TY - JOUR
T1 - A probabilistic model for the nonlinear electromagnetic inverse scattering
T2 - TM case
AU - Li, Lianlin
AU - Wang, Long Gang
AU - Ding, Jun
AU - Liu, P. K.
AU - Xia, M. Y.
AU - Cui, Tie Jun
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2017/11
Y1 - 2017/11
N2 - Electromagnetic inverse scattering (EMIS) is a noninvasive examination tool, which holds the promising potential in science, engineering, and military applications. In contrast to conventional tomography techniques, the inverse scattering is a quantitative superresolution imaging method since it is capable of accommodating more realistic interactions between the wavefield and the probed scene. In this paper, a full probabilistic formulation of the EMIS is presented for the first time, which is then solved by applying the well-known expectation maximization method. Afterward, the concept of the complex-valued alternating direction method of multipliers has been proposed as an alternative approach to solve the resulting nonlinear optimization problem. Finally, exemplary numerical and experimental results are provided to validate the proposed method.
AB - Electromagnetic inverse scattering (EMIS) is a noninvasive examination tool, which holds the promising potential in science, engineering, and military applications. In contrast to conventional tomography techniques, the inverse scattering is a quantitative superresolution imaging method since it is capable of accommodating more realistic interactions between the wavefield and the probed scene. In this paper, a full probabilistic formulation of the EMIS is presented for the first time, which is then solved by applying the well-known expectation maximization method. Afterward, the concept of the complex-valued alternating direction method of multipliers has been proposed as an alternative approach to solve the resulting nonlinear optimization problem. Finally, exemplary numerical and experimental results are provided to validate the proposed method.
KW - Complex-valued alternating direction method of multiplier (ADMM)
KW - EM
KW - electromagnetic inverse scattering (EMIS)
KW - nonlinear optimization problem
KW - probabilistic approach
UR - https://www.scopus.com/pages/publications/85030625341
U2 - 10.1109/TAP.2017.2751654
DO - 10.1109/TAP.2017.2751654
M3 - 文章
AN - SCOPUS:85030625341
SN - 0018-926X
VL - 65
SP - 5984
EP - 5991
JO - IEEE Transactions on Antennas and Propagation
JF - IEEE Transactions on Antennas and Propagation
IS - 11
M1 - 8039507
ER -