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IEEE TRANSACTIONS ON SMART GRID1Imitation and Transfer QLearningBased Parameter Identification for Composite Load Modeling Jian Xie, Student Member, IEEE, Zixiao Ma , Graduate Student Member, IEEE,
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Imitation and transfer Q-learning-based refers to a reinforcement learning method where an agent learns to mimic the behavior of an expert (imitation) and also applies knowledge gained from one task to another (transfer). This approach allows for more efficient learning in new environments or tasks by leveraging existing knowledge.
Individuals or organizations engaged in reinforcement learning research or applications that utilize imitation and transfer Q-learning techniques may be required to file relevant documentation based on specific regulations or institutional policies.
To fill out imitation and transfer Q-learning-based documentation, you typically need to provide detailed information about the learning algorithms used, the data sources, the tasks involved, and any findings from the research or application. The specific format may vary based on the filing requirements set by governing bodies.
The purpose of imitation and transfer Q-learning-based methods is to enhance the efficiency and effectiveness of learning in reinforcement learning systems by allowing agents to learn from examples and generalize knowledge across different tasks.
Required information usually includes a description of the imitation and transfer learning techniques used, performance metrics, the training data utilized, task descriptions, and performance benchmarks compared to traditional Q-learning methods.
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