Earth Science Frontiers ›› 2010, Vol. 17 ›› Issue (3): 139-148.
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LIU Li-Jun, Michael Gurnis
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Abstract:
The adjoint method for data assimilation is a gradientbased inversion technique which is especially useful for inverting nonlinear dynamic systems. Recently, its application for simulating geophysical problems has been proved promising. In this paper, we try to introduce the adjoint method in a systematic way, from the theoretical basis to its practical implementation in numerical models of mantle convection, with several examples to help the understanding. The adjoint operator of a temporally evolving system can be derived based on the perturbation theory, where a mismatch in the model output against observation is attributed to an error in the input, with their relation approximated as a firstorder derivative (gradient) of the leastsquared mismatch with respect to the input. For a nonlinear system, iterative processing is inevitable; the efficiency and convergence rate depend on the amount of apriori information about the input (e.g. the initial condition). Seismic tomography, which describes the presentday mantle structures, has seen steady progress on both regional and global scales, and allows inverting mantle convection to the past. By either assimilation or comparison with geological observations, especially the dynamic topography inferred from stratigraphy, adjoint calculation of mantle convection can constrain unknown mantle dynamic properties while recovering the initial condition. Enormous new insights about the earths dynamic mechanisms, therefore, can emerge. A specific example is the inversion of the Farallon flat subduction under North America during the Late Cretaceous time.
Key words: adjoint method, time reversal, mantle convection, seismic tomography
CLC Number:
P3152
LIU Li-Jun, Michael Gurnis. Adjoint method and its application in mantle convection.[J]. Earth Science Frontiers, 2010, 17(3): 139-148.
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https://www.earthsciencefrontiers.net.cn/EN/Y2010/V17/I3/139