首页> 外文会议>IASTED Africa conference on modelling and simulation >UNDERSTANDING HIV/AIDS PANDEMIC BY HIGH PERFORMANCE COMPUTING EPIDEMIOLOGY
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UNDERSTANDING HIV/AIDS PANDEMIC BY HIGH PERFORMANCE COMPUTING EPIDEMIOLOGY

机译:通过高性能计算流行病学了解艾滋病毒/艾滋病大流行病

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This paper presents the application of distributed systems high performance cluster in modelling the spread of HIV in a given population. A population of a complex ecosystem such as a community of sexually related individuals has been modelled around distributed objects. An object modelled one individual and its communication with other objects represents social interaction between individuals. This research focuses on the heterosexual transmission of HIV and uses the probability of infection as determined by medical research work. The probability of infection is dependent on a number of factors; one) viral load of the infected person as well as two) the CD4+CCR5 receptor cell count of the person at risk and three) use of ARVs on mortality and transmission rate is also considered. The experiment was run on a cluster of 70 connected computers each capable of running hundreds of objects (individuals). These objects are implemented in Java in a distributed programming environment called CORBA that enable object across a network to communicate. The results obtained show patterns consistent with the epidemiological nature of the HIV as well as the behavioural properties of the people. The results have clearly demonstrated the ability for the high performance computer cluster to play out different scenarios and provide predictions and answers to "what if?" questions especially those of intervention programmes.
机译:本文介绍了分布式系统高性能集群在给定群体中艾滋病病毒蔓延的应用。围绕分布式物体建模了一种复杂的生态系统,如性关系的社区。一个对象建模一个人及其与其他对象的通信表示个人之间的社交互动。本研究侧重于艾滋病毒的异性源性传播,并利用医学研究所确定的感染概率。感染的可能性取决于许多因素;一种)受感染者的病毒载荷以及两种)风险的CD4 + CCR5受体细胞计数和三个)的使用ARV对死亡率和传输速率的使用。该实验在70个连接的计算机的集群上运行,每个计算机都能够运行数百个对象(个人)。这些对象在名为CORBA的分布式编程环境中的Java中实现,该环境在网络上启用对象进行通信。结果表明,与艾滋病毒的流行病学性质以及人民的行为特征一致。结果清楚地表明了高性能计算机集群的能力,以发挥不同的情景,并提供“如果是什么?”提供预测和答案特别是干预计划的问题。

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