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Optimal dispatch of integrated energy systems considering integrated demand response and stepped carbon trading 考虑综合需求响应和阶梯碳交易的综合能源系统优化调度
Pub Date : 2023-02-23 DOI: 10.3389/felec.2023.1110039
Xianglei Ye, Zhenya Ji, Jinxing Xu, Xiaofeng Liu
The integrated energy system is an effective way to achieve carbon neutrality. To further exploit the carbon reduction potentials of IESs, an optimal dispatch strategy that considers integrated demand response and stepped carbon trading is proposed. First, an integrated demand response (IDR) pricing approach is proposed based on the characteristics of different load types. Classify multi-energy loads into curtailable and substitutable loads, and incentivize both loads through a price elasticity matrix and low-price energy in the same period. Then, to better incentivize IESs to reduce carbon emissions, a stepped pricing mechanism was introduced in the carbon price. Finally, an optimal dispatch model is developed with an objective function that minimizes the sum of energy purchase cost, carbon trading cost, and operation and maintenance (O&M) cost. Considering the high-dimensional and non-linear characteristics of the model, an improved differential evolution (DE) algorithm is introduced in this paper. In addition, this paper also analyzes the effects of the stepped carbon trading parameters on the optimal dispatching results of the system in terms of carbon trading base price, carbon emission interval length, and carbon price growth rate. Compared to the case of adopting a single IDR model or a single stepped carbon trading, carbon emissions from the IESs decreased by 6.28% and 3.24%, respectively, while total operating costs decreased by 1.24% and 0.92%, The results show that the model proposed in this paper has good environmental and economic benefits, and the reasonable setting of stepped carbon trading parameters can effectively promote the low-carbon development of IESs.
综合能源系统是实现碳中和的有效途径。为了进一步挖掘IES的碳减排潜力,提出了一种考虑综合需求响应和阶梯式碳交易的最优调度策略。首先,根据不同负荷类型的特点,提出了一种综合需求响应定价方法。将多能源负荷分为可削减负荷和可替代负荷,并通过价格弹性矩阵和同期低价能源激励这两种负荷。然后,为了更好地激励IES减少碳排放,在碳价格中引入了阶梯式定价机制。最后,开发了一个具有目标函数的最优调度模型,该模型使能源购买成本、碳交易成本和运营维护成本之和最小化。考虑到模型的高维和非线性特性,本文提出了一种改进的微分进化算法。此外,本文还从碳交易基准价格、碳排放区间长度和碳价格增长率等方面分析了阶梯式碳交易参数对系统最优调度结果的影响。与采用单一IDR模型或单步碳交易的情况相比,IES的碳排放量分别下降了6.28%和3.24%,而总运营成本分别下降了1.24%和0.92%。结果表明,本文提出的模型具有良好的环境和经济效益,合理设置阶梯式碳交易参数可以有效促进IES的低碳发展。
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引用次数: 3
Research on optimal coil configuration scheme of insulator relay WPT system 绝缘子继电器WPT系统最优线圈配置方案研究
Pub Date : 2023-01-26 DOI: 10.3389/felec.2023.1034082
W. Wang, Mingrong Duan, Zhenwei Zeng, Hua Liu, Zhenya Ji
This paper presents the optimized structure of the multi-relay coils insulator of WPT system. With the rapid development of the smart grid, on-line monitoring devices in the transmission tower have been widely used. However, the power supply problem has become an important bottleneck in the development of transmission tower intelligent sensing technology. Hence, the multi-relay coils wireless power transfer technology has been proposed to supply for the tower monitoring equipment in this paper. Compared with traditional multi-relay coils, the effects of the number, arrangement position and turns of relay coils on the performance of WPT system are further explored. The simulation results show that the operation performance of WPT can be significantly improved by optimizing the coil arrangement position and turns. Moreover, there are multiple configuration schemes that the design indexes of the system could be achieved. The experiment results show that in the 110 kV high-voltage transmission with the insulator length of 1.015 m, the transmitting power and efficiency of the WPT system could be increased to 1.81 W and 60.11% respectively by parameters optimization, which ensures the continuous and stable work of the monitoring equipment.
