.png){kind=icon}
返回
Graphical multispectral radiation temperature inversion algorithm based on deep learning
.png){kind=icon}
PRE
AI
DOI：10.1364/OL.487425.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Neural networks are the most promising tool to solve the problem that an assumed emissivity model is needed in the field of multispectral radiometric temperature measure-ment. Existing neural network multispectral radiometric temperature measurement algorithms have been investigat-ing the problems of network selection, network porting, and parameter optimization. The inversion accuracy and adaptability of the algorithms have been unsatisfactory. In view of the great success of deep learning in the field of image processing, this Letter proposes the idea of convert-ing one-dimensional multispectral radiometric temperature data into two-dimensional image data for data processing to improve the accuracy and adaptability of multispectral radiometric temperature measurement by deep learning algorithms. Simulation and experimental validation are car-ried out. In the simulation, the error is less than 0.71% without noise and 1.80% with 5% random noise, which improves the accuracy by more than 1.55% and 2.66% com-pared with the classical BP (backpropagation) algorithm, and 0.94% and 0.96% compared with the GIM-LSTM (generalized inverse matrix-long short-term memory) algo-rithm. In the experiment, the error is less than 0.83%. This indicates that the method has high research value and is expected to lead multispectral radiometric temperature measurement technology to a new level. (c) 2023 Optica Pub-lishing Group
Keyword:
PYROMETRY
期刊
IF:
3.3
论文数:
4.0W
被引数:
7.6W
机构
引用论文
Isolation and Evaluation of Bacteria Exhibiting Multiple Plant Growth Traits in the Rhizosphere of Yellow Bell Pepper (Capsicum chinense)从黄灯笼辣椒（Capsicum chinense）根际分离并评价具有多种植物促生特性的细菌
PREAI
分享收藏分享收藏
Generalized inverse matrix- long short-term memory neural network data processing algorithm for multi-wavelength pyrometry多波长高温测量的广义逆矩阵-长短期记忆神经网络数据处理算法.png)
OPTICS EXPRESS
OAAI
OPTICS EXPRESSIF3.3
OAAI分享收藏Effect of soot self-absorption on color-ratio pyrometry in laminar coflow diffusion flamesOPTICS LETTERS
OPTICS LETTERSIF3.3
PREAI
分享收藏 没有更多内容
没有更多内容