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IR Frequency Region: Fingerprint Region01:03

IR Frequency Region: Fingerprint Region

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IR spectra are divided into two main regions: the diagnostic region and the fingerprint region. The diagnostic region of the spectrum lies above 1500 cm−1. The absorptions resulting from single-bond vibrations of the N–H, C–H, and O–H stretch at higher wavenumbers and appear on the left side of the spectrum. The stretching absorptions of the C≡C and C≡N occur between 2100–2300 cm−1. In contrast, those arising from stretching absorptions of the...
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Infrared (IR) Spectroscopy: Overview01:09

Infrared (IR) Spectroscopy: Overview

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When electromagnetic radiation passes through a material, atoms or molecules transition from a lower to a higher energy state by absorbing radiation corresponding to the energy difference between the two states. The absorption of infrared (IR) radiation causes transitions between vibrational energy levels in a molecule. Therefore, IR spectroscopy is a useful analytical tool for determining the molecular structure of molecules.
Different compounds display unique properties due to their...
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IR Spectrum01:19

IR Spectrum

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When infrared (IR) radiation passes through a molecule, the bonds stretch or bend by absorbing the radiation. This absorption creates the molecule's absorption spectrum, which is the plot of its percentage transmittance versus wavenumber.
Transmittance is defined as the ratio of the radiant power passing through a sample to that from the radiation's source. Multiplying the transmittance by 100 gives the percent transmittance (%T), which varies between 100% (no absorption) and 0%...
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Interchannel Interference and Mitigation in Distributed MIMO RF Sensing.

Sensors (Basel, Switzerland)·2021
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相关实验视频

Updated: Jul 23, 2025

Evaluation of a Smartphone-based Human Activity Recognition System in a Daily Living Environment
06:49

Evaluation of a Smartphone-based Human Activity Recognition System in a Daily Living Environment

Published on: December 11, 2015

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使用辅助无线电频率传感识别识别方向独立的人类活动.

Muhammad Muaaz1, Sahil Waqar1, Matthias Pätzold1

  • 1Faculty of Engineering and Science, University of Agder, 4898 Grimstad, Norway.

Sensors (Basel, Switzerland)
|July 14, 2023
PubMed
概括

这项研究引入了一种使用两个直角雷达的新射频 (RF) 传感方法,以准确检测人类活动和跌倒,无论方向如何. 这种先进的方法显著改善了传统的单一雷达系统.

科学领域:

  • 使用无线电频率 (RF) 传感器进行人类活动识别 (HAR) 和落检测.
  • 使用毫米波 (mmWave) 多输入多输出 (MIMO) 雷达技术.

背景情况:

  • 目前的基于射频的HAR系统通常依赖于单个静态雷达.
  • 单一的单静电雷达在检测与其轴直角的运动方面存在局限性,阻碍了独立于方向的活动识别.
  • 这种限制阻止了对各种人类活动的有效识别,并落入了现实世界的场景.

研究的目的:

  • 开发一种互补的射频传感方法,以克服单一静态基于雷达的HAR系统的局限性.
  • 强有力的识别独立于方向的人类活动,并检测意外跌倒.
  • 提高人类活动识别系统的准确性和可靠性.

主要方法:

  • 采用分布式毫米波MIMO雷达系统,配有两个正交放置的单静电雷达.
  • 通过从不同的角度照亮对象,捕获了两个不同的时间变量的微多普勒特征.
  • 计算平均多普勒转移 (MDS),提取统计,时间和频域特征,在特征层面上融合它们,并使用支持向量机 (SVM) 进行分类.

主要成果:

  • 在取向独立的人类活动数据集上实现了高的整体分类准确度,从98.31%到98.54%不等.
  • 该数据集包括来自6名志愿者的1350多项活动试验,他们从不同方向进行了五种不同的活动.
关键词:
活动识别活动识别.数据融合数据融合分布的毫米波MIMO雷达.落检测系统 落检测系统 落检测系统功能提取 特性提取平均多普勒转移是什么意思微多普勒签名微多普勒签名支持矢量机器的支持矢量机器.

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  • 与传统单一静态基于雷达的HAR系统相比,表现出6%的性能改进.
  • 结论:

    • 拟议的补充射频传感方法有效地克服了单一静态雷达系统固有的局限性.
    • 这种方法可稳定地识别人类独立于方向的活动,并高精度地检测掉落.
    • 双直角雷达配置在保护隐私的人类传感方面取得了重大进展.