本文介绍了WPT系统多继电器线圈绝缘子的优化结构。随着智能电网的快速发展,输电铁塔在线监测装置得到了广泛的应用。然而,供电问题已成为制约输电塔智能传感技术发展的重要瓶颈。为此,本文提出了多中继线圈无线电力传输技术,为铁塔监控设备供电。与传统的多继电器线圈相比,进一步探讨了继电器线圈的数量、布置位置和匝数对WPT系统性能的影响。仿真结果表明,优化线圈布置位置和匝数可以显著提高WPT的运行性能。此外,有多种配置方案可以实现系统的设计指标。实验结果表明,在绝缘子长度为1.015 m的110 kV高压输电中,通过参数优化,可将WPT系统的发射功率和效率分别提高到1.81 W和60.11%,保证了监测设备的连续稳定工作。
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引用次数: 1
CoFHE: Software and hardware Co-design for FHE-based machine learning as a service CoFHE:基于fhe的机器学习服务的软硬件协同设计
Pub Date : 2023-01-12 DOI: 10.3389/felec.2022.1091369
Mengxin Zheng, Lei Ju, Lei Jiang
Introduction: Privacy concerns arise whenever sensitive data is outsourced to untrusted Machine Learning as a Service (MLaaS) platforms. Fully Homomorphic Encryption (FHE) emerges one of the most promising solutions to implementing privacy-preserving MLaaS. But prior FHE-based MLaaS faces challenges from both software and hardware perspectives. First, FHE can be implemented by various schemes including BGV, BFV, and CKKS, which are good at different FHE operations, e.g., additions, multiplications, and rotations. Different neural network architectures require different numbers of FHE operations, thereby preferring different FHE schemes. However, state-of-the-art MLaaS just naïvely chooses one FHE scheme to build FHE-based neural networks without considering other FHE schemes. Second, state-of-the-art MLaaS uses power-hungry hardware accelerators to process FHE-based inferences. Typically, prior high-performance FHE accelerators consume > 160 Watt, due to their huge capacity (e.g., 512 MB) on-chip SRAM scratchpad memories. Methods: In this paper, we propose a software and hardware co-designed FHE-based MLaaS framework, CoFHE. From the software perspective, we propose an FHE compiler to select the best FHE scheme for a network architecture. We also build a low-power and high-density NAND-SPIN and SRAM hybrid scratchpad memory system for FHE hardware accelerators. Results: On average, under the same security and accuracy constraints, on average, CoFHE accelerates various FHE-based inferences by 18%, and reduces the energy consumption of various FHE-based inferences by 26%. Discussion: CoFHE greatly improves the latency and energy efficiency of FHE-based MLaaS.
简介:每当敏感数据外包给不受信任的机器学习即服务(MLaaS)平台时,就会出现隐私问题。完全同态加密(FHE)是实现保护隐私的MLaaS的最有前途的解决方案之一。但之前基于fhe的MLaaS面临着软件和硬件两方面的挑战。首先,FHE可以通过各种方案实现,包括BGV、BFV和CKKS,这些方案擅长不同的FHE操作,例如加法、乘法和旋转。不同的神经网络架构需要不同数量的FHE操作,因此选择不同的FHE方案。然而,最先进的MLaaS只是naïvely选择一种FHE方案来构建基于FHE的神经网络,而不考虑其他FHE方案。其次,最先进的MLaaS使用耗电的硬件加速器来处理基于fhe的推断。通常,先前的高性能FHE加速器由于其巨大的容量(例如512 MB)片上SRAM刮刮板存储器,消耗160瓦特。方法:本文提出了一个软硬件协同设计的基于fhe的MLaaS框架CoFHE。从软件的角度,我们提出了一个FHE编译器来为网络架构选择最佳的FHE方案。我们还为FHE硬件加速器构建了低功耗、高密度的NAND-SPIN和SRAM混合刮擦板存储系统。结果:平均而言,在相同的安全性和准确性约束下,CoFHE平均将基于fhe的各种推断加速18%,将基于fhe的各种推断的能耗降低26%。讨论:CoFHE大大提高了基于fhe的MLaaS的延迟和能量效率。
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引用次数: 1
Analytic circuit model for thermal drying behavior of electronic inks 电子墨水热干燥行为的解析电路模型
Pub Date : 2023-01-06 DOI: 10.3389/felec.2022.1060197
G. Maroli, S. Boyeras, H. Giannetta, S. Pazos, J. Gak, A. Oliva, M. Volpe, P. Julián, F. Palumbo
Understanding the sintering process of conductive inks is a fundamental step in the development of sensors. The intrinsic properties (such as thermal conductivity, resistivity, thermal coefficient, among others) of the printed devices do not correspond to those of the bulk materials. In the field of biosensors porosity plays a predominant role, since it defines the difference between the geometric area of the working electrode and its electrochemical surface area. The analysis reported so far in the literature on the sintering of inks are based on their DC characterization. In this work, the shape and distribution of the nanoparticles that make up the silver ink have been studied employing a transmission electron microscopy. Images of the printed traces have been obtained through a scanning electron microscope at different sintering times, allowing to observe how the material decreases its porosity over time. These structural changes were supported through electrical measurements of the change in the trace impedance as a function of drying time. The resistivity and thermal coefficient of the printed tracks were analyzed and compared with the values of bulk silver. Finally, this work proposes an analytical circuit model of the drying behavior of the ink based on AC characterization at different frequencies. The characterization considers an initial time when the spheric nanoparticles are still surrounded by the capping agent until the conductive trace is obtained. This model can estimate the characteristics that the printed devices would have, whether they are used as biosensors (porous material) or as interconnections (compact material) in printed electronics.
