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For a comprehensive review of employing ES and SA in biochemical systems identification, the reader is referred to [ 68], in which the optimisation of model structure and kinetic rates was studied by the hybrid use of ES and SA, respectively.
For the initial optimisation of model fitting, we ran 10 MCMC steps using the protocol above but accepting a move according to the Metropolis–Hastings protocol (Hastings, 1970), recording the parameterisation leading to the lowest recorded residual.
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This needs to be supplemented by optimisation of models and model parameters to translate absorbed doses into equivalent, organ, biologically effective doses or any other indirect dose entities.
The pump and treat and reinject scenario although appearing to be effective will require further optimisation of the model over many model runs, and with field pilot trials in order confirm the feasibility of this option.
The two-loop partially linear degradation model and its re-optimised parameters are listed in Data S1 in Table 5. Due to the extremely high sensitivity of parameters reported in the original three-loop model [25], a global optimisation of the model was initially performed to aid further model modifications.
The inversion runs by fitting the model function to the data by optimisation of the model parameters.
Moreover, an optimisation of the model for X (derived from the disordered co-crystal structure) would probably have resulted in a slightly lower E T,Σ.
Hence, optimisation of the model will constrain the values of these potentials.
Optimisation of the model is much needed for the study of new anti-malarial drugs, drug combinations, and candidate vaccines.
This is achieved by separating the optimisation of the model structure from the optimisation of the parameters.
This optimisation of the model did not substantially change the results regarding associations between group and endpoints.
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CEO of Professional Science Editing for Scientists @ prosciediting.com