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The SMC algorithm was applied to estimate the state and model parameters simultaneously through sufficient statistic.
The data fitting problem is formulated to estimate some unknown model parameters simultaneously for 18 data sets under consideration.
We also show that our approach outperforms existing multi-stream HMM because the latter one cannot optimize all model parameters simultaneously.
In particular, we modified the objective function to include the stream relevance weights and derived the necessary conditions to optimize all of the model parameters simultaneously.
A new genetic algorithm-based synchronized search is proposed to optimize input variable time lags and data-driven model parameters simultaneously.
In the probabilistic case, 1,000 new ICER were computed by changing all the model parameters simultaneously.
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In the second comparative study, the state variables as well as the model parameters are simultaneously estimated.
To overcome limitations caused by parameter uncertainties the most sensitive model parameters are simultaneously estimated in the course of the model selection framework.
Moreover, an advanced viscoplastic model with nonlinear hardening variables was applied to simulate rate-dependent plastic deformation of PLA/PBS blends, with model parameters calibrated simultaneously against the tensile test data.
As such, uncertainty from trial results and from model parameters is simultaneously assessed.
Results of the base-case and sensitivity analyses were recalculated 5000 times, with all model parameters set simultaneously, each selected at random from the respective parameter distribution.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com