了解导电油墨的烧结过程是传感器发展的基本步骤。印刷器件的固有特性(如导热性、电阻率、热系数等)与大块材料的特性不对应。在生物传感器领域,孔隙率起着主导作用,因为它决定了工作电极的几何面积与其电化学表面积之间的差异。迄今为止在文献中报道的关于油墨烧结的分析都是基于它们的直流特性。在这项工作中,利用透射电子显微镜研究了组成银墨水的纳米颗粒的形状和分布。在不同的烧结时间,通过扫描电子显微镜获得了印刷痕迹的图像,可以观察到材料是如何随着时间的推移而减少孔隙率的。这些结构变化是通过电测量的变化,在走线阻抗作为干燥时间的函数支持。分析了印刷轨迹的电阻率和热系数,并与体银的值进行了比较。最后,本研究提出了一个基于不同频率交流特性的油墨干燥行为的分析电路模型。表征考虑球形纳米颗粒仍被封盖剂包围的初始时间,直到获得导电痕迹。该模型可以估计印刷设备将具有的特性,无论它们是用作生物传感器(多孔材料)还是用作印刷电子产品中的互连(紧凑材料)。
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引用次数: 1
Breakdown-limited endurance in HZO FeFETs: Mechanism and improvement under bipolar stress HZO效应场效应管的击穿极限耐力:双极应力下的机制和改进
Pub Date : 2022-12-21 DOI: 10.3389/felec.2022.1091343
K. Toprasertpong, M. Takenaka, Shinichi Takagi
Breakdown is one of main failure mechanisms that limit write endurance of ferroelectric devices using hafnium oxide-based ferroelectric materials. In this study, we investigate the gate current and breakdown characteristics of Hf0.5Zr0.5O2/Si ferroelectric field-effect transistors (FeFETs) by using carrier separation measurements to analyze electron and hole leakage currents during time-dependent dielectric breakdown (TDDB) tests. Rapidly increasing substrate hole currents and stress-induced leakage current (SILC)-like electron currents can be observed before the breakdown of the ferroelectric gate insulator of FeFETs. This apparent degradation under voltage stress is recovered and the time-to-breakdown is significantly improved by interrupting the TDDB test with gate voltage pulses with the opposite polarity, suggesting that defect redistribution, rather than defect generation, is responsible for the trigger of hard breakdown.
击穿是限制氧化铪基铁电器件写入寿命的主要失效机制之一。在这项研究中,我们研究了Hf0.5Zr0.5O2/Si铁电场效应晶体管(fefet)的栅极电流和击穿特性,通过载流子分离测量来分析时间相关介质击穿(TDDB)测试中的电子和空穴泄漏电流。在fefet的铁电栅绝缘体击穿之前,可以观察到衬底空穴电流和应力感应漏电流(SILC)样电子电流的迅速增加。用极性相反的栅极电压脉冲中断TDDB测试,可以恢复这种在电压应力下的明显退化,并且击穿时间显着提高,这表明缺陷的重新分布,而不是缺陷的产生,是触发硬击穿的原因。
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引用次数: 2
XMA2: A crossbar-aware multi-task adaption framework via 2-tier masks XMA2:一个通过两层掩码实现交叉点感知的多任务自适应框架
Pub Date : 2022-12-20 DOI: 10.3389/felec.2022.1032485
Fan Zhang, Li Yang, Jian Meng, J.-s. Seo, Yu Cao, Deliang Fan
Recently, ReRAM crossbar-based deep neural network (DNN) accelerator has been widely investigated. However, most prior works focus on single-task inference due to the high energy consumption of weight reprogramming and ReRAM cells’ low endurance issue. Adapting the ReRAM crossbar-based DNN accelerator for multiple tasks has not been fully explored. In this study, we propose XMA 2, a novel crossbar-aware learning method with a 2-tier masking technique to efficiently adapt a DNN backbone model deployed in the ReRAM crossbar for new task learning. During the XMA2-based multi-task adaption (MTA), the tier-1 ReRAM crossbar-based processing-element- (PE-) wise mask is first learned to identify the most critical PEs to be reprogrammed for essential new features of the new task. Subsequently, the tier-2 crossbar column-wise mask is applied within the rest of the weight-frozen PEs to learn a hardware-friendly and column-wise scaling factor for new task learning without modifying the weight values. With such crossbar-aware design innovations, we could implement the required masking operation in an existing crossbar-based convolution engine with minimal hardware/memory overhead to adapt to a new task. The extensive experimental results show that compared with other state-of-the-art multiple-task adaption methods, XMA2 achieves the highest accuracy on all popular multi-task learning datasets.
