Parallel-Data-Based Social Evolution Modeling

作     者：Weishan Zhang Zhaoxiang Hou Xiao Wang Zhidong Xu Xin Liu Fei-Yue Wang Weishan Zhang;Zhaoxiang Hou;Xiao Wang;Zhidong Xu;Xin Liu;Fei-Yue Wang

作者机构：China University of PetroleumQingdao 266580China Qingdao Academy of Intelligent IndustryQingdao 266111China State Key Laboratory of Management and Control for Complex SystemsInstitute of AutomationChinese Academy of SciencesBeijing 100049China Institute of National SecurityNational Defense UniversityBeijing 100081China 

出 版 物：《Tsinghua Science and Technology》 (清华大学学报（自然科学版（英文版）)

年 卷 期：2021年第26卷第6期

页      面：878-885页

核心收录：

学科分类：12[管理学] 120202[管理学-企业管理（含：财务管理、市场营销、人力资源管理）] 0202[经济学-应用经济学] 02[经济学] 1202[管理学-工商管理] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 

基　　金：supported by the National Natural Science Foundation of China(No.62072469) the National Key R&D Program of China(No.2018YFE0116700) the Shandong Provincial Natural Science Foundation(No.ZR2019MF049,Parallel Data Driven Fault Prediction under Online-Offline Combined Cloud Computing Environment) the Fundamental Research Funds for the Central Universities(No.2015020031) 

主　　题：paral el data reinforcement learning decision-making 

摘      要：Abnormal or drastic changes in the natural environment may lead to unexpected events,such as tsunamis and earthquakes,which are becoming a major threat to national ***,no effective assessment approach can deduce a situation and determine the optimal response strategy when a natural disaster *** this study,we propose a social evolution modeling approach and construct a deduction model for self-playing,self-learning,and self-upgrading on the basis of the idea of parallel data and reinforcement *** proposed approach can evaluate the impact of an event,deduce the situation,and provide optimal strategies for *** the breakage of a submarine cable caused by earthquake as an example,we find that the proposed modeling approach can obtain a higher reward compared with other existing methods.