A PENALTY METHOD FOR PDE-CONSTRAINED OPTIMIZATION
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Abstract
The invention is directed to a computer-implemented method for obtaining a physical model having physical model parameters wherein solutions to one or more partial-differential-equations (PDE'"'"'s) are calculated and wherein (i) an appropriate initial model is selected, (ii) setup a system of equations referred to as the data-augmented PDE for the field, comprising of the discretized PDE, the sampling operator, the source function and the observed data, and solve the data-augmented PDE in a suitable manner to obtain a field that both satisfies the PDE and fits the data to some degree, (iii) setup a system of equations by using the PDE, the source function and the field obtained in step (ii) and solve this system of equations in a suitable manner to obtain an update of the physical model parameters and repeat steps (ii)-(iii) until a predetermined stopping criterion is met.
16 Citations
45 Claims
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1-21. -21. (canceled)
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22. A computer-implemented method for obtaining a physical model having physical model parameters, wherein solutions to one or more partial-differential-equations (PDEs) are calculated, wherein the PDEs are constrained by observed data from a system whose response to a known source function and known sampling operator is modeled by solutions of those PDEs for a given physical model using physical model parameters, wherein the method comprises:
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(i) selecting an appropriate initial model; (ii) setting up a first system of equations, referred to as data-augmented PDEs, for a field comprising a discretized PDE, the sampling operator, the source function and the observed data; (iii) solving the data-augmented PDEs in a suitable manner to obtain a field that both satisfies the one or more PDEs and fits the data to some degree; (iv) setting up a second system of equations by using the discretized PDE, the source function, and the field obtained in step (ii); (v) solving the second system of equations in a suitable manner to obtain an update of the physical model parameters; and (vi) repeating steps (ii)-(v) until a predetermined stopping criterion is met. - View Dependent Claims (23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45)
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Specification