Publication

Measurement system design for leak detection in hydraulic pressurized networks

Ian Smith, Gaudenz Moser
2017
Journal paper
Abstract

This paper compares four sensor placement strategies which differ according to their evaluation criteria (EC). The first involves the minimisation of the expected number of candidate models, and the second is based on maximising joint entropy. The first methodology shows better results in terms of diagnostic performance. However, the second is promising due to faster execution time. The third strategy is a combination of the first two. Finally, a fourth strategy involves consideration of the cost of the sensor placement at each location in addition to the EC of the third strategy. The four strategies are evaluated in terms of performance, computational load and cost. Since there is only mild competition between the three criteria, a hierarchical multicriteria decision-making approach is employed to identify the best sensor placement strategy. Two case studies are used for illustration. The results show that the sensor placement strategies are useful for identifying optimised sensor configurations for new configurations as well as for evaluating the performance of existing sensor configurations. Using a hierarchical multicriteria decision-making technique, the fourth sensor placement strategy satisfies all criteria well, making it the best strategy.

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Related concepts (31)
Multiple-criteria decision analysis
Multiple-criteria decision-making (MCDM) or multiple-criteria decision analysis (MCDA) is a sub-discipline of operations research that explicitly evaluates multiple conflicting criteria in decision making (both in daily life and in settings such as business, government and medicine). Conflicting criteria are typical in evaluating options: cost or price is usually one of the main criteria, and some measure of quality is typically another criterion, easily in conflict with the cost.
Analytic hierarchy process
In the theory of decision making, the analytic hierarchy process (AHP), also analytical hierarchy process, is a structured technique for organizing and analyzing complex decisions, based on mathematics and psychology. It was developed by Thomas L. Saaty in the 1970s; Saaty partnered with Ernest Forman to develop Expert Choice software in 1983, and AHP has been extensively studied and refined since then. It represents an accurate approach to quantifying the weights of decision criteria.
Hydraulic machinery
Hydraulic machines use liquid fluid power to perform work. Heavy construction vehicles are a common example. In this type of machine, hydraulic fluid is pumped to various hydraulic motors and hydraulic cylinders throughout the machine and becomes pressurized according to the resistance present. The fluid is controlled directly or automatically by control valves and distributed through hoses, tubes, or pipes.
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