Researchers propose ANSR-DT, an Adaptive Neuro-Symbolic Learning and Reasoning Framework for digital twin technology.The framework combines CNN-LSTM dynamic event detection, reinforcement learning, and symbolic reasoning.ANSR-DT enhances interpretability, real-time adaptation, and human input integration in digital twins.The framework shows significant improvements in dynamic pattern recognition and adaptability.