Real-Time Short-Term Voltage Stability Assessment Using Combined Temporal Convolutional Neural Network and Long Short-Term Memory Neural Network
Round 1
Reviewer 1 Report
Authors describe their method for real-time short-term voltage stability assessment using combined temporal convolutional neural network and long short-term memory neural network. As a result of the application of this method, Authors consider the following assessment of the system state: stable, unstable and stable-with fault-induced delayed voltage recovery phenomenon.
Is the transfer-learning problem considered only for the N-1 contingency case?
The term model is misused in this article.
The term "model" means something other than the term "method" or the term "algorithm".
The discussion of the obtained results should be more extensive.
The authors should arrange the markings of the considered quantities, e.g. n is treated as the number of nodes in the system, and at other times this number is Nb
Formulas (1), (2) should be revised.
Author Response
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Author Response File: 
Author Response.pdf
Reviewer 2 Report
The current study discusses the models for the assessment of voltage stability. The authors presented a model aiming at the assessment of voltage stability for long/short-run memory neural networks. The past background of the study with research gaps is thoroughly discussed and the research findings are interesting. I am in favor of the paper with a few minor comments to improve the readability of the paper.
1. The abstract is too long. The author must be specific to the research gap and the objectives of the paper.
2. The literature survey must be from 2020 onward to provide a better background for the readers.
3. Double-check the abbreviations.
4. The quality of the figures and their style is confusing it took me time to understand them. please revise them.
5. The limitations of the work must be discussed in the discussion section thoroughly.
Author Response
Please see the attachment
Author Response File: Author Response.pdf
Round 2
Reviewer 1 Report
I have no further comments.
