Milestones Achieved

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Her lab internees have done following SUPARCO projects:

(i)Implementation of Algorithm for Retrieval of Aerosol from Satellite Data and Comparison with MODIS Standard Aerosol Product
(ii)Implementation of Algorithm for Retrieval of Thermal Anomalies from Satellite Data and Comparison with Standard