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Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain

It is important to evaluate the slope ecological restoration effect for diagnosing the slope restoration state in time. Several soft computing methods require experts to determine the index weight, which will affect the rationality of the evaluation results. Moreover, they are all static evaluation...

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Detalles Bibliográficos
Autores principales: Chen, Wenqiang, Sun, Yongai, Shi, Kaihe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10439947/
https://www.ncbi.nlm.nih.gov/pubmed/37598274
http://dx.doi.org/10.1038/s41598-023-40770-w
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author Chen, Wenqiang
Sun, Yongai
Shi, Kaihe
author_facet Chen, Wenqiang
Sun, Yongai
Shi, Kaihe
author_sort Chen, Wenqiang
collection PubMed
description It is important to evaluate the slope ecological restoration effect for diagnosing the slope restoration state in time. Several soft computing methods require experts to determine the index weight, which will affect the rationality of the evaluation results. Moreover, they are all static evaluation methods and cannot reflect the time effect of restoration. Therefore, a dynamic evaluation method has been proposed without determining the index weight based on Cosine Similarity and Markov Chain. Several cases were applied to prove the effectiveness of the proposed method. The results presented that the results of this method are more consistent with the actual situations and can reflect the variability of the restoration effect. Finally, the sensitivity of indexes under different ecological restoration methods was analyzed. The results show that the core link of the restoration method was consistent with the sensitivity result. The proposed method provides a basis for optimizing the restoration methods.
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spelling pubmed-104399472023-08-21 Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain Chen, Wenqiang Sun, Yongai Shi, Kaihe Sci Rep Article It is important to evaluate the slope ecological restoration effect for diagnosing the slope restoration state in time. Several soft computing methods require experts to determine the index weight, which will affect the rationality of the evaluation results. Moreover, they are all static evaluation methods and cannot reflect the time effect of restoration. Therefore, a dynamic evaluation method has been proposed without determining the index weight based on Cosine Similarity and Markov Chain. Several cases were applied to prove the effectiveness of the proposed method. The results presented that the results of this method are more consistent with the actual situations and can reflect the variability of the restoration effect. Finally, the sensitivity of indexes under different ecological restoration methods was analyzed. The results show that the core link of the restoration method was consistent with the sensitivity result. The proposed method provides a basis for optimizing the restoration methods. Nature Publishing Group UK 2023-08-19 /pmc/articles/PMC10439947/ /pubmed/37598274 http://dx.doi.org/10.1038/s41598-023-40770-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Chen, Wenqiang
Sun, Yongai
Shi, Kaihe
Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain
title Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain
title_full Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain
title_fullStr Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain
title_full_unstemmed Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain
title_short Dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain
title_sort dynamic evaluation on slope ecological restoration effect based on cosine similarity and markov chain
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10439947/
https://www.ncbi.nlm.nih.gov/pubmed/37598274
http://dx.doi.org/10.1038/s41598-023-40770-w
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