Assessment of wetland ecosystem health in Rarh Region, India through P-S-R (pressure-state-response) model
The current study attempted to assess wetland ecosystem health (EH) in the Murshidabad district's Rarh tract using the P-S-R (Pressure-State-Response) model and machine learning (ML) algorithms and validated it with a field-based validation approach as well as conventional validation approaches...
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Veröffentlicht in: | The Science of the total environment 2024-11, Vol.951, p.175700, Article 175700 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | The current study attempted to assess wetland ecosystem health (EH) in the Murshidabad district's Rarh tract using the P-S-R (Pressure-State-Response) model and machine learning (ML) algorithms and validated it with a field-based validation approach as well as conventional validation approaches. To assess the ecosystem's health, 27 metrics were used to monitor the wetlands' pressure, state, and response. All of the models found that 46.1 % of wetlands in strong EH zones have transformed to 11.41 % in relatively fragile EH zones during the previous thirty years, demonstrating a progressive loss of EH quality throughout larger wetland areas. All of the applied models were deemed to be acceptable based on the results of the model validation process, however, the Random Forest (RF) model performed exceptionally well. The deterioration of EH in the wetlands happened due to the rapid expansion of settlement areas and agricultural land. So, the findings of the study deepen our knowledge about EH in the Rarh tract's wetlands, assisting decision-makers in creating sustainable wetland management strategies.
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•Ecosystem Health has been assessed through the P-S-R model for wetlands.•RF is the best representative method for modelling ecosystem health.•Robust ecosystem health has decreased from 46.1 % to 11.41 % (1990–2020).•Weak ecosystem health has increased from 5.34 % to 54.64 % (1990–2020). |
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ISSN: | 0048-9697 1879-1026 1879-1026 |
DOI: | 10.1016/j.scitotenv.2024.175700 |