arrow
返回

A method for processing multispectral radiometric thermometry data based on BP-Alpha constraints

delete2024-08-01
delete0
PRE
AI
S
Shan Gao
X
Xiaokai Wei
Z
Zhiwei Chen
Y
Ying Cui
L
Liwei Chen
T
Tong Wang
M
Min Ouyang *
Z
Zezhan Zhang
J
Jing Jiang
王
王超 (Chao Wang)
DOI:10.1016/j.infrared.2024.105387delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Multispectral radiometric thermometry is a commonly used method for infrared temperature measurement. The biggest challenge in processing multispectral data is the unknown emissivity. The traditional method of modeling emissivity assumptions is inadequate in dealing with emissivity instability, particularly when there is a rapid change in emissivity due to varying degrees of oxidation during metal heating. To address the temperature measurement challenge, this paper converts the multispectral temperature measurement problem into a constrained optimization problem. This is achieved by constructing a new type of constraints, using a BP neural network to establish the emissivity range constraints, and constructing an Alpha spectral model to establish the emissivity shape constraints. The improved Lichtenberg algorithm is then used to solve the problem, resulting in significantly improved temperature inversion accuracy. The method's effectiveness was verified through simulations and GH3044 alloy experiments. The temperature inversion's maximum absolute and relative errors were 9.5 K and 0.92%, respectively.
Keyword:
Emissivity
Multispectral thermometry
Constraint optimization

期刊

I
Infrared Physics and Technology
IF:
3.4
论文数:
5.8K
被引数:
1.2W

机构

H
Harbin Engineering University
学者数:
1.9W
论文数: 1.3W
被引数: 1.3W
T
tsinghua university
学者数:
11.9W
论文数: 10.0W
被引数: 137
引用论文

引用论文

Multi-objective lichtenberg algorithm: A hybrid physics-based meta-heuristic for solving engineering problems
err2022-01-01
err57
PREAI
errJunho Pereira, Joao Luiz; Oliver, Guilherme Antonio; Francisco, Matheus Brendon; Cunha, Sebastiao Simoes, Jr.; Gomes, Guilherme Ferreira
err分享
err收藏
Impregnation of liquid natural rubber (LNR) foam with activated carbon for enhancing oil removal from water
err2020-05-01
err0
PREAI
errAzwan Mat Lazim; M. Hilman; S. Saroni; N. Muslihuddin; A. Kamil; A.A. Rahman; A. Hafidz Yusoff; Mazlan Mohamed; N. Haida M. Kaus; Ekwipoo Kalkornsurapranee
err分享
err收藏
Lichtenberg algorithm: A novel hybrid physics-based meta -heuristic for global optimization
err2021-05-01
err135
PREAI
errJunho Pereira, Joao Luiz; Francisco, Matheus Brendon; Diniz, Camila Aparecida; Oliver, Guilherme Antonio; Cunha Jr, Sebastiao Simoes; Gomes, Guilherme Ferreira
err分享
err收藏
Data processing method for simultaneous estimation of temperature and emissivity in multispectral thermometry
err2022-09-13
err12
errOAAI
errTian, Zhuangtao; Zhang, Kaihua; Xu, Yanfen; Yu, Kun; Liu, Yufang
err分享
err收藏
学者 查看更多内容