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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E-mail: editor@ijmo.org