Answered step by step
Verified Expert Solution
Question
1 Approved Answer
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.
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started