近年来,基于ReRAM交叉棒的深度神经网络(DNN)加速器得到了广泛的研究。然而,由于权重重编程的高能量消耗和ReRAM细胞的低耐力问题,大多数先前的研究都集中在单任务推理上。将基于ReRAM交叉棒的深度神经网络加速器用于多任务还没有得到充分的探索。在这项研究中,我们提出了一种新的交叉棒感知学习方法XMA 2,该方法采用了两层掩蔽技术,以有效地适应部署在ReRAM交叉棒中的DNN骨干模型进行新任务学习。在基于xma2的多任务适应(MTA)过程中,首先学习第1层ReRAM基于交叉条的处理元素(PE)智能掩码,以识别最关键的PE,以便为新任务的基本新功能重新编程。随后,在剩余的权重冻结pe中应用第2层交叉栏列式掩码,在不修改权重值的情况下,为新任务学习学习硬件友好的列式缩放因子。有了这种交叉棒感知的设计创新,我们可以在现有的基于交叉棒的卷积引擎中以最小的硬件/内存开销实现所需的屏蔽操作,以适应新任务。大量的实验结果表明,与其他最先进的多任务自适应方法相比,XMA2在所有流行的多任务学习数据集上都达到了最高的精度。
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引用次数: 1
A review and analysis of current-mode biosensing front-end ICs for nanopore-based DNA sequencing 基于纳米孔DNA测序的电流模式生物传感前端集成电路综述与分析
Pub Date : 2022-11-29 DOI: 10.3389/felec.2022.1071132
Xu Liu, Qiumeng Fan, Zhijie Chen, Peiyuan Wan, Wei Mao, Hao Yu
Bio-sensors connect the biological world with electronic devices, widely used in biomedical applications. The combination of microelectronic and medical technologies makes biomedical diagnosis more rapid, accurate, and efficient. In this article, the current-mode biosensing front-end integrated circuits (ICs) for nanopore-based DNA sequencing are reviewed and analyzed, aiming to present their operation theories, advantages, limitations, and performances including gain, bandwidth, noise, and power consumption. Because biological information and external interference are contained in extremely weak sensing current, usually at the pA or nA level, it is challenging to accurately detect and restore the desired signals. Based on the requirements of DNA sequencing, this paper shows three circuit topologies of biosensing front-end, namely, discrete-time, continuous-time, and current-to-frequency conversion types. This paper also makes an introduction to the current-mode sensor array for DNA sequencing. To better review and evaluate the research of the state-of-the-art, the most relevant published works are summarized and compared. The review and analysis would help the researchers be familiar with the requirements, constraints, and methods for current-mode biosensing front-end IC designs for nanopore-based DNA sequencing.
