DEVICES, SYSTEMS AND METHODS FOR DETECTING LEAKS AND MEASURING USAGE

A system for leak detection in fluid systems, comprising: a device, comprising: a plurality of sensors, each sensor configured to detect data related to a fluid level in the fluid system, and each sensor device deployed in a different fluid system of the plurality of fluid systems, and at least one hardware processor; and software that is configured to, when executed by the at least one hardware processor, receive data from each of the plurality of sensors, and transmit the fluid data to a platform; the platform comprising: an application coupled with a database, and configured to receive the fluid data and train a model to detect events in the fluid system wherein training the model comprises: validate the fluid data, pre-process the data by dividing the fluid data into two parts with different sample rate, converting the fluid data by taking the absolute value of each part, summing them, and then flattening the fluid data to produce flattened data, normalizing the flattened data to remove offsets, calculating a median and subtracting the median from all data points in the flattened data, concatenated the flattened data for each part to form a single dataset, training a model using the single dataset, and deploying the model to the device.