A Fault Zone Identification Scheme for Busbar Using Correlation Coefficients Analysis
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Cites methods from "A Fault Zone Identification Scheme ..."
...Some methods used in this area include: Support Vector Machine (SVM) for fault diagnosis [1-3]....
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Cites background from "A Fault Zone Identification Scheme ..."
...As can be observed from (9), if we try to minimize the norm of the output weights ‖‖‖β‖‖‖, it would be equal to the maximization of the marginal distance of two different classes (2∕‖‖‖β‖‖‖) in the ELM feature space....
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...Based on Equation (1), if the differential current IDIF is higher than the F I G U R E 1 Percentage differential protection configuration22 F I G U R E 2 Differential protection scheme maloperation under CT saturation applied to the strategy proposed by Siemens....
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...26 Equation (9) provides the objective function of the ELM model26: Minimize ∶ ||Hβ − T||2 and ||β|| (9)...
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...Equation (8) defines the decision function for the problem of binary classification26: f (x) = sign(h(x)𝛽) (8) It is worth noting that our investigated problem, that is, discriminating between internal fault and other conditions (external fault or inrush current), is a binary classification problem....
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...This way of defining objective function improves its generalization performance, based on Bartlett’s theory.26 Equation (9) provides the objective function of the ELM model26: Minimize ∶ ||H𝛽 − T||2 and ||𝛽|| (9) where the output matrix of the hidden layer is denoted as H: H = ⎡⎢⎢⎢⎣ h(x1) ⋮ h(xN) ⎤⎥⎥⎥⎦ = ⎡⎢⎢⎢⎣ h1(x1) … hL(x1) ⋮ ⋮ ⋮ h1(xN) ⋮ hL(xN) ⎤⎥⎥⎥⎦ (10) As can be observed from (9), if we try to minimize the norm of the output weights ‖‖‖𝛽‖‖‖, it would be equal to the maximization of the marginal distance of two different classes (2∕‖‖‖β‖‖‖) in the ELM feature space.26...
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References
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"A Fault Zone Identification Scheme ..." refers background in this paper
...Travelling wave-based scheme presented in [17] provides real time ultra-high-speed protection....
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39 citations
"A Fault Zone Identification Scheme ..." refers background in this paper
...Wavelet Transform-based schemes [18]–[22] have been presented by researchers which extract information about the fault characteristics from the transient components....
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