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.
机构:
Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Jiangsu, Peoples R China
North China Elect Power Univ, Renewable Energy Inst, Beijing 102206, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Jiangsu, Peoples R China
Men, Baohui
Liu, Haoyue
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机构:
North China Elect Power Univ, Renewable Energy Inst, Beijing 102206, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Jiangsu, Peoples R China
Liu, Haoyue
WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY,
2018,
18
(06):
: 1956
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1967
机构:
China Acad Transportat Sci, Beijing 100029, Peoples R China
Key Lab Adv Publ Transportat Sci, Beijing 100029, Peoples R ChinaChina Acad Transportat Sci, Beijing 100029, Peoples R China
Lu, Xi
Lu, Jiaqing
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机构:
Univ Sydney, Sch Civil Engn, Sydney, NSW 2006, AustraliaChina Acad Transportat Sci, Beijing 100029, Peoples R China
Lu, Jiaqing
Yang, Xinzheng
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机构:
China Acad Transportat Sci, Beijing 100029, Peoples R China
Key Lab Adv Publ Transportat Sci, Beijing 100029, Peoples R ChinaChina Acad Transportat Sci, Beijing 100029, Peoples R China
Yang, Xinzheng
Chen, Xumei
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机构:
China Acad Transportat Sci, Beijing 100029, Peoples R China
Key Lab Adv Publ Transportat Sci, Beijing 100029, Peoples R ChinaChina Acad Transportat Sci, Beijing 100029, Peoples R China