This study is devoted to consider a novel model of dengue fever with unreported cases and asymptomatic infected classes, where infected humans is admitted to general and intensive hospitals for treatment. First, the basic reproduction number is calculated by using the next generation matrix method. The disease-free equilibrium is locally asymptotically stable when the basic reproduction number is less than one, but forward bifurcation occurs at the disease-free equilibrium when the basic reproduction number equals one. Then, the endemic equilibrium is consistent persistence when the basic reproduction number is more than one. Next, the existence of the optimal control pair is analyzed, and the mathematical expression of the optimal control is given by using Pontriagin's maximum principle. Finally, based on the dengue fever data in Singapore during the 15-52 weeks of 2020, the best fitting parameters of the model are determined by using Markov Chain Monte Carlo algorithm. The basic reproduction number is 1.6015 (95%CI:(1.5425-1.6675)). Numerical simulation and sensitivity analysis of several parameters are carried out. It is suggested that patients with dengue fever should report and receive treatment in time, which is of great significance for prevention and control of dengue fever.
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