Early-Stage Sensor Data Fusion Pipeline Exploration Framework for Agriculture and Animal Welfare
Round 1
Reviewer 1 Report
Comments and Suggestions for AuthorsThe manuscript focuses on the design of data fusion pipelines for precision agriculture applications. While the study is highly relevant, the following comments must be addressed before the manuscript is accepted for publication.
- The authors have considered the use of fusion algorithms for precision agriculture for their literature review. However, other techniques, such as edge mining for precision agriculture, have not been considered in relation to their study. The authors are recommended to refer to the paper titled 'Precision farming: Sensor analytics' by S. Ivanov, et. al. and other work published by the authors.
- In the proposed data pipelines, the authors have evaluated 1-2 techniques for data pre-processing tasks. It is unclear why these methodologies were chosen over other existing techniques for tasks such as feature extraction, dimensionality reduction, and classification. A comparative analysis with other techniques would improve the robustness of the proposed work.
- Since analyses typically vary by datasets and application, it would be useful to design frameworks that take as arguments different algorithms for each stage of the data fusion pipeline. This would allow for more flexibility in the analysis as opposed to hard-coding algorithms to be used.
- The authors note that the "data fusion pipeline framework was evaluated using custom-designed pipelines applied to the four datasets". This is a significant limitation of the study as the proposed frameworks have only been evaluated for the datasets that were used for the design. While the datasets are diverse, it is difficult to comment on the applicability of the proposed work to unseen datasets. The authors must evaluate the framework on at least a couple of different types of datasets to validate their work.
Author Response
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Reviewer 2 Report
Comments and Suggestions for AuthorsSee uploaded file
Comments for author File: Comments.pdf
Author Response
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Author Response File: Author Response.pdf
Reviewer 3 Report
Comments and Suggestions for Authorsplease see the attached pdf file
Comments for author File: Comments.pdf
Author Response
Please see the attached PDF for responses.
Author Response File: Author Response.pdf
Round 2
Reviewer 1 Report
Comments and Suggestions for AuthorsThe authors have appropriately addressed reviewer's comments.
Author Response
Thank you for responding with your approval of our manuscript.
Reviewer 2 Report
Comments and Suggestions for Authorssee attached file
Comments for author File: Comments.pdf
in attached comments file
Author Response
Please see the attached file for a point-by-point response. Thank you
Author Response File: Author Response.pdf
Reviewer 3 Report
Comments and Suggestions for Authors I am satisfied with how the authors have addressed my recommendations. So, I recommend accepting the paper in its current form.Author Response
Thank you for responding with your approval of our manuscript.