this context, this study presents the development of a highly sensitive sensor for the detection of inorganic phosphate from human serum. This sensor utilizes a laser-assisted ultra-rapid in-situ synthesized cobalt-reduced graphene oxide (Co-rGO) composite. Structural and morphological changes were observed and optimized using standard characterization techniques. The developed sensor verified remarkable performance within a linear range of 1 to 100 mM, exhibiting a detection limit of 0.052 mM for phosphate. In the future, the method for developing an in-situ material will be able to initiate a larger scale rapid composite material synthesis and a disposal sensor with a portable, user-friendly phosphate sensor for adults and patients with renal disease.
近年来,原位合成各种纳米材料的研究取得了重大进展,并在多个行业得到了广泛应用。在此背景下,本研究提出了一种高灵敏度传感器的发展,用于从人血清中检测无机磷酸盐。该传感器采用激光辅助超快速原位合成钴还原氧化石墨烯(Co-rGO)复合材料。结构和形态变化观察和优化使用标准表征技术。该传感器在1 ~ 100 mM的线性范围内具有出色的性能,对磷酸盐的检测限为0.052 mM。在未来,这种原位材料的开发方法将能够启动更大规模的快速复合材料合成,以及用于成人和肾病患者的便携式、用户友好型磷酸盐传感器的处置传感器。
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引用次数: 0
Deforestation Segmentation Approach Based on Time of Event Occurrence Using Multitemporal Satellite Data 基于事件发生时间的多时相卫星数据森林砍伐分割方法
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1109/LSENS.2024.3512880
Yeonju Choi;Dongoo Lee;SungTae Moon
Deforestation in the Amazon rainforest is approaching historically worst levels, and accurate estimation of deforested areas is crucial to protect against further deforestation. In this letter, we propose a forest deforestation segmentation approach based on Mask2Former, which utilizes multisatellite information and an optimized backbone network. Particularly, we enable the determination of whether to use the corresponding optical imagery during the training phase based on the amount of cloud cover and applied a model to compensate for the resulting data sparsity. The model reflects deforestation occurrence information at specific points in time in the deforestation predictions at points in the same time series, thereby detecting deforestation with high accuracy while compensating for data shortages. In experiments, the proposed method achieved excellent performance, with a pixel accuracy of 91.1% and an F1 score of 88.8%. This method was validated by achieving the best segmentation performance for deforested areas in the official CVPR MultiEarth Workshop 2023 challenge.
亚马逊雨林的森林砍伐正在接近历史上最严重的水平,对森林砍伐面积的准确估计对于防止进一步的森林砍伐至关重要。在这封信中,我们提出了一种基于Mask2Former的森林砍伐分割方法,该方法利用多卫星信息和优化的骨干网。特别是,我们能够在训练阶段根据云量确定是否使用相应的光学图像,并应用模型来补偿由此产生的数据稀疏性。该模型在同一时间序列各点的毁林预测中反映了特定时间点的毁林发生信息,从而在补偿数据不足的同时高精度地检测到毁林。在实验中,该方法取得了优异的性能,像素精度为91.1%,F1分数为88.8%。在官方的CVPR MultiEarth Workshop 2023挑战赛中,该方法获得了最佳的森林砍伐区域分割性能。
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引用次数: 0
Tuned Amplifier With Embedded Dual-Parameter LC Sensor 嵌入式双参数LC传感器调谐放大器
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1109/LSENS.2024.3508272
Noah Becker;Quentin Currier-Moritsugu;Virgilio Valente
LC sensors represent a very practical and efficient solution for low-power, low-cost, and highly scalable wireless sensors, in a wide range of medical, industrial, automotive, and agricultural applications. Conventional LC sensing circuits consist of a capacitive sensor and an inductive link. A change in capacitance is translated to a shift in resonance frequency, that can be recorded by a reader coil. These sensors are limited to measuring one parameter (change in capacitance). There is scope to extend the capabilities of LC sensors to monitor two parameters simultaneously. We have recently proposed an inductive sensor for pressure/displacement monitoring that can be combined with a capacitive sensor. In this letter, we present the working principle of a tuned amplifier with a dual-parameter LC sensor. This letter represents a proof-of-concept for the development of future more compact and scalable LC sensors.
LC传感器代表了一种非常实用和高效的解决方案,用于低功耗,低成本和高度可扩展的无线传感器,在广泛的医疗,工业,汽车和农业应用中。传统的LC传感电路由电容式传感器和电感式链路组成。电容的变化转化为谐振频率的变化,这可以被读取器线圈记录下来。这些传感器仅限于测量一个参数(电容的变化)。可以扩展LC传感器的功能,以同时监测两个参数。我们最近提出了一种用于压力/位移监测的电感式传感器,可以与电容式传感器结合使用。在这封信中,我们介绍了一个双参数LC传感器调谐放大器的工作原理。这封信代表了未来更紧凑和可扩展的LC传感器开发的概念验证。
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引用次数: 0
Pulse Wave Measurement With In-Ear Headphones While Music Playback 脉冲波测量与入耳式耳机,同时播放音乐
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1109/LSENS.2024.3512200
Roman Kusche;Daniel Dichte;Jean Carlos Herzog Gomez;Tobias Thölen
The continuous acquisition of the arterial pulse wave can be used to determine the heart rate and to estimate the blood pressure. Existing wearables require special sensors and often only detect the pulse wave at the extremities from the peripheral blood vessels, far away from the heart and aorta. In addition, these wearables are sometimes expensive and uncomfortable. The objective of this work is therefore the development of a comfortable wearable measurement system that continuously acquires the pulse wave. The approach presented in this work is based on the minor deformation of the ear canal when the pulse wave arrives. By sealing the ear canal using commercial headphones, these deformations are converted into small changes in air pressure. These pressure changes are detected directly by the headphones and converted into an electrical signal. An electronic measuring system was developed to record pulse waves and play music simultaneously. This system can be connected between any conventional audio source and headphones. The measuring system digitizes the low-frequency signal components and transmits them to an analysis system, such as a smartphone or PC. On this system, the signals undergo a digital signal processing chain. A subject measurement was conducted to evaluate the measurement approach. The music being played and an electrocardiogram were also recorded used as reference signals. The measurement demonstrated that with the new system, the pulse waves in both ears can be recorded during music playback with simple headphones and correlate with the electrocardiogram.
