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Understanding the impact of urbanisation on wetlands using random forest machine learning algorithm in Google Earth Engine: a case of East Kolkata Wetlands, India (Record no. 131802)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01581nam a2200133 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250624b |||||||| |||| 00| 0 eng d |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Tanmay Mondal |
| 245 ## - TITLE STATEMENT | |
| Title | Understanding the impact of urbanisation on wetlands using random forest machine learning algorithm in Google Earth Engine: a case of East Kolkata Wetlands, India |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | P 608-617 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. biblio.abstract | Land cover maps help in understanding the spatial and<br/>temporal dynamics of a particular area in a given time.<br/>The present study was done in the Kolkata Metropolitan Area (KMA) and East Kolkata Wetland (EKW) in<br/>India using the machine learning (ML) algorithm of<br/>random forest classification and prediction in Google<br/>Earth Engine. The ML algorithm was used to classify<br/>the land use land cover (LULC) maps of KMA and<br/>EKW for 2002, 2013 and 2023. The ML prediction<br/>model further used these LULC maps to predict the future land cover map for the year 2033, both for KMA<br/>and EKW. A correlation analysis was done between<br/>the built-up of KMA and the built-up of EKW to assess<br/>the impact of the urban expansion of KMA on the wetlands of EKW. The present study explored the impact<br/>of the increase in built-up area on the wetland and it<br/>was seen that the built-up of EKW was increasing due<br/>to the increase in the urban expansion of KMA. As a<br/>result, the wetland is experiencing a decrease in biodiversity and quality of water and soil. |
| 654 ## - SUBJECT ADDED ENTRY--FACETED TOPICAL TERMS | |
| Subject | <a href="Change detection">Change detection</a> |
| -- | <a href="random forest">random forest</a> |
| -- | <a href=" Google Earth Engine"> Google Earth Engine</a> |
| -- | <a href="machine learning">machine learning</a> |
| -- | <a href="prediction">prediction</a> |
| 773 0# - HOST ITEM ENTRY | |
| Host Biblionumber | 125299 |
| Host Itemnumber | 112523 |
| Title | Current Science |
| International Standard Serial Number | 0011-3891 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Journal Article |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Location (home branch) | Sublocation or collection (holding branch) | Date acquired | Koha issues (times borrowed) | Piece designation (barcode) | Koha date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | SNDT Juhu | SNDT Juhu | 24/06/2025 | JP671.6 | 24/06/2025 | 24/06/2025 | Journal Article |