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In this case the GFMMNN relies on the ability of the LS loop flows state estimator of making full use of the pressure/nodal heads measurements existent in a water network.
The training data generation scheme includes a simulator algorithm based on loop corrective flows equations, a Least Squares (LS) loop flows state estimator and a Confidence Limit Analysis (CLA) algorithm for uncertainty quantification entitled Error Maximization (EM) algorithm.
It is shown that the detection of leakages based on the training and testing of the GFMMNN with patterns of variation of nodal consumptions with or without confidence limits produces better recognition rates in comparison to the training based on patterns of nodal heads and pipe flows state estimates with or without confidence limits.
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He was in a flow state.
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This feeling of being in the zone is called a flow state.
"What I love about games is how quickly they allow people to achieve that sort of flow state.
And they're good, he explained, because they disappear when you read them: "You go into this flow state".
If you're doing things that make you feel competent and autonomous, you are going to enter a flow state".
They are already popular with video gamers, some of whom believe that the shockwaves create clarity and lead to a "flow state".
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