We focus at the interface between multiscale computations, bifurcation theory and social networks. In particular we address how the Equation-Free approach, a recently developed computational framework, can be exploited to systematically extract coarse-grained, emergent dynamical information by bridging detailed, agent-based models of social interactions on networks, with macroscopic, systems-level, continuum numerical analysis tools. For our illustrations we use a simple dynamic agent-based model describing the propagation of information between individuals interacting under mimesis in a social network with private and public information. We describe the rules governing the evolution of the agents emotional state dynamics and discover, through simulation, multiple stable stationary states as a function of the network topology. Using the Equation-Free approach we track the dependence of these stationary solutions on network parameters and quantify their stability in the form of coarse-grained bifurcation diagrams.
NEP-CG and NEP-AACG: Efficient coarse-grained and multiscale all-atom-coarse-grained neuroevolution potentials
College of Physical Science and Technology, Bohai University（渤海大学物理科学与技术学院）；Suzhou Laboratory（苏州实验室）；Key Laboratory of Material Simulation Methods & Software of Ministry of Education, College of Physics, Jilin University（吉林大学物理学院材料模拟方法与软件教育部重点实验室）
Image Processing Group – Signal Theory and Communications Department（图像处理组——信号理论与通信系）；Inorganic and Organic Chemistry Department and Institute of Theoretical and Computational Chemistry（无机和有机化学系及理论与计算化学研究所）；Department of Physics and Materials Science（物理与材料科学系）
Mesh-based Super-Resolution of Fluid Flows with Multiscale Graph Neural Networks
Transportation and Power Systems Division, Argonne National Laboratory（阿贡国家实验室运输与电力系统部门）；Computational Science Division, Argonne National Laboratory（阿贡国家实验室计算科学部门）；Argonne Leadership Computing Facility, Argonne National Laboratory（阿贡领导计算设施）；Mathematics and Computer Science Division, Argonne National Laboratory（阿贡国家实验室数学与计算机科学部门）；College of Information Sciences and Technology, Pennsylvania State University（宾夕法尼亚州立大学信息科学与技术学院）
