Dynamic Hierarchical Agent Network Transmission Model for HIV Among Injecting Drug Users

doi:10.3969/j.issn.1000-3428.2014.08.056

Abstract

Abstract: According to configuration model,a complex Agent dynamic hierarchical network model for the spread of HIV among Injecting Drug Users(IDUs) is developed to simulate HIV transmission in the real needlesharing network.IDUs on the needlesharing network can be divided into core layer,inner layer and outer layer,corresponding to highintensity drug users,mediumintensity drug users and generalintensity drug users.The connection within a layer is stronger and the connection between layers is weaker,which is controlled by an adjustable probability matrix.Over time,the number of the total nodes in the network changes,while edges between nodes can be dissolved and reformed.The network has dynamic characteristics.Each individual Agent has infection,course of disease progression and rules to react to HIV prevention interventions,including free syringe exchange programs,voluntary counseling and HIV testing and antiretroviral therapy treatment on individual behavior change,the course of disease and the spread of disease.The simulation results show that the model can correctly reflect the characteristics of HIV transmission among differentintensity IDUs networks.

Key words: configuration model, dynamic hierarchical network, Injecting Drug Users(IDUs), sharing needles, HIV transmission, prevention intervention

摘要： 基于配置模型建立一个静脉注射吸毒人群HIV传播的动态分层Agent复杂网络模型,用于模拟HIV在现实共用针具吸毒网络中的传播。在该模型中,共享吸毒网络中的个体分为core层、inner层和outer层,对应吸毒人员中的高危人群、中等危险人群和一般危险人群。网络中层内连接较强,而层间连接较弱,由可调概率矩阵控制。网络中的人群总数可以变化,节点间的连边可以断开和重连,网络具有动态特性。网络中的个体Agent中包括了感染、病程发展以及自愿咨询与检测、国家的免费治疗和免费针具交换等干预政策对个体行为改变、病程和传播的影响机制。仿真实验结果表明,该模型能正确反映不同危险行为层的吸毒人群网络中HIV传播的特点。

关键词: 配置模型, 动态分层网络, 注射吸毒人群, 共用针具, HIV传播, 预防干预

CLC Number:

TP393

WEI Chun-tao,BI Gui-hong,ZHANG Shou-ming. Dynamic Hierarchical Agent Network Transmission Model for HIV Among Injecting Drug Users[J]. Computer Engineering, doi: 10.3969/j.issn.1000-3428.2014.08.056.

韦春桃,毕贵红,张寿明. 注射吸毒人群HIV动态分层Agent网络传播模型[J]. 计算机工程, doi: 10.3969/j.issn.1000-3428.2014.08.056.

/ / Recommend / Download Citations

URL: http://www.ecice06.com/EN/10.3969/j.issn.1000-3428.2014.08.056

http://www.ecice06.com/EN/Y2014/V40/I8/293

References

［1］Kretzschmar M,Wiessing L G.Modelling the Spread of HIV in Social Networks of injecting Drug Users［J］.AIDS,1998,12(7):801811. ［2］Sloot P M A,Ivanov S V.Stochastic Simulation of HIV Population Dynamics Through Complex Network Modeling［J］.International Journal of Computer Mathematics,2007,85(8):11751187. ［3］李璐,宣慧玉,高宝俊.基于元胞自动机的异质个体HIV/AIDS传播模型［J］.系统管理学报,2008,17(6):704710. ［4］Dabbaghian V,Richardson N,Ruthford A,et al.A Cellular Automata Model of the Spread of HIV in a Community of Injection Drug Users［J］.SIAM Review,2007,45:167256. ［5］QiaoJian,Zhao Feng,Shao Bo.A CA Model for HIV Transmission Among Intravenous Drug Users［C］//Proc.of the 3rd International Joint Conference on Computational Science and Optimization.Huangshan,China:［s.n.］,2010:151155. ［6］潘志方,杨峰,沈琴晓.基于元胞自动机的艾滋病传播模型研究［J］.生物医学工程学杂志,2011,28(3):479483. ［7］Eyob T,Marwala T,Mueller C.Agentbased Modelling:A Case Study in HIV Epidemic［C］//Proc.of the 4th International Conference on Hybrid Intelligent Systems.Kitakyushu,Japan:［s.n.］,2004:154159. ［8］秦光明,杨烨,阮玉华,等.西昌市吸毒人群HIV感染模式研究［J］.现代预防医学,2006,33(3):354357. ［9］李群,杨洋,张菊英.自贡市静脉吸毒人群社会网络特点及其与HIV传播关系的研究［J］.现代预防医学,2007,34(17):32673269. ［10］Richardson L,Grund T.Modeling the Impact of Suprastructural Network Nodes:The Case of Anonymous Syringe Sharing and HIV Among People Who Inject Drugs［J］.Social Science Research,2012,41(3):624636. ［11］梅珊.基于复杂Agent网络的病毒传播建模和仿真研究［D］.长沙:国防科学技术大学,2010. ［12］Hamill L,Gilbert N.Social Circles:A Simple Structure for Agentbased Social Network Models［J］.Journal of Artificial Societies and Social Simulation,2009,12(2):99120. ［13］温颖,单桂秋,金辉,等.快速检测HIV(1+2)抗体压电免疫传感阵列的研制［J］.生物医学工程学杂志,2009,26(4):883885. ［14］何大韧,刘宗华,汪秉宏.复杂系统与复杂网络［M］.北京:高等教育出版社,2009. ［15］王俊杰.动力学模型在我国艾滋病五类高危人群传播规律分析中的应用［D］.北京:中国疾病预防控制中心,2011. ［16］臧春鹏.抗病毒治疗对艾滋病传播流行的影响［D］.北京:中国疾病预防控制中心,2011. ［17］臧春鹏,汪宁.抗病毒治疗在阻断艾滋病传播流行中的作用［J］.中华临床医师杂志,2011,5(8):23432346. ［18］韩丽涛,娄洁,阮玉华,等.静脉注射吸毒人群HIV/AIDS数学模型分析［J］.生物数学学报,2008,23(3):429434. ［19］韩丽涛,阮玉华,尹潞,等.西昌市静脉吸毒人群HIV发病率分析［J］.中国公共卫生,2006,22(12):14841485. ［20］Wilensky U.Center for Connected Learning and Computerbased Modeling［D］.Evanston,USA:Northwestern University,1999. ［21］Lou Jie,Chen Li.Injecting Drug Users on a Risk Network Model［J］.Chinese Journal of Engineering Mathematics,2010,27(6):11051110. ［22］ZhangLei,Lorraine Y,Zhuang Xun,et al.Needle and Syringe Programs in Yunnan,China Yield Health and Financial Return［J］.BMC Public Health,2011,11:250. 编辑顾逸斐

[1]	WU Yiteng, YU Hongtao, GU Zeyu. Link Prediction Method Based on Network Structure Model for Unified Description [J]. Computer Engineering, 2022, 48(7): 51-58.
[2]	SHEN Jiquan, LIN Shuai, LI Zhiying. Influence Maximization Algorithm Based on Local Domain [J]. Computer Engineering, 2022, 48(7): 22-28.
[3]	REN Zhi, YANG Di, HU Chun, ZHU Kelan. A Single Threshold Access Protocol for UAV Ad-Hoc Network with High Channel Utilization Rate [J]. Computer Engineering, 2021, 47(2): 206-211.
[4]	ZHANG Xianli, TANG Jianxin. A Novel Evaluation Method of Node Importance in Complex Network [J]. Computer Engineering, 2021, 47(2): 139-145,151.
[5]	LI Li, SONG Song, LI Bingke. Weight Search and Alarm Selection Method Based on User Preference [J]. Computer Engineering, 2020, 46(4): 107-114.
[6]	ZHU Jing, WU Zhongdong, DING Longbin, WANG Yang. DDoS Attack Detection Based on DBN in SDN Environment [J]. Computer Engineering, 2020, 46(4): 157-161,182.
[7]	ZHU Guohui, LIU Lu, LEI Lanjie. Service Function Chain Design and Mapping Algorithm Based on VNF Combination [J]. Computer Engineering, 2020, 46(4): 183-188,197.
[8]	JIANG Zhanjun, ZHOU Tao, YANG Yonghong. Energy Optimized Routing Algorithm Based on Improved Ant Colony in WSN [J]. Computer Engineering, 2020, 46(4): 189-197.
[9]	SUN Zhongjun, ZHAI Jiangtao. A Network Application Identification Method for Encrypted Traffic [J]. Computer Engineering, 2020, 46(4): 151-156.
[10]	XU Feng, WANG Ji. Link Stabilization Algorithm for WSN Based on Virus-antibody Immune Game [J]. Computer Engineering, 2020, 46(4): 206-212,235.
[11]	ZHU Wenfeng, WANG Qin, GUO Zheng, LIU Junrong. Research on Attacks Method for Block Ciphers [J]. Computer Engineering, 2020, 46(1): 102-107,113.
[12]	GUO Yue, WANG Hongjun, XIE Mengqi. Research on IoT Nodes Localization Technology Based on Fruit Fly Algorithm [J]. Computer Engineering, 2020, 46(1): 144-149.
[13]	DING Wei, ZHANG Qianfeng, ZHOU Wenfeng. UDP Reflection Attack Response Scheme Based on SDN [J]. Computer Engineering, 2020, 46(1): 121-128.
[14]	CHEN Qiuyao, ZHENG Quan. Research on Caching Strategy for Differentiated Services in Named Data Network [J]. Computer Engineering, 2020, 46(1): 172-178.
[15]	TIAN Jiyao, LIU Guangzhong. Energy-Optimized Clustering Routing Algorithm Based on Multi-Factors in WSN [J]. Computer Engineering, 2020, 46(1): 179-186.

Please choose a citation manager

Content to export