相关实验视频
Updated: Jul 11, 2025

10:16
A Protocol for Real-time 3D Single Particle Tracking
Published on: January 3, 2018
14.9K
RT-TRAQ:一种用于实时跟踪微弱准周期信号在杂时间序列中的算法
Rishad Joarder1, Begum Kasap1, Soheil Ghiasi1
1Dept. of Electrical and Computer Engineering, University of California Davis, Davis, CA 95616, USA.
Smart health (Amsterdam, Netherlands)
|November 17, 2023
概括
这项研究介绍了Rt-Traq,这是一种用于实时跟踪噪音较大可穿戴健康数据中微弱的准周期信号的算法. 它有效地监测从光聚血学 (PPG) 信号的孕产妇和胎儿心率.
科学领域:
- 生物医学工程 生物医学工程
- 信号处理 信号处理
- 可穿戴技术可穿戴技术
背景情况:
- 穿戴式健康监控产生非静止的,杂的时间序列数据.
- 对于嵌入式应用程序来说,在此类数据中跟踪微弱的准周期信号是具有挑战性的.
- 现有的方法难以处理相位脱同步和非静止信号.
研究的目的:
- 开发和评估Rt-Traq,这是一种用于实时跟踪准周期信号的新算法.
- 评估Rt-Traq在实时监测母亲和胎儿心率方面的表现.
- 分析不同RT-TRAQ实现的资源权衡.
主要方法:
- Rt-Traq根据值的变化选择数据窗口.
- 它计算了一个平均的窗口频谱来识别信号频率.
- 算法逐步更新频谱,以新的数据样本进行连续跟踪.
主要成果:
- Rt-Traq成功地在非静止的,杂的时间序列中跟踪准周期信号.
- 使用光电缩学 (PPG) 数据进行的性能评估显示,相对于竞争方法有所改善.
- 经验结果验证了对孕产妇和胎儿心率的跟踪.
结论:
- 在嵌入式健康监控中,RT-Traq提供了实时信号跟踪的有效解决方案.
- 该算法在具有挑战性的现实数据集中表现出卓越的性能.
- 分析为资源有限的平台的实施选择提供了洞察力.
相关概念视频
Real Time RT-PCR
57.3K
Real-time reverse transcription-polymerase chain reaction, or Real-time RT-PCR, is an analytical tool used to determine the expression level of target genes. The method involves converting mRNA to complementary DNA with the help of an enzyme known as reverse transcriptase, followed by the PCR amplification of the cDNA. These two processes can be performed simultaneously in a single tube or separately as a two-step reaction.
The real-time quantification of the number of amplified products is...
The real-time quantification of the number of amplified products is...
57.3K
Aliasing
141
Accurate signal sampling and reconstruction are crucial in various signal-processing applications. A time-domain signal's spectrum can be revealed using its Fourier transform. When this signal is sampled at a specific frequency, it results in multiple scaled replicas of the original spectrum in the frequency domain. The spacing of these replicas is determined by the sampling frequency.
If the sampling frequency is below the Nyquist rate, these replicas overlap, preventing the original...
If the sampling frequency is below the Nyquist rate, these replicas overlap, preventing the original...
141
Discrete-Time Fourier Series
277
The Discrete-Time Fourier Series (DTFS) is a fundamental concept in signal processing, serving as the discrete-time counterpart to the continuous-time Fourier series. It allows for the representation and analysis of discrete-time periodic signals in terms of their frequency components. Unlike its continuous counterpart, which utilizes integrals, the calculation of DTFS expansion coefficients involves summations due to the discrete nature of the signal.
For a discrete-time periodic signal x[n]...
For a discrete-time periodic signal x[n]...
277
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
384
Attenuated total reflectance (ATR) infrared spectroscopy is a powerful analytical technique used to study the composition of materials. It is widely employed in chemistry, materials science, forensic science, and other fields where sample characterization is required. ATR has several advantages over traditional transmission IR spectroscopy, including the requirement of little to no sample preparation and the ability to analyze a wide range of samples.
The ATR process begins by directing a beam...
The ATR process begins by directing a beam...
384
Sampling Continuous Time Signal
252
In signal processing, a continuous-time signal can be sampled using an impulse-train sampling technique, followed by the zero-order hold method. Impulse-train sampling involves the use of a periodic impulse train, which consists of a series of delta functions spaced at regular intervals determined by the sampling period. When a continuous-time signal is multiplied by this impulse train, it generates impulses with amplitudes corresponding to the signal's values at the sampling points.
In the...
In the...
252
Sampling Theorem
349
In signal processing, the analysis of continuous-time signals, denoted as x(t), often involves sampling techniques to convert these signals into discrete-time signals. This process is essential for digital representation and manipulation. A critical component in sampling is the train of impulses, characterized by the sampling interval and the sampling frequency. The relationship between these parameters and the original signal's properties dictates the success of the sampling process.
349

