FigureĀ 1
Icons representing steps in a research process.The image contains a series of icons representing different steps in a research process. The steps are labeled as Data Collection, Data Pre-processing, Denoising, Hybrid Model Implementation, Prediction, and Performance Evaluation. Each step is represented by a distinct icon. Data Collection is represented by a database icon. Data Pre-processing is represented by an icon of a phone with a graph. Denoising is represented by a sound wave with a cross over it. Hybrid Model Implementation is represented by a database icon with a network. Prediction is represented by a robot feeding a clean signal into a network. Performance Evaluation is represented by a screen displaying an error message.

The research steps included collecting data, cleaning it with DWT, building the hybrid model, making predictions, and checking performance

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