Question: In an Al - based transient stability assessment ( TSA ) study for the IEEE 3 9 - bus test system in Figure 2 ,
In an Albased transient stability assessmentTSA study for the IEEE bus test system in Figure time domain simulations were performed using a software package. The data for each threephase line fault in the test system were recorded, with samples stored in a database. Table details the input features for the Albased TSA see the IEEE bus column which totals features. The Albased TSA aims to classify whether the test system remains stable or becomes unstable after any credible contingencies. Discuss the impact of a large database and the number of input features on the Al system's performance, including training time and accuracy. In this scenario, it was observed that the Al training time is excessively long and the accuracy achieved is whereas the required accuracy is or higher. Provide strategies to enhance the performance of the Albased system. Additionally, explain how noise and outliers in the data can be identified and handled to improve the robustness of the Al model.
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