(The following topics include but are not limited to)
Track 1: Applied Mathematics
Numerical methods for partial differential equations and ordinary differential equations
Linear algebra, matrix computation, and eigenvalue problems
Optimization theory and convex optimization algorithms
Variational methods and finite element theory
Numerical solutions of integral equations and differential-integral equations
Stochastic processes, Monte Carlo methods, and probabilistic modeling
Dynamical systems theory, chaos, and stability analysis
Operator theory and spectral methods
Inverse problems, regularization theory, and parameter estimation
Fractional calculus and fractional differential equations
Geometric modeling, mesh generation, and surface reconstruction
Combinatorial mathematics, graph theory, and discrete modeling
Analytical/semi-analytical solutions of partial differential equations in mathematical physics
Track 2: Scientific Computing
Machine learning applications
Data mining techniques
High-performance computing
Cloud computing optimization
Quantum computing research
Complex system modeling
Parallel algorithm design
Cybersecurity technology
Natural language processing
Image processing technology
Algorithm complexity analysis
Deep learning models
Computer vision innovation
Human-computer interaction technology
Big data analysis
Simulation and modeling
Computational science theory
Track 3: Simulation Technology
Industrial simulation software and digital twin technology
Simulation optimization methods based on agent models
Data assimilation and observation data fusion simulation
Machine learning acceleration of physical simulations and agent modeling
Deep learning for solving partial differential equations (PINN, etc.)
Statistical learning and data-driven dynamic system identification
Mathematical models and computational methods in image processing
Computational mechanics, structural analysis, and material simulation
Climate simulation, environmental systems, and earth science computing
Biological mathematics and biological system simulation
Random computations and numerical methods in financial mathematics
Communication networks, queuing theory, and traffic simulation
Additive manufacturing, process simulation, and intelligent optimization design ......