生物传感器将生物世界与电子设备连接起来,广泛应用于生物医学领域。微电子技术与医学技术的结合,使生物医学诊断更加快速、准确、高效。本文对目前用于纳米孔DNA测序的电流型生物传感前端集成电路进行了综述和分析,旨在介绍其工作原理、优点、局限性以及增益、带宽、噪声和功耗等方面的性能。由于生物信息和外界干扰包含在极弱的传感电流中,通常在pA或nA水平,因此准确检测和恢复所需的信号具有挑战性。根据DNA测序的要求,本文给出了三种生物传感前端的电路拓扑,分别是离散型、连续型和电流-频率转换型。本文还介绍了用于DNA测序的电流模式传感器阵列。为了更好地回顾和评价最新的研究成果,我们对最相关的已发表的作品进行了总结和比较。回顾和分析将有助于研究人员熟悉基于纳米孔的DNA测序的电流模式生物传感前端IC设计的要求、限制和方法。
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引用次数: 1
Kinetic energy harvesting based sensing and IoT systems: A review 基于动能采集的传感和物联网系统:综述
Pub Date : 2022-10-06 DOI: 10.3389/felec.2022.1017511
Zijie Chen, F. Gao, Junrui Liang
The rapid advance of the Internet of Things (IoT) has attracted growing interest in academia and industry toward pervasive sensing and everlasting IoT. As the IoT nodes exponentially increase, replacing and recharging their batteries proves an incredible waste of labor and resources. Kinetic energy harvesting (KEH), converting the wasted ambient kinetic energy into usable electrical energy, is an emerging research field where various working mechanisms and designs have been developed for improved performance. Leveraging the KEH technologies, many motion-powered sensors, where changes in the external environment are directly converted into corresponding self-generated electrical signals, are developed and prove promising for multiple self-sensing applications. Furthermore, some recent studies focus on utilizing the generated energy to power a whole IoT sensing system. These systems comprehensively consider the mechanical, electrical, and cyber parts, which lead a further step to truly self-sustaining and maintenance-free IoT systems. Here, this review starts with a brief introduction of KEH from the ambient environment and human motion. Furthermore, the cutting-edge KEH-based sensors are reviewed in detail. Subsequently, divided into two aspects, KEH-based battery-free sensing systems toward IoT are highlighted. Moreover, there are remarks in every chapter for summarizing. The concept of self-powered sensing is clarified, and advanced studies of KEH-based sensing in different fields are introduced. It is expected that this review can provide valuable references for future pervasive sensing and ubiquitous IoT.
物联网(IoT)的快速发展吸引了学术界和工业界对普适传感和永久物联网的兴趣。随着物联网节点呈指数级增长,更换和充电电池被证明是对劳动力和资源的巨大浪费。动能收集(KEH)是一个新兴的研究领域,将浪费的环境动能转化为可用的电能,各种工作机制和设计已经开发出来,以提高性能。利用KEH技术,开发了许多运动驱动传感器,其中外部环境的变化直接转换为相应的自产生电信号,并证明了多种自传感应用的前景。此外,最近的一些研究侧重于利用产生的能量为整个物联网传感系统供电。这些系统全面考虑了机械、电气和网络部分,从而进一步实现了真正的自我维持和免维护的物联网系统。在这里,本文首先从环境和人体运动方面简要介绍KEH。此外,还详细介绍了基于keh的尖端传感器。随后,从两个方面重点介绍了基于keh的面向物联网的无电池传感系统。此外,每一章都有总结的注释。阐述了自供电传感的概念,介绍了基于keh传感在不同领域的研究进展。希望本文能为未来的普适传感和泛在物联网提供有价值的参考。
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引用次数: 3
Influence analysis of metal foreign objects on the wireless power transmission system 金属异物对无线输电系统的影响分析
Pub Date : 2022-10-03 DOI: 10.3389/felec.2022.1033016
Jiacheng Li, Yijie Huang
The wireless power transmission (WPT) system through magnetic field coupling for energy transmission may have foreign objects in the transmission channel in the practical application process, which brings hidden dangers to the WPT system. In this article, a WPT system without and with foreign objects is constructed. The influence of foreign objects on self-inductance and mutual-inductance of coupling coils is studied from the aspects of foreign object height, radius, transmission distance, and coil turns. Then, by constructing the circuit topology of the series structure, the influence of foreign objects on the transmission efficiency and the phase difference between voltage and current of the system is studied, and finally the influence law of metal foreign objects on the performance of the WPT system is summarized.
