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In this study, we proposed a novel sequence homolog-based protein engineering strategy for shifting the enzymatic pH optimum based on statistical analyses of sequence-function relationship data of enzyme family.
In these estimations, a lag length 3 is found to be optimum based on the Schwarz information criterion (SC).
The adaptive selection mechanism for the search direction allows the individuals to search for global optimum based on the experience of the previous iteration generations.
Firstly, to improve the convergent efficiency, this paper proposes an asymptotic predicting model of the globally-optimal solution, which is used to predict the global optimum based on extracting the features reflecting the evolutionary trend.
To choose the "optimal" (meaning economical optimum based on energy consumption (pressure drop), flow, separation efficiency, wear resistance etc., which is determined by the dimensions of the hydrocyclone) hydrocyclone dimensions and column configuration, 26 different species of hydrocyclones of 10 and 15 mm were tested.
The apparent loss in performance compared to the optimum based models, as judged by the fit to the training set, is virtually disappearing when evaluated on a separate test set.
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Furthermore, different abandonment reservoir pressures were tested to find the optimum one, to determine the optimum base gas capacity.
For perfect correlation, k = 1.0, the Missed Opportunities were approximately 12% of the optimum base plan's project duration.
The synthetically generated 10 activity projects were tested for sensitivity to changes in the level of correlation relative to the deterministically derived optimum base plan.
Missed Opportunities and Crew Idle Time are caused by stochastic and correlation effects that result in crew performance rates that are different from the deterministically derived optimum base plan.
The 'high ortho'tandemem type' novolac resins with optimum m-/p-cresol content and optimum base solubility are demonstrated to be important for obtaining well-resolved pattern formation using positive photoresists.
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CEO of Professional Science Editing for Scientists @ prosciediting.com