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Related Concept Videos

IR Spectrometers01:25

IR Spectrometers

There are two main infrared (IR) spectrophotometers: dispersive IR spectrometers and Fourier transform infrared (FTIR) spectrometers. In a dispersive IR spectrometer, a beam of infrared radiation produced by a hot wire is divided into two parallel equal-intensity beams using mirrors. One beam passes through the sample, while another is a reference beam. The beams then move through the monochromator, which separates the radiations into a continuous spectrum of different frequencies. The...
IR Frequency Region: Fingerprint Region01:03

IR Frequency Region: Fingerprint Region

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 C=O, C=N, and C=C occur between 1600–1850 cm−1.
The...

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Related Experiment Video

Updated: Jul 3, 2026

High-definition Fourier Transform Infrared (FT-IR) Spectroscopic Imaging of Human Tissue Sections towards Improving Pathology
11:05

High-definition Fourier Transform Infrared (FT-IR) Spectroscopic Imaging of Human Tissue Sections towards Improving Pathology

Published on: January 21, 2015

[Multi-layer perceptron neural network based algorithm for simultaneous retrieving temperature and emissivity from

Jie Cheng1, Qing Xiao, Xiao-Wen Li

  • 1State Key Laboratory of Remote Sensing Science, Jointly Sponsored by the Institute of Remote Sensing Applications of Chinese Academy of Sciences and Beijing Normal University, Beijing 100101, China. brucechan2003@126.com

Guang Pu Xue Yu Guang Pu Fen Xi = Guang Pu
|July 16, 2008
PubMed
Summary
This summary is machine-generated.

A novel neural network approach improves temperature and emissivity separation from hyperspectral FTIR data, overcoming limitations of traditional algorithms for robust soil emissivity spectra analysis.

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Area of Science:

  • Remote Sensing
  • Spectroscopy
  • Artificial Intelligence

Context:

  • Hyperspectral Fourier Transform Infrared (FTIR) data analysis presents challenges in accurately separating temperature and emissivity.
  • Conventional algorithms struggle when radiance differences and instrument noise are comparable, particularly near 714 and 1250 cm(-1).

Purpose:

  • To address the limitations of existing temperature and emissivity separation algorithms.
  • To introduce and evaluate a three-layer perceptron neural network (MLP) for simultaneous temperature and emissivity inversion from hyperspectral FTIR data.

Summary:

  • A three-layer perceptron neural network was trained using soil emissivity spectra from the ASTER spectral library and tested with MODIS spectral library data.
  • The MLP demonstrated robustness in retrieving temperature and emissivity, outperforming the ISSTES algorithm in certain aspects.
  • The MLP effectively overcomes the inherent disadvantages of typical temperature and emissivity separation methods.

Impact:

  • The developed MLP offers a robust and effective solution for accurate temperature and emissivity retrieval from hyperspectral FTIR measurements.
  • This method serves as a valuable complement to existing algorithms, enhancing the reliability of remote sensing data analysis.
  • The findings contribute to improved understanding and application of hyperspectral data in various scientific fields.