A Novel Research Pattern for the Simulation of Complex Systems SIGD

Authors

Bin Chen, The Institute of Intelligent Computing, University of Electronic Science and Technology of China, Chengdu 611731, China
Runkang Guo, College of System Engineering, National University of Defense Technology, Changsha 410073, China
Zhengqiu Zhu, College of System Engineering, National University of Defense Technology, Changsha 410073, China
Yong Zhao, College of System Engineering, National University of Defense Technology, Changsha 410073, China
Yatai Ji, College of System Engineering, National University of Defense Technology, Changsha 410073, China
Aiguo Chen, The Institute of Intelligent Computing, University of Electronic Science and Technology of China, Chengdu 611731, China
Guangquan Cheng, College of System Engineering, National University of Defense Technology, Changsha 410073, China

Abstract

Abstract: The complexity of the system is mainly reflected in the numerous components and extremely complex interactions. Combined with the current trend of artificial intelligence development, this paper analyzes and considers the changes in thinking mode brought by simulation discipline research, and forms an understanding of the connotation and research scope of simulation intelligence. A new pattern for complex system simulation research is proposed: "simulation intelligence based generating decisions (SIGD)". In the SIGD pattern, the similar principles, modeling methods, and decision-guiding modes in simulation disciplines are different from those in traditional simulation. Under the guidance of this concept, a connection-oriented simulation worldview has become a fundamental logic to characterize complex systems. Taking agents, connections, and structures as basic elements, a "neuro-network model" system with neural network models as computing units is woven using a top-down and bottom-up fusion approach. In this system, the model transformation from mechanism models to neural network models is realized using surrogate model and the entire system is expressed based on PINN and GINN. The technical implementation framework of SIGD: the WANGZHEN SHENCE platform, is presented as a solution for the new pattern of complex system simulation, then the crowd simulation is used to explore the construction of "WANG ZHEN" system.

Recommended Citation

Chen, Bin; Guo, Runkang; Zhu, Zhengqiu; Zhao, Yong; Ji, Yatai; Chen, Aiguo; and Cheng, Guangquan (2024) "A Novel Research Pattern for the Simulation of Complex Systems SIGD," Journal of System Simulation: Vol. 36: Iss. 12, Article 21.
DOI: 10.16182/j.issn1004731x.joss.24-0472
Available at: https://dc-china-simulation.researchcommons.org/journal/vol36/iss12/21

First Page

2993

Last Page

3012

CLC

TP301.6

Recommended Citation

Chen Bin, Guo Runkang, Zhu Zhengqiu, et al. A Novel Research Pattern for the Simulation of Complex Systems SIGD[J]. Journal of System Simulation, 2024, 36(12): 2993-3012.

Corresponding Author

Cheng Guangquan

DOI

10.16182/j.issn1004731x.joss.24-0472