Inverse problems in geophysics
Reading for students of the Department of Physics of the Earth.
Read at 8-th semester for students of the Department of Physics of the Earth.
2 hours of lectures per week
Lecturers
Reporting
The course content
- Some concepts of functional analysis. Elements of convex programming. Convex and strongly convex functionals. Minimization methods: steepest descent, conjugate gradient method, Newton's method and others.
- Correctness and incorrectness of the mathematical formulation of the problem. Examples of correct and incorrect problems. The concept of Tikhonov regularization algorithm on solving ill-posed problem. Classification of inverse problems. Basic properties regularizable ill-posed problems.
- Ill-posed problems on compact sets. The concept quasisolution. Numerical methods for solving ill-posed problems on sets of monotone and convex functions. An error estimate for solving linear ill-posed problems on convex compact sets.
- Ill-posed problems provided sourcewise representation of the desired solution. The method of extending compacts. A posteriori error estimate.
- Tikhonov's approach to the construction of regularizing algorithms. The linear case. Priori and a posteriori methods for choosing the regularization parameter. Convergence theorems. Fredholm integral equations of the first kind. Equations of convolution type.
- Nonlinear ill-posed problem. Regularization algorithms for their solution. Piecewise-uniform regularization.
- Iterative regularization and other approaches.
- The inverse problem of potential theory for geomagnetic and gravitational fields. Direct problem for some bodies (ball, straight stem, infinitely long circular or elliptical cylinder, horizontal or inclined plane).
- Inverse kinematic problem of seismology (appeal hodograph).
- The inverse problem of seismology (restoration of the true ground displacement by seismograph records).
References:
Summary:
- Tikhonov, Goncharsky AV, Stepanov VV, Yagola AG Numerical methods for solving ill-posed problems. M .: Nauka, 1990.
- AN Tikhonov, AS Leonov, AG Yagola Nonlinear ill-posed problem. M .: Nauka, 1995.
- Bakushinskii AB, AV Goncharsky Ill-posed problems. Numerical methods and applications. M .: Univ. Univ, 1989.
- Bakushinskii AB, AV Goncharsky Iterative methods for solving ill-posed problems. M .: Nauka, 1989.
- Logatchev AA, VP Zakharov Magnetic survey. L .: Nedra, 1973.
- Aki, P. Richards Quantitative seismology. M .: Mir, vol. 1, 2, 1983.
- Novikov GF Radiometric prospecting. L .: Nedra, 1989.
MORE:
- VK Ivanov, VV Vasin, VP Tanana Theory of linear ill-posed problems and its applications. M .: Nauka, 1978.
- MM Lavrentiev, VG Romanov, SP Shishatskii Ill-posed problems of mathematical physics and analysis. M .: Nauka, 1980.
Materials