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コース概要
Introduction to Digital Substations
- Understanding conventional vs digital substations
- Core components of digital substations: IEDs, process bus, and station bus
- IEC 61850 communication standard
Current Trends in Substation Design
- Role of smart grids in modern power systems
- Innovations in substation automation and monitoring
- Integration of renewable energy in substation design
AI Fundamentals for Electrical Engineering
- Introduction to AI and machine learning concepts
- Supervised, unsupervised, and reinforcement learning basics
- AI tools and platforms for engineering applications
AI in Designing Electrical Lines and Substations
- Optimizing substation layouts using AI
- AI-driven load flow analysis and fault detection
- Power system stability analysis with AI tools
AI for Predictive Maintenance and Fault Detection
- Machine learning models for predictive maintenance
- Identifying anomalies and faults using AI algorithms
- Case studies: AI in fault detection and repair scheduling
Hands-on Exercises
- Implementing AI algorithms for substation optimization
- Using Python for load flow and fault analysis
- Exploring MATLAB and PowerFactory for AI applications in power systems
Future Trends and Opportunities
- The role of AI in the evolution of digital substations
- Emerging technologies in smart grids and power systems
- Opportunities for further learning and specialization in AI and electrical engineering
Summary and Next Steps
要求
- A basic understanding of electrical engineering principles
- Familiarity with substation operations and design concepts
- No prior experience with AI is required
Audience
- Electrical engineers and substation designers
- Power system planners and grid operators
- Professionals interested in AI-driven solutions for electrical engineering
21 時間
