Water Leakage Prediction [AI + Noise Logger]
1. Objectives Using AI (Deep Learning) to predict “potential water leakage” by analyzing audio file record by “Noise Logger”. 2. Background Existing practice relies on staffs to check information captured by Noise Logger and enter information in excel as shown below, it relies on experience of individual staff to check and determine whether there is potential leakage or not. Figure 1 Excel file with data captured by Noise Logger 3. Technical details Using “Deep Learning” which is one type of AI (by using “neural network”) to build an engine which analyze audio files (training set) captured by Noise Logger, perform grouping of files, define types of category/group (with information provided by staff), and to predict “potential water leakage” of new audio file (test set) captured by Noise Logger. It involves the following major sub-mod...