1. Complex system modeling and optimization |
Mathematical modeling and simulation |
Computational intelligence and machine learning models |
Statistical modeling and data analysis |
Multi-scale/multi-physics modeling |
Agency model and reduced-order modeling |
Modeling and stability analysis of nonlinear/random systems |
Multi-objective optimization and constraint modeling |
2. Optimization theory and algorithms |
Linear/nonlinear programming |
Random optimization and robust optimization |
Combinatorial optimization and heuristic algorithms (such as genetic algorithms, ant colony algorithms, simulated annealing) |
Convex optimization and non-convex optimization |
Distributed optimization and parallel computing |
Parameter optimization based on neural networks |
AI and optimization algorithm fusion |
Neural architecture search |
Quantum computing and optimization |
3. Data-driven modeling and optimization |
Algorithm design and performance optimization |
Information network and performance optimization (routing, resource allocation) |
Data model and structure optimization |
Optimization driven by artificial intelligence (such as deep learning and reinforcement learning) |
4. Interdisciplinary modeling and optimization |
Generative AI-assisted modeling |
Biomedical modeling and optimization (drug design, medical resource scheduling) |
Environmental and climate models |
Economic and financial models (portfolio optimization, risk assessment) |
Transportation and logistics system optimization |
Robot perception and control model |
Carbon emission and energy trading model |
Natural disaster prediction model and parameter optimization |
5. Modeling and optimization in the integration of emerging technologies |
Quantum computing optimization |
Digital Twin technology |
Real-time optimization in the Internet of Things (IoT) system |
3D modeling and real-time rendering optimization of virtual scenes |
Interactive path optimization in AR games |
Robot path perception and optimization algorithm |
Federated learning and privacy protection of decentralized AI models |
Human-machine collaborative optimization |
6. Application of modeling and optimization in emerging fields |
Intelligent manufacturing parameter optimization and process modeling |
Manufacturing system optimization (supply chain, production scheduling) |
Energy system modeling and optimization (power grid, renewable energy) |
Mechanical and structural design optimization |
Chemical process modeling and optimization |
Traffic light control and optimization |
Supply chain resilience modeling and inventory optimization |
Logistics and transportation and path optimization |
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