%0 Journal Article %A Remigio Carmona, Paula %A Florencias Oliveros, Olivia %A González de la Rosa, Juan José %T Categorization Method of Power Supply Quality Events Using Rule-Based Decision Trees, Combining Traditional Indices With Higher-Order Statistics %D 2025 %@ 0013-5194, 1350-911X %U http://hdl.handle.net/10498/36878 %X This letter presents a novel method for power quality event detection using higher-order statistical indicators and rule-based decision trees. The method achieves up to 90% efficiency in the most challenging cases and excels in hybrid event classification, increasingly common in modern grids. Its simplicity enables fast execution and real-time applicability, making it a robust complement to traditional visualization tools. %~ Universidad de Cádiz