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Application of remote sensing for environmental monitoring
1. Abdulla - Al Kafy
Urban Planner & Project Officer
ICLEI South Asia
Rajshahi City Corporation
M.Phil (Running ), Institute of Environment,
University of Rajshahi.
Bachelor of Urban & Regional Planning,
Rajshahi University of Engineering & Technology
Local Pathway Fellow (2018-2019),
UN Sustainable Development Solutions Network.
2. Application of Remote Sensing for Environmental Monitoring
Some major fields in what can remote sensing be used for
Weather
Land surface temperature
Air Quality/particles
Rainfall
Forestry
Forest canopy density
Forest fire monitoring
Gap analysis for Protected Area Network/ biological
exploration
Agriculture
Crop identification and crop conditions/health analysis
Agricultural Drought Monitoring
soil moisture content
Crop production forecasting
Determining crop damage and crop progress
Surface changes
Land cover change
Land use index assessment
Biodiversity
Biodiversity assessment – Landscape to species
Temporal Monitoring (deforestation, habitat change)
Wildlife Management
Species distribution patterns and modelling
Vegetation status
3. Application of GIS for Environmental Monitoring
Some major tools used in GIS for Remote sensing Data Analysis
Maximum likelihood supervised and ISO cluster supervised
Classification
Principle component analysis
Spatial analyst tool ( Extraction, Local, Map algebra, Interpolation,
Overlay, Reclass, Surface, zonal statistics )
Advance Editing tool
3D analyst tool (Profile graph, contour)
Model Builder
4. Application Machine Learning Environmental Monitoring
Some major Machine Learning approach
Regression Algorithms
Decision Tree Algorithms
Artificial Neural Networks (ANN)
Cellular Automata (CA)
Support Vector Machine (SVM)
Useful Software for Machine Learning Application
Useful Software for Remote sensing application
QGIS MOLUSCE PLUGIN (Applicable in version 2)
IDRISI Selva land change modeller
ERDAS Imagine
QGIS
IDRISI Selva
ENVI
ARC GIS
5. Effective Ways to find suitable journals for your paper
https://journalfinder.elsevier.com/
https://journalsuggester.springer.com/
https://journalfinder.wiley.com/
Quick publication/response from journal
Looking for a special issue match with your paper
Check the article in press option for their response
in recent publication
Look for a newly launched journal