muddy path
a muddy path in the somerset levels
#photography #photo #path #reeds #grass #mud #quiet #nature #solitude #journey #time #landscape #stillness #reflection #growth #change #somerset
muddy path
a muddy path in the somerset levels
#photography #photo #path #reeds #grass #mud #quiet #nature #solitude #journey #time #landscape #stillness #reflection #growth #change #somerset
muddy path
a muddy path in the somerset levels
#photography #photo #path #reeds #grass #mud #quiet #nature #solitude #journey #time #landscape #stillness #reflection #growth #change #somerset
Impact Of Urbanization Driven Land Use And Land Cover Change On Ecological Environmental Quality In Rupandehi Nepal Assessed Using The Remote Sensing
Altro...โRapid urbanization and population growth are major drivers of land use and land cover (LULC) change and can substantially alter ecological environmental quality (EEQ). This study assessed the spatiotemporal dynamics of LULC and their effect on EEQ in Rupandehi District, Nepal, over a 30-year period (1993โ2023). Four ecological indicators representing greenness, wetness, dryness, and heat were derived from Landsat imagery in Google Earth Engine (GEE), and LULC was classified using a Support Vector Machine (SVM). The Remote Sensing Ecological Index (RSEI) was then constructed from these indicators using Principal Component Analysis (PCA) in ArcGIS Pro, and its spatial structure was examined using global and local spatial autocorrelation. The mean RSEI followed a non-linear trajectory, rising from 0.59 in 1993 to 0.635 in 2004, declining to 0.55 in 2013, and recovering to 0.67 in 2023, indicating an overall improvement in EEQ with a temporary mid-period decline. Over the same period, built-up areas expanded substantially and agricultural land declined, whereas forest cover fluctuated but showed a slight net increase by 2023, and barren land decreased markedly. Higher EEQ was concentrated in the forested northern hills, while lower values occurred in the urban centers of Butwal and Bhairahawa, closely matching the spatial pattern of LULC change. The results indicate that ecological quality reflects the combined influence of all land cover classes rather than any single class. This study provides a transferable and reproducible workflow for long-term ecological assessment based on openly available Landsat data, with the analysis code shared in a public repository, offering practical guidance for sustainable land management and environmentally responsible urban development...โ
#GIS #spatial #mapping #RemoteSensing #GIS #RSEI #EnvironmentalMonitoring #Nepal #Research #GoogleEarthEngine #ArcGIS #EcologicalQuality #spatialautocorrelation #ecology #environment #earthobservation #RemoteSensingEcologicalIndex #landscape #urbanisation #urban #development #landuse #change #spatialanalysis #spatiotemporal
๐ ๐ ๐ง๐๐๐ ๐๐ฎ๐น๐ธ ๐ถ๐ ๐น๐ถ๐๐ฒ!
๐๐ต๐ฎ๐ป๐ด๐ฒ ๐ถ๐ ๐ถ๐ป๐ฒ๐๐ถ๐๐ฎ๐ฏ๐น๐ฒ, ๐ฏ๐๐ ๐น๐ฒ๐ฎ๐ฑ๐ฒ๐ฟ๐๐ต๐ถ๐ฝ ๐ถ๐ ๐ฎ ๐ฐ๐ต๐ผ๐ถ๐ฐ๐ฒ.
The recording of my TEDx talk "How to lead change" is now live! You can watc
Altro...๐ ๐ ๐ง๐๐๐ ๐๐ฎ๐น๐ธ ๐ถ๐ ๐น๐ถ๐๐ฒ!
๐๐ต๐ฎ๐ป๐ด๐ฒ ๐ถ๐ ๐ถ๐ป๐ฒ๐๐ถ๐๐ฎ๐ฏ๐น๐ฒ, ๐ฏ๐๐ ๐น๐ฒ๐ฎ๐ฑ๐ฒ๐ฟ๐๐ต๐ถ๐ฝ ๐ถ๐ ๐ฎ ๐ฐ๐ต๐ผ๐ถ๐ฐ๐ฒ.
The recording of my TEDx talk "How to lead change" is now live! You can watch it here:
https://www.youtube.com/watch?v=uUkcsTUDhws
I'd love to hear your feedback and thoughts on leading change.