通过磁场耦合进行能量传输的无线电力传输(WPT)系统在实际应用过程中,传输通道中可能存在异物,给WPT系统带来隐患。在本文中,构建了一个无异物和有异物的WPT系统。从异物高度、半径、传输距离和线圈匝数等方面研究了异物对耦合线圈自感和互感的影响。然后,通过构建串联结构的电路拓扑,研究了异物对系统传输效率和电压电流相位差的影响,总结了金属异物对WPT系统性能的影响规律。
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引用次数: 3
Reliability of pulse photoplethysmography sensors: Coverage using different setups and body locations 脉冲光容积脉搏波传感器的可靠性:使用不同装置和身体位置的覆盖范围
Pub Date : 2022-09-29 DOI: 10.3389/felec.2022.906324
Pablo Armañac-Julián, S. Kontaxis, Andrius Rapalis, V. Marozas, P. Laguna, R. Bailón, E. Gil, J. Lázaro
Pulse photoplethysmography (PPG) is a simple and economical technique for obtaining cardiovascular information. In fact, PPG has become a very popular technology among wearable devices. However, the PPG signal is well-known to be very vulnerable to artifacts, and a good quality signal cannot be expected for most of the time in daily life. The percentage of time that a given measurement can be estimated (e.g., pulse rate) is denoted coverage (C), and it is highly dependent on the subject activity and on the configuration of the sensor, location, and stability of contact. This work aims to quantify the coverage of PPG sensors, using the simultaneously recorded electrocardiogram as a reference, with the PPG recorded at different places in the body and under different stress conditions. While many previous works analyzed the feasibility of PPG as a surrogate for heart rate variability analysis, there exists no previous work studying coverage to derive other cardiovascular indices. We report the coverage not only for estimating pulse rate (PR) but also for estimating pulse arrival time (PAT) and pulse amplitude variability (PAV). Three different datasets are analyzed for this purpose, consisting of a tilt-table test, an acute emotional stress test, and a heat stress test. The datasets include 19, 120, and 51 subjects, respectively, with PPG at the finger and at the forehead for the first two datasets and at the earlobe, in addition, for the latter. C ranges from 70% to 90% for estimating PR. Regarding the estimation of PAT, C ranges from 50% to 90%, and this is very dependent on the PPG sensor location, PPG quality, and the fiducial point (FP) chosen for the delineation of PPG. In fact, the delineation of the FP is critical in time for estimating derived series such as PAT due to the small dynamic range of these series. For the estimation of PAV, the C rates are between 70% and 90%. In general, lower C rates have been obtained for the PPG at the forehead. No difference in C has been observed between using PPG at the finger or at the earlobe. Then, the benefits of using either will depend on the application. However, different C rates are obtained using the same PPG signal, depending on the FP chosen for delineation. Lower C is reported when using the apex point of the PPG instead of the maximum flow velocity or the basal point, with a difference from 1% to even 10%. For further studies, each setup should first be analyzed and validated, taking the results and guidelines presented in this work into account, to study the feasibility of its recording devices with respect to each specific application.
脉冲光容积脉搏波(PPG)是一种简单、经济的获取心血管信息的技术。事实上,PPG已经成为可穿戴设备中非常流行的技术。然而,众所周知,PPG信号非常容易受到伪影的影响,在日常生活中大多数时候都不能期望得到高质量的信号。可以估计给定测量的时间百分比(例如,脉冲速率)表示覆盖率(C),它高度依赖于受试者活动和传感器的配置、位置和接触的稳定性。本工作旨在量化PPG传感器的覆盖范围,以同时记录的心电图作为参考,在身体不同部位和不同应激条件下记录PPG。虽然许多先前的研究分析了PPG作为心率变异性分析的替代方法的可行性,但尚未有研究覆盖率来推导其他心血管指标的工作。我们不仅报道了估计脉冲速率(PR)的覆盖范围,还报道了估计脉冲到达时间(PAT)和脉冲幅度变异性(PAV)的覆盖范围。为此目的分析了三个不同的数据集,包括倾斜表测试、急性情绪压力测试和热压力测试。数据集分别包括19名、120名和51名受试者,前两个数据集的PPG位于手指和前额,后两个数据集的PPG位于耳垂。估计PR的C范围为70%至90%。对于PAT的估计,C范围为50%至90%,这很大程度上取决于PPG传感器的位置、PPG质量和选择用于描绘PPG的基准点(FP)。事实上,由于这些序列的动态范围很小,FP的描述对于估计PAT等衍生序列的时间至关重要。对于PAV的估计,C率在70% ~ 90%之间。一般来说,前额的PPG获得了较低的C速率。在手指和耳垂处使用PPG没有观察到C的差异。然后,使用任何一种方法的好处将取决于应用程序。然而,使用相同的PPG信号可以获得不同的C速率,这取决于所选择的FP描述。当使用PPG的顶点而不是最大流速或基点时,报告的C较低,差异从1%到10%不等。对于进一步的研究,应首先分析和验证每个设置,考虑到本工作中提出的结果和指南,以研究其记录设备在每个特定应用中的可行性。
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引用次数: 0
期刊
Frontiers in electronics
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