Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model
This study aims to assess the trophic level of Lake Ichkeul and predict the effect of climate change and anthropogenic pressures on European eel using the trophic index TRIX and the Random Forest RF model. The TRIX values show the poor water quality of the lake. While the RF model shows that eel lan...
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| Автори: | , , , , , , , |
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| Формат: | Online |
| Мова: | Англійська |
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Firenze University Press
2023
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| Предмети: | |
| Онлайн доступ: | ONIX_20230501_9791221500301_200 |
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| _version_ | 1869520545429585920 |
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| author | Toujani, Rachid Ben M’Barek, Nabiha Missaoui, Hechmi SAHBANI, Sabrine Ottaviani, Ennio Riccomagno, Eva Prampolini, Enrico Béjaoui, Béchir |
| author_browse | Ben M’Barek, Nabiha Béjaoui, Béchir Missaoui, Hechmi Ottaviani, Ennio Prampolini, Enrico Riccomagno, Eva SAHBANI, Sabrine Toujani, Rachid |
| author_facet | Toujani, Rachid Ben M’Barek, Nabiha Missaoui, Hechmi SAHBANI, Sabrine Ottaviani, Ennio Riccomagno, Eva Prampolini, Enrico Béjaoui, Béchir |
| author_sort | Toujani, Rachid |
| collection | Directory of Open Access Books |
| description | This study aims to assess the trophic level of Lake Ichkeul and predict the effect of climate change and anthropogenic pressures on European eel using the trophic index TRIX and the Random Forest RF model. The TRIX values show the poor water quality of the lake. While the RF model shows that eel landing depends on water level, turbidity, and salinity. The RF model gave an R2 =58.4% > R2 =40.3% from Multiple linear regression, confirming the high performance of the RF model. The combination of the two models is an appropriate approach to be used in decision making by civil authorities. |
| format | Online |
| id | doab-20.500.12854ir-99835 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2023 |
| publishDateRange | 2023 |
| publishDateSort | 2023 |
| publisher | Firenze University Press |
| publisherStr | Firenze University Press |
| record_format | ojs |
| spelling | doab-20.500.12854ir-998352025-07-17T12:15:37Z Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model Toujani, Rachid Ben M’Barek, Nabiha Missaoui, Hechmi SAHBANI, Sabrine Ottaviani, Ennio Riccomagno, Eva Prampolini, Enrico Béjaoui, Béchir Ichkeul Lake Climate Change Eutrophication European eel TRIX Random Forest thema EDItEUR::J Society and Social Sciences::JP Politics and government thema EDItEUR::J Society and Social Sciences::JP Politics and government This study aims to assess the trophic level of Lake Ichkeul and predict the effect of climate change and anthropogenic pressures on European eel using the trophic index TRIX and the Random Forest RF model. The TRIX values show the poor water quality of the lake. While the RF model shows that eel landing depends on water level, turbidity, and salinity. The RF model gave an R2 =58.4% > R2 =40.3% from Multiple linear regression, confirming the high performance of the RF model. The combination of the two models is an appropriate approach to be used in decision making by civil authorities. 2023-05-02T04:27:27Z 2023-05-02T04:27:27Z 2023-05-01T13:44:04Z 2022 chapter ONIX_20230501_9791221500301_200 https://library.oapen.org/handle/20.500.12657/62784 9791221500301 https://directory.doabooks.org/handle/20.500.12854/99835 eng Monitoring of Mediterranean Coastal Areas: Problems and Measurement Techniques open access image/jpeg image/jpeg Attribution-NonCommercial-ShareAlike 4.0 International Attribution-NonCommercial-ShareAlike 4.0 International https://library.oapen.org/bitstream/20.500.12657/62784/1/chapter-37016.pdf https://library.oapen.org/bitstream/20.500.12657/62784/1/chapter-37016.pdf Firenze University Press 10.36253/979-12-215-0030-1.72 10.36253/979-12-215-0030-1.72 2ec4474d-93b1-4cfa-b313-9c6019b51b1a 9791221500301 10 Florence open access |
| spellingShingle | Ichkeul Lake Climate Change Eutrophication European eel TRIX Random Forest thema EDItEUR::J Society and Social Sciences::JP Politics and government thema EDItEUR::J Society and Social Sciences::JP Politics and government Toujani, Rachid Ben M’Barek, Nabiha Missaoui, Hechmi SAHBANI, Sabrine Ottaviani, Ennio Riccomagno, Eva Prampolini, Enrico Béjaoui, Béchir Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model |
| title | Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model |
| title_full | Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model |
| title_fullStr | Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model |
| title_full_unstemmed | Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model |
| title_short | Chapter Effect of Climate Change and anthropogenic pressures on the European eel Anguilla anguilla from RAMSAR Wetland Ichkeul Lake: prediction from the Random Forest model |
| title_sort | chapter effect of climate change and anthropogenic pressures on the european eel anguilla anguilla from ramsar wetland ichkeul lake prediction from the random forest model |
| topic | Ichkeul Lake Climate Change Eutrophication European eel TRIX Random Forest thema EDItEUR::J Society and Social Sciences::JP Politics and government thema EDItEUR::J Society and Social Sciences::JP Politics and government |
| topic_facet | Ichkeul Lake Climate Change Eutrophication European eel TRIX Random Forest thema EDItEUR::J Society and Social Sciences::JP Politics and government thema EDItEUR::J Society and Social Sciences::JP Politics and government |
| url | ONIX_20230501_9791221500301_200 |
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