Hybrid EMD-RF Model for Predicting Annual Rainfall in Kerala, India
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Round 1
Reviewer 1 Report
I suggest for this paper to be accepted for publication after some listed comments and suggestions are taken into account:
'statistic' should be 'statistics' in the text
li. 60-68 Explain their results.
Cite Fig. 2 in the text.
li. 362-371 (except the last sentence) Move to the Methodologies (li. 133). How the AIC and BIC are calculated?
Explain Figure 4 in the text.
li. 383 Add a trend line to Fig. 5.
li. 388-394 This Section is about results, not a methodology.
Table 1. All numbers should have two digits.
li. 423, 426 Move to the Section Methodologies.
li. 447 'presented' instead of 'depicted'.
li. 451 Improve English.
li. 452 'Table 3.' should be 'Table 3'.
li. 457 A comparison with the previous results for predicting annual rainfall in India is missing. In addition, compare obtained results (for MAE, MSE, RMSE and MAPE) using the similar methods with the results for other regions.
References
References should start from 1 in the Reference list. Improve number of references, see [26-30].
Author Response
1.'statistic' should be 'statistics' in the text
The text is corrected
2.li. 60-68 Explain their results.
The literature survey has been modified by including their results.
3.Cite Fig. 2 in the text.
Fig 2. cited
4.li. 362-371 (except the last sentence) Move to the Methodologies (li. 133). How the AIC and BIC are calculated?
Referred sentences were moved to the methodology. AIC and BIC calculation equations are also included.
5.Explain Figure 4 in the text.
Figure 4 explained
6.li. 383 Add a trend line to Fig. 5.
Trend lines have been added for the actual and predicted rainfall for all the methodologies.
7.li. 388-394 This Section is about results, not methodology.
Text moved to methodologies section
8.Table 1. All numbers should have two digits.
Changed to two numbered format
9.li. 423, 426 Move to the Section Methodologies
Text moved to methodologies section
10.li. 447 'presented' instead of 'depicted'.
Corrected
11.li. 451 Improve English.
Sentence rewritten
12.li. 452 'Table 3.' should be 'Table 3'.
Corrected
13.li. 457 A comparison with the previous results for predicting annual rainfall in India is missing. In addition, compare obtained results (for MAE, MSE, RMSE and MAPE) using the similar methods with the results for other regions.
The work is based on the rainfall data of Kerala state in India.
14.
References
References should start from 1 in the Reference list. Improve number of references, see [26-30].
Corrected
Reviewer 2 Report
This paper presents a combined model that obtains annual rainfall. The method is reasonable and valuable for further application. The paper can be published after addressing some minor issues.
1, RFs are connected after the EMD, have the author tried the Deep Neural Network (DNN)? Would the DNN be better than the RF? And please elaborate the input parameters of the model (both the EMD and RF) in more detail.
2, All the figures are blurry, please must improve.
3, Please check more carefully with the manuscript format, where is the References 1 (line 473)?
Author Response
1, RFs are connected after the EMD, have the author tried the Deep Neural Network (DNN)? Would the DNN be better than the RF? And please elaborate the input parameters of the model (both the EMD and RF) in more detail.
DNN can be used instead of RF, and this work is being carried out as future work. The input parameters of the model are mentioned in the work.
2. All the figures are blurry, please must improve.
All the figures are replaced.
3. Please check more carefully with the manuscript format, where is the References 1 (line 473)?
Reference numbering has been corrected.
Reviewer 3 Report
The comments and suggestions for authors are in the attached file.
Comments for author File: Comments.pdf
Author Response
Thank you for the comments
Round 2
Reviewer 1 Report
The authors have improved their manuscript according to suggestions.
Now, the paper can be accepted for publication.