动脉脉搏波的连续采集可以用来确定心率和估计血压。现有的可穿戴设备需要特殊的传感器,而且通常只能检测来自远离心脏和主动脉的末梢血管的脉搏波。此外,这些可穿戴设备有时既昂贵又不舒服。因此,这项工作的目标是开发一种舒适的可穿戴测量系统,该系统可以连续获取脉冲波。这项工作中提出的方法是基于脉冲波到达时耳道的微小变形。通过使用商用耳机密封耳道,这些变形转化为气压的微小变化。这些压力变化由耳机直接检测并转换成电信号。研制了一种能同时记录脉冲波和播放音乐的电子测量系统。该系统可以连接任何传统音频源和耳机。测量系统将低频信号成分数字化,并将其传输到分析系统,如智能手机或PC。在这个系统中,信号经过一个数字信号处理链。通过受试者测量来评价测量方法。播放的音乐和心电图也被记录下来作为参考信号。测量结果表明,使用该系统,可以用简单的耳机记录音乐播放过程中双耳的脉搏波,并与心电图相关联。
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引用次数: 0
Carrier Phase Continuity Monitoring and Correction in GNSS-R Sea Surface Altimetry Systems GNSS-R海面测高系统载波相位连续性监测与校正
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1109/LSENS.2024.3511620
Jin Xing;DongKai Yang;Yu Long;Feng Wang;Zhibo Zhang
Global navigation satellite system-reflectometry technology uses the carrier phase approach to improve the accuracy of sea surface height (SSH) retrieval accuracy. This research introduces a method that combines continuity detection and adaptively weighted fitting to enhance the accuracy of sea-level monitoring. The implementation of the suggested iteratively reweighted least squares method, incorporating integrated, comprehensive coherence indicator weights, results in a significant 1.59% improvement in the area under the curve performance. The root-mean-square error of the retrieved SSH from the CYGNSS satellite dataset is approximately 5 cm. In addition, a coastal experiment has shown that the suggested method achieves a measurement precision of 1 cm for SSH, with an untracked ratio of 13%.
全球导航卫星系统反射技术采用载波相位法提高海面高度(SSH)反演精度。本文提出了一种将连续性检测与自适应加权拟合相结合的方法来提高海平面监测的精度。采用综合相干指标权重的迭代重加权最小二乘法,曲线下面积性能显著提高1.59%。从CYGNSS卫星数据集检索到的SSH均方根误差约为5 cm。此外,沿海实验表明,该方法对SSH的测量精度为1 cm,未跟踪率为13%。
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引用次数: 0
Screen Printable, Sustainable Water-Based Functional Ink From Coal-Derived Reduced Graphene Oxide for Humidity Sensing 用于湿度传感的煤衍生还原氧化石墨烯可丝网印刷的可持续水性功能油墨
IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-04 DOI: 10.1109/LSENS.2024.3510873
Marini L;Dinesh Kumar S;Suman K Jhajharia;MK Padmanabhan;Roop L Mahajan;Chithra Lekha P
In this letter, we develop a sustainable water-based conductive ink using coal-derived reduced graphene oxide (C-rGO) stabilized with sodium carboxymethyl cellulose. This ink exhibits high conductivity (∼4.1 S/m) and good printability on various substrates, including polyethylene terephthalate (PET), Whatman paper, and Flexzil. Screen printing on flexible, biodegradable Flexzil substrates shows excellent adhesion and uniform morphology. The ink's humidity sensitivity was tested, displaying an 85%-resistance change over a range of 30%–80% relative humidity. The facile one-pot synthesis method ensures cost-effectiveness and scalability. This makes the C-rGO ink suitable for applications in wearable electronics, flexible sensors, and environmental monitoring, offering a sustainable alternative to traditional conductive inks.
在这封信中,我们开发了一种可持续的水性导电油墨,使用煤衍生的还原氧化石墨烯(C-rGO),用羧甲基纤维素钠稳定。这种油墨具有高导电性(~ 4.1 S/m)和在各种基材上的良好印刷性,包括聚对苯二甲酸乙二醇酯(PET)、Whatman纸和Flexzil。丝网印刷在柔性的、可生物降解的柔性基材上表现出优异的附着力和均匀的形态。测试了墨水的湿度敏感性,在相对湿度为30%-80%的范围内显示出85%的阻力变化。简便的一锅合成方法确保了成本效益和可扩展性。这使得C-rGO油墨适用于可穿戴电子产品,柔性传感器和环境监测,为传统导电油墨提供了可持续的替代品。
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引用次数: 0
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IEEE Sensors Letters
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