基于MLP-AE网络的电磁层析成像算法OA北大核心CSTPCD
Electromagnetic Tomography Algorithm Based on MLP-AE Network
电磁层析成像(electromagnetic tomography,EMT)传统算法由于物理模型的限制,导致重建数据缺失,使其逆问题存在着严重的不适定性和病态性.为解决重建图像普遍存在伪影多,质量差等问题,提出了一种基于MLP-AE的复合电磁层析成像算法.首先用待测物场信息作为输入送入自编码神经网络(AE)学习,得到编码数据;再对待测物场进行电磁激励获取电压数据;将电压数据作为输入,待测物场信息编码后的数据作为输出送入多层感知机神经网络(MLP)…查看全部>>
Due to the limitations of physical models,the traditional algorithm of electromagnetic tomography(EMT)leads to the lack of reconstruction data,which makes its inverse problem have serious discomfort and pathology.In order to solve the problems of many artifacts and poor quality in the reconstructed images,a composite electromagnetic tomography algorithm based on MLP-AE is proposed.Firstly,the field information of the object to be tested is sent to the self-c…查看全部>>
贾虎;王明泉;商奥雪
中北大学信息与通信工程学院,山西太原 030051中北大学信息与通信工程学院,山西太原 030051中北大学信息与通信工程学院,山西太原 030051
电磁计量电磁层析成像深度学习图像重建自编码MLP
electromagnetism metrologyelectromagnetic tomography imagingdeep learningimage reconstructionself codingMLP
《计量学报》 2024 (8)
1096-1102,7
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