Abstract: A method and a system are described for detection of anomalies in surfaces, such as pipes. The method includes receiving an input comprising surface material type and plurality of frames of a real-time video stream associated with the surface. The method includes eliminating unwanted frames based on magnitude of 2-Dimensional optical flow vectors of the plurality of frames. The method includes identifying potential anomaly frames based on contours in a dense map created using a magnitude of displacement of each pixel of a frame. The method includes detecting in real-time anomalies in anomaly frames from potential anomaly frames based on trained models selected from a Model Mapping Table. The method includes classifying anomalies in the anomaly frames into anomaly classes using one or more deep learning techniques. The method includes generating a health report comprising anomalies in anomaly frames associated with the surface and providing health report to a user.

Abstract: One embodiment provides a method for determining a quality of a fluid, including: receiving, from at least one sensor within a fluid contained within a vessel, a first measurement comprising a pH measurement; receiving, from at least one other sensor within the fluid contained within a vessel, a second measurement selected from the group consisting of: an ORP measurement and a conductivity measurement; accessing, using a processor, information related to quality of fluids; determining, using a processor, a quality of the fluid contained within the vessel by correlating the received first measurement and the received second measurement to the accessed information; and performing, in response to the determining a quality of the fluid sample, a function. Other aspects are described and claimed.

Abstract: One embodiment provides a point-of-use fluid delivery system, including: a vessel containing a fluid; at least one sensor capturing data related to a first measurement comprising a pH measurement; at least one other sensor capturing data related to a second measurement selected from the group consisting of: an ORP measurement and a conductivity measurement of the fluid; a processor; and a memory device operatively coupled to the processor and that stores instructions executable by the processor to transmit the data related to the pH and/or temperature measurement of the fluid and the data related to the conductivity and/or ORP measurement of the fluid to a remote system. Other aspects are described and claimed.