系统工程理论与实践
繫統工程理論與實踐
계통공정이론여실천
Systems Engineering—Theory & Practice
2011年
9期
1736~1744
,共null页
传染病模型 仓室 复合群体 接触网络 综述
傳染病模型 倉室 複閤群體 接觸網絡 綜述
전염병모형 창실 복합군체 접촉망락 종술
infectious diseases model; compartment; meta-population; contact networks; survey
建立传染病传播模型是理解传染病流行机理,预测流行趋势,进行防控决策的基础.将传染病传播模型分为单一群体模型,复合群体模型和微观个体模型三类.单一群体模型从宏观角度刻画了集计量的变化,以经典的SIR为基础,在仓室设置、年龄结构、随机性、异质性等方面进行了扩展.复合群体模型将人群划分为多个子群体,子群体之间因人口流动而耦合,适合研究具有空间异质性的跨地区传播问题.微观个体模型的出发点是个体状态和行为,所有个体形成接触网络.这类模型有理想网络和现实网络两个研究方向,理想网络关注接触网络特性对传染病传播动力学的影响,现实网络致力于揭示社会接触的实际特征,构建足够真实的模拟网络,研究传染病的传播.这三类模型各有特点,分别具有各自的适用领域,应根据研究目的和问题特点选择合适的建模方法.
建立傳染病傳播模型是理解傳染病流行機理,預測流行趨勢,進行防控決策的基礎.將傳染病傳播模型分為單一群體模型,複閤群體模型和微觀箇體模型三類.單一群體模型從宏觀角度刻畫瞭集計量的變化,以經典的SIR為基礎,在倉室設置、年齡結構、隨機性、異質性等方麵進行瞭擴展.複閤群體模型將人群劃分為多箇子群體,子群體之間因人口流動而耦閤,適閤研究具有空間異質性的跨地區傳播問題.微觀箇體模型的齣髮點是箇體狀態和行為,所有箇體形成接觸網絡.這類模型有理想網絡和現實網絡兩箇研究方嚮,理想網絡關註接觸網絡特性對傳染病傳播動力學的影響,現實網絡緻力于揭示社會接觸的實際特徵,構建足夠真實的模擬網絡,研究傳染病的傳播.這三類模型各有特點,分彆具有各自的適用領域,應根據研究目的和問題特點選擇閤適的建模方法.
건립전염병전파모형시리해전염병류행궤리,예측류행추세,진행방공결책적기출.장전염병전파모형분위단일군체모형,복합군체모형화미관개체모형삼류.단일군체모형종굉관각도각화료집계량적변화,이경전적SIR위기출,재창실설치、년령결구、수궤성、이질성등방면진행료확전.복합군체모형장인군화분위다개자군체,자군체지간인인구류동이우합,괄합연구구유공간이질성적과지구전파문제.미관개체모형적출발점시개체상태화행위,소유개체형성접촉망락.저류모형유이상망락화현실망락량개연구방향,이상망락관주접촉망락특성대전염병전파동역학적영향,현실망락치력우게시사회접촉적실제특정,구건족구진실적모의망락,연구전염병적전파.저삼류모형각유특점,분별구유각자적괄용영역,응근거연구목적화문제특점선택합괄적건모방법.
Modeling the transmission of infectious disease is the basis of understanding the mechanism of epidemic,collecting data,forecasting,and preventing its spread.Epidemical models are classified into single population,meta-population and microscopic models.Single population models describe the aggregate variables on the macro level;which is based on the classical SIR,and have been extended in compartment setting,age structure of population,stochastic and heterogeneity.Meta-population models divide population into sub-populations,which are coupled because of human mobility.Meta-population models are appropriate to multi-regional epidemics with spatial heterogeneity.Microscopic models focus on the property and behavior of individuals.Epidemics spread on contact network.Those models progress in idealized network and real network.Idealized network emphasis the relationship between the characteristics of typical networks and the dynamic of epidemics.Real network focus on the empirical features of social contacts,and investigate the spread of epidemic on simulated network.Finally,we summarize the feature of those models,and advice their suitable problems and applications.