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AI is treated not as a replacement for teachers but as a feedback amplifier that improves timeliness and diagnostic coverage while preserving human judgment for expressive, contextual, and high-level learning evaluation.
Urban gas pipeline networks generate continuous monitoring time series from pressure sensors, flow meters, valve states, compressor stations, regulator stations, gas concentration sensors, and customer-demand meters. These signals are noisy because of daily demand fluctuation, regulator adjustment, compressor vibration...
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