TY - CHAP
T1 - Matrix approach to solution of the inverse problems for multimedia wireless communication links
AU - Sergeev, Mikhail
AU - Blaunstein, Nathan
N1 - Publisher Copyright:
© Springer Nature Switzerland AG 2020.
PY - 2020/1/1
Y1 - 2020/1/1
N2 - The goal of this chapter is the analysis of a principal difference between the direct and inverse problems related to the applied electrodynamics, and radio, acoustic and optical wave physics, as well as, the relations of direct and inverse problems with each other. We use the concept of matrix or tensor equations technique for direct problem derivation, which deals with finding of the wave field for known distribution of sources of wave radiation. The same matrix approach is presented for the inverse problem resolving, which deals with determination and localization of the radiated sources’ distribution a few limited cases of canonical objects and media. The strict analytical solution of such problems is obtained only for special cases of sources distribution and signal reconstruction. New methodology of how to identify the shape, form, structure, and type of material and define the parameters of media via knowledge on the wave field spatial, temporal, and spectral distribution arrived at the wave receiver and recorded by the detector, localizing any source and eliminating image speeding, has been created.
AB - The goal of this chapter is the analysis of a principal difference between the direct and inverse problems related to the applied electrodynamics, and radio, acoustic and optical wave physics, as well as, the relations of direct and inverse problems with each other. We use the concept of matrix or tensor equations technique for direct problem derivation, which deals with finding of the wave field for known distribution of sources of wave radiation. The same matrix approach is presented for the inverse problem resolving, which deals with determination and localization of the radiated sources’ distribution a few limited cases of canonical objects and media. The strict analytical solution of such problems is obtained only for special cases of sources distribution and signal reconstruction. New methodology of how to identify the shape, form, structure, and type of material and define the parameters of media via knowledge on the wave field spatial, temporal, and spectral distribution arrived at the wave receiver and recorded by the detector, localizing any source and eliminating image speeding, has been created.
KW - Direct problem
KW - Hadamard principal
KW - Inverse problem
KW - Iteration algorithm
KW - Least squares method
KW - Levenberg–marquardt algorithm
KW - Moore-Penrose matrix
KW - Pseudo-inverse matrix singular-value decomposition
KW - Singular regularization
KW - Tikhonov’s approach
UR - http://www.scopus.com/inward/record.url?scp=85091016430&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-33795-7_4
DO - 10.1007/978-3-030-33795-7_4
M3 - Chapter
AN - SCOPUS:85091016430
T3 - Intelligent Systems Reference Library
SP - 99
EP - 118
BT - Intelligent Systems Reference Library
PB - Springer Science and Business Media Deutschland GmbH
ER -