社交网络影响的不良信息扩散建模及最优控制策略  被引量:2

Bad information diffusion modeling and optimal control strategy influenced by social networks

在线阅读下载全文

作  者:冯丽萍 韩琦[4] 周志刚[1] 白增亮 FENG Liping;HAN Qi;ZHOU Zhigang;BAI Zengliang(College of Information,Shanxi University of Finance and Economics,Taiyuan Shanxi 030006,China;Computer Department,Xinzhou Teachers University,Xinzhou Shanxi 034000,China;School of Information and Communication Engineering,North University of China,Taiyuan Shanxi 030051,China;College of Electrical and Information Engineering,Chongqing University of Science and Technology,Chongqing 401331,China)

机构地区:[1]山西财经大学信息学院,太原030006 [2]忻州师范学院计算机系,山西忻州034000 [3]中北大学信息与通信工程学院,太原030051 [4]重庆科技学院电气与信息工程学院,重庆401331

出  处:《计算机应用》2020年第3期735-739,共5页journal of Computer Applications

基  金:教育部人文社会科学研究青年项目(19YJCZH047);山西财经大学科研基金资助项目(QN-2019020,QN-2019021)~~

摘  要:针对已有不良信息传播模型没有考虑不同社交网络间信息扩散情况,利用图论中的连通性原理,建立了多个社交网络间不良信息扩散的动力学模型,并且将优化控制理论应用到模型中。通过最优控制原理,证明了最优控制策略的存在性,进一步得到了不良信息扩散的优化控制模型。实验结果表明,引入优化控制措施可以有效抑制不良信息扩散规模,而且控制策略的强度可以根据需要进行动态调整。另外,通过模拟不同社交网络间是否有信息相互传递,发现社交网络间的信息传递会增大不良信息扩散的规模和速度。In view of the existing bad information diffusion models do not consider the information diffusion between different social networks,the connectivity principle in graph theory was used to establish a dynamic model of the diffusion of bad information among multiple social networks,and the optimal control theory was applied to the model.Through the optimal control principle,the existence of the optimal control strategy was proved.Then the optimal control model of the diffusion of bad information was obtained.The experimental results show that the introduction of optimal control measures can effectively suppress the diffusion scale of bad information,and the strength of the control strategy can be dynamically adjusted as needed.In addition,by simulating the conditions with and without information transmitted between different social networks,it is found that the information transmission between social networks will increase the scale and speed of the diffusion of bad information.

关 键 词:社交网络 信息传播 动力学模型 最优控制策略 

分 类 号:TP309.5[自动化与计算机技术—计算机系统结构]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象