Fuzzy-Swarm Intelligence-Based Short-Term Load Forecasting Model as a Solution to Power Quality Issues Existing in Microgrid System

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left" rowspan="2">Membership function</td><td class="align_center" colspan="2">Fuzzy parameters</td><td class="align_center" colspan="2">PSO optimized parameters</td></tr><tr class="thead"><td class="align_center"><i>b</i><sub><i>i</i></sub></td><td class="align_center"><i>c</i><sub><i>i</i></sub></td><td class="align_center"><i>b</i><sub><i>i</i></sub></td><td class="align_center"><i>c</i><sub><i>i</i></sub></td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td class="align_left">Negative</td><td class="align_center">0.6</td><td class="align_center">−1</td><td class="align_center">0.557</td><td class="align_center">−1</td></tr><tr><td class="align_left">Null</td><td class="align_center">0.075</td><td class="align_center">0</td><td class="align_center">0.1134</td><td class="align_center">0.0471</td></tr><tr><td class="align_left">Positive</td><td class="align_center">0.6</td><td class="align_center">1</td><td class="align_center">0.5062</td><td class="align_center">1</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Fuzzy-PSO optimized result of ECF for microgrid model.</div>

Journal of Electrical and Computer Engineering

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Table 4

Table 4: Fuzzy-Swarm Intelligence-Based Short-Term Load Forecasting Model as a Solution to Power Quality Issues Existing in Microgrid System 