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The constraints put on the group-dependent parameters of the biological compartment model could not be put on the parameters of the non-biological model.
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It also aids the estimation in not allowing the constraints put on the parameter space in Section 2.6 to be violated.
Moreover, boundary constraints had to be put on the probability parameters, so that they were not too close to 0 and 1.
Emphasis was put on interactions between the mentioned parameters with output or response variables, such as biomass consumption rate, fuel/air equivalence ratio, producer gas heating value and composition, tars concentration, and flame front velocity.
This is why no constraints were put on the group-dependent parameters of the non-biological model.
The constraints put on the group-dependent parameters of the biological compartment model might have improved the diagnostic ability of the classification; in the non-biological model, such constraints were not introduced because they were difficult to determine and justify; indeed, in this model, the parameters have no biological meaning.
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