Model calibration and prediction uncertainty
This subject has been an enduring theme since Lloyd Townley's PhD research on this subject between 1978 and 1983.
Much of the thesis was not published, but some numerical results were presented at a conference in Australia in late 1983 (Townley and Wilson, 1983), the major theoretical results were published by Townley and Wilson (1985) and some further numerical examples were presented at a conference (Townley and Wilson, 1985) and later in a journal (Townley and Wilson, 1989).
The thesis resulted in preparation of a 2D finite element package for aquifer flow, with tightly integrated capabilities for calibration (of storage coefficients, transmissivities, boundary conditions and recharge) and prediction uncertainty (based on the first order second moment (FOSM) method). The package was documented in great detail (Townley and Wilson, 1984) but has been used on only a couple of projects since that time.
The FOSM method was extended in 1983-84 to cover second order corrections to the mean. Although the theory had been developed previously, what was unique about this work was development of an algorithm that is computationally efficient for large problems with many state variables. Two conference papers were published showing effects of uncertain transmissivities (Townley, 1984) and effects of uncertain recharge (Townley, 1989). This theme was continued by Townley (1988).
The fundamental ideas applicable to groundwater models apply to virtually any kind of model. Dr Bryson Bates of CSIRO was keen to calibrate a simple surface hydrological model, and our collaboration led to Bates and Townley (1985), Bates and Townley (1988a) and Bates and Townley (1988b).
Prof. Dennis McLaughlin from MIT came to Perth on sabbatical in 1991. This led to years of effort, mostly by Dennis, to prove the mathematical links between a range of techniques proposed by a number of researchers for solving the so-called "groundwater inverse problem". The work was published by McLaughlin and Townley (1996) (see also McLaughlin and Townley, 1997), but to date its value seems not to have been recognised.
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Copyright © 2007 by Lloyd Townley |