Reconstruction of electrical capacitance tomography images based on fast linearized alternating direction method of multipliers for two-phase flow system
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Reconstruction of electrical capacitance tomography images based on fast linearized alternating direction method of multipliers for two-phase flow system
Chinese Journal of Chemical EngineeringVol. 24, Issue 5, Pages: 597-605(2016)
Affiliations:
School of Information and Control Engineering, Liaoning Shihua University,Fushun,China,113001
Chongkun Xia, Chengli Su, Jiangtao Cao, Ping Li. Reconstruction of electrical capacitance tomography images based on fast linearized alternating direction method of multipliers for two-phase flow system[J]. Chin.J.Chem.Eng., 2016, 24(5): 597-605.
DOI:
Chongkun Xia, Chengli Su, Jiangtao Cao, Ping Li. Reconstruction of electrical capacitance tomography images based on fast linearized alternating direction method of multipliers for two-phase flow system[J]. Chin.J.Chem.Eng., 2016, 24(5): 597-605.DOI: 10.1016/j.cjche.2016.01.017.
Reconstruction of electrical capacitance tomography images based on fast linearized alternating direction method of multipliers for two-phase flow system
摘要
Abstract
Electrical capacitance tomography (ECT) has been applied to two-phase flowmeasurement in recent years. Image reconstruction algorithms play an important role in the successful applications of ECT. To solve the ill-posed and nonlinear inverse problem of ECT image reconstruction
a new ECT image reconstruction method based on fast linearized alternating directionmethod ofmultipliers (FLADMM) is proposed in this paper. On the basis of theoretical analysis of compressed sensing (CS)
the data acquisition of ECT is regarded as a linear measurement process of permittivity distribution signal of pipe section. A new measurement matrix is designed and L1 regularization method is used to convert ECT inverse problem to a convex relaxation problem which contains prior knowledge. A new fast alternating direction method of multipliers which contained linearized idea is employed to minimize the objective function. Simulation data and experimental results indicate that compared with other methods
the quality and speed of reconstructed images are markedly improved. Also
the dynamic experimental results indicate that the proposed algorithm can fulfill the real-time requirement of ECT systems in the application.
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