在形成信息分析系统的要求基础上,利用数学模型对病毒的传播进行预测和模拟

V. A. Klyapko, N. Maiorov
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引用次数: 0

摘要

在卫生保健系统大规模负荷时期,在病毒传播时期,现代大都市发展的主要趋势鼓励采用先进的方法和方法来组织卫生保健领域的工作。本研究的对象是圣彼得堡市,对该市卫生保健系统负荷的主要指标进行了分析。证实了新型冠状病毒感染(COVID-19)长期影响引起的系统过程变化。通过科学计量分析,反映了卫生保健系统引入信息系统和服务的必要性。分析了用于预测任务的模型和方法(SIR、ARIMA、Holt-Winters),并提出了病毒传播的模拟模型。提出了预测病人住院人数以估计医院病床容量的实际任务。验证了在信息分析系统中使用病毒分布预测和模拟模块对卫生保健系统必要能力的估计做出决策。
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FORMATION OF REQUIREMENTS FOR THE INFORMATION-ANALYTICAL SYSTEM BASED ON THE USE OF MATHEMATICAL MODELS OF PREDICTION AND SIMULATION MODELS OF VIRUS PROPAGATION
Key trends in the development of a modern megalopolis, in the period of large-scale loads on the health care system, in the period of the spread of viruses, encourage the use of advanced methods and approaches to the organization of work in the field of health care. The object of the research is the city of St. Petersburg, the analysis of the main indicators of the load on the city's health care system has been carried out. The changes in the system processes caused by the long-term influence of coronavirus infection (COVID-19) are substantiated. The scientometric analysis reflecting the necessity of introduction of information systems and services in the health care system was performed. Analysis of models and methods (SIR, ARIMA, Holt-Winters) for the task of forecasting is presented and simulation models of virus spread are presented. The practical task of forecasting the number of hospitalizations of patients to estimate hospital bed capacity is presented. The use of forecasting and simulation modules of virus distribution in the information-analytical system is substantiated to make a decision on the estimation of necessary capacity of the health care system.
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