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Semantic Scale with triangular MFs, used to represent the indicator "Reduction of Noise Pollution" (Fig. 7a), from "inadequate" to "high" level; Semantic Scale with triangular MFs, used to represent the indicator defined as the "propensity" of users towards exploiting "a transport service alternative to the existing one" (Fig. 7b).
The MFS used in the study were computed based on the density of the intensity (MFS in the table), the Laplacian of the intensity (L), and the gradient of the intensity (G) (see section 'Multifractal measures').
In this study, a novel metaheuristic optimization algorithm known as lightning search algorithm (LSA) is presented for solving the problem of trial and error procedure in obtaining membership functions (MFs) used in the conventional FLCs.
The fuzzy inference component contains a rule base that holds fuzzy rules: a database that defines the MFs used in the fuzzy rules, normalizes the input and output universes of discourse, and performs the fuzzy partitioning of the input and the output spaces; and a reasoning mechanism that performs the inference process upon the rules and given condition to derive a reasonable output.
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The artificial neural network (ANN) adjusts the parameters of fuzzy membership functions (MFs) using hybrid optimization method.
Determination of the FLC MFs using the SAA takes place in three phases: 1. creation of primary MFs of the FLC input/output parameters, 2.
replication in MFs using the same strategies that DCs naturally employ.
Rw applied, whereas F multiplied by R mf used for calculating Rxoo.
Table 4 Details of SVM and ANFIS architecture ANFIS architecture SVM model No.of membership function (MF) 3 Optimal C 15 Algorithm selected Hybrid Optimal ε 0.15 No. of Epoch given 500 Optimal γ 5 FIS generated Grid partition nsv 47% No. of membership (MF) type Constant Member ship function (MF) used Gbell & trapezoidal.
Nevertheless, the dose of MF used in our study was lower than that used in previous reports.
The field width, pitch, and modulation factor (MF) used to optimize SBRT treatment were 2.5 cm, 0.32, and 3.0, respectively.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com