Non-invasive estimation of domestic hot water usage with temperature and vibration sensors

Abstract

Electric water heaters are responsible for a large portion of electricity consumption and water usage in the domestic sector. Smart water heaters alleviate the strain on the electricity supply grid and reduce water consumption through behavioural change, but the installation of in-line flow meters is inconvenient and expensive. A non-invasive water flow meter is proposed as an alternative . Non-invasive flow measurement is more common for high flow rates in the industrial sector than for domestic applications. Various non-invasive water measurement methods are investigated in the context of domestic hot water, and a combination of thermal-and vibration-sensing is proposed. The proposed solution uses inexpensive, easily installable, noninvasive sensors and a novel algorithm to provide the same flow measurement accuracy as existing in-line meters. The algorithm detects the beginning and end of water consumption events with an accuracy of 95.6 %. Quantitative flow rate estimation was possible for flow rates greater than 5 L min −1 with an accuracy of 89 %, while volumetric usage estimation had an accuracy of more than 93 %. The algorithm limitations were applied to field data, revealing that water consumption could be detected with an error of less than 12 % within the limitations of the proposed algorithm. The paper presents a successful proof of concept for a non-invasive alternative to domestic hot water flow rate measurement.

Dataset of Flow-Induced Vibrations on a Pipe Conveying Cold Water

“…The vibrations produced in the walls of a pipe when a fluid circulates through it have been studied with a variety of aims, from the general analysis of systems dynamics [1] to more specific applications such as leak detection [2]. One of the specific applications of pipe vibration analysis that has shown potential for future developments is the design of non-intrusive flowrate soft sensors, capable of inferring the value of the flowrate using vibrational signals [3], and it has been addressed using either accelerometers [4][5][6], Laser Doppler Vibrometers (LDV) [7] or acoustic sensors [8,9].…”

A Thermal Discomfort Index for Demand Response Control in Residential Water Heaters

“…Tabatabaei and Klein [23] studied whether a smart heating system can benefit from good predictions of the user behavior. Pirow et al [24] proposed an algorithm for estimating domestic hot water utilization, but the technique requires the installation of temperature and vibration sensors.…”