Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1785093065154756608 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10439947 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT chenwenqiang dynamicevaluationonslopeecologicalrestorationeffectbasedoncosinesimilarityandmarkovchain AT sunyongai dynamicevaluationonslopeecologicalrestorationeffectbasedoncosinesimilarityandmarkovchain AT shikaihe dynamicevaluationonslopeecologicalrestorationeffectbasedoncosinesimilarityandmarkovchain |