Abstract
Light field camera can solve the problems of complex optical path and difficult synchronous trigger of radiation temperature measurement multi camera system, which has some unique advantages in three-dimensional temperature reconstruction of radiation imaging. The LSQR is a classical algorithm for solving the least square problem based on large sparse matrix. When the algorithm is used to reconstruct three-dimensional temperature field, it depends on the initial value of temperature, and the reconstruction accuracy is not ideal when the signal-to-noise ratio is low. In this paper, a damped LSQR-LMBC reconstruction algorithm is proposed. By adding a damped regularization term into the LSQR method, the anti noise performance of flame three-dimensional temperature field reconstruction is improved. By combining the LMBC algorithm, the absorption coefficient and three-dimensional temperature field are solved at the same time. In the numerical simulation part, with the gradual reduction of signal-to-noise ratio, the reconstruction effect of Damped LSQR turns more stable than LSQR. When the signal-to-noise ratio reaches 13.86 dB, the reconstruction accuracy is improved by about 30%. The average reconstruction error of damped LSQR-LMBC is 6.63%. The three-dimensional temperature field distribution of butane flame is consistent with the characteristic of radiation flame combustion. Compared with the temperature measurement data of thermocouple, the relative error is about 6.8%.
Highlights
Flame temperature distribution reconstructed by Damped LSQR-LMBC algorithm
图 7 阻尼 LSQR-LMBC 算法重建的火焰温度的相对误差 (a) –16 mm 位置; (b) 火焰–12 mm 位置; (c) –8 mm 位置; (d) –4 mm 位置; (e) 0 mm 位置
Summary
热传导系数跳跃的三维非Fourier温度场分布的奇摄动双参数解 Singularly perturbed solutions of a class of non-Fourier temperature field distribution 物理学报. 基于字典学习的稠密光场重建算法 Dense light field reconstruction algorithm based on dictionary learning 物理学报. 基于改进模拟退火算法的非均匀燃烧场分布重建 Distribution reconstruction of non-uniform combustion field based on improved simulated annealing algorithm 物理学报. 王式民等 [3] 结合单 CCD 相机与光学分层成
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