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The big volume of unidentified variables for this model is optimized through three treatments co-adapted SA-based optimization procedures, correspondingly. Our results concur that the proposed strategy is both efficient and robust. Then, we use the identified design to predict the styles of this epidemic spreading associated with the COVID-19 within these towns. We realize that the amount of infections in most places in China has now reached their top from February 29, 2020, to March 15, 2020. F