Optimal Regulation Strategy for Nonzero-Sum Games of the Immune System Using Adaptive Dynamic Programming

被引:26
|
作者
Sun, Jiayue [1 ]
Zhang, Huaguang [1 ,2 ]
Yan, Ying [1 ]
Xu, Shun [3 ]
Fan, Xiaoxi [3 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110004, Liaoning, Peoples R China
[2] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110004, Peoples R China
[3] China Med Univ, Affiliated Hosp 1, Dept Thorac Surg, Shenyang 110004, Liaoning, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Immune system; Tumors; Drugs; Chemotherapy; Mathematical model; Statistics; Sociology; Adaptive dynamic programming (ADP); immune system; nonzero-sum games; optimal regulation strategy; tumor cells; TRACKING CONTROL;
D O I
10.1109/TCYB.2021.3103820
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article investigates the optimal control strategy problem for nonzero-sum games of the immune system based on adaptive dynamic programming (ADP). First, the main objective is approximating a Nash equilibrium between the tumor cells and the immune cell population, which is governed through chemotherapy drugs and immunoagents guided by the mathematical growth model of the tumor cells. Second, a novel intelligent nonzero-sum games-based ADP is put forward to solve the optimization control problem by reducing the growth rate of tumor cells and minimizing chemotherapy drugs and immunotherapy drugs. Meanwhile, the convergence analysis and iterative ADP algorithm are specified to prove feasibility. Finally, simulation examples are listed to account for availability and effectiveness of the research methodology.
引用
收藏
页码:1475 / 1484
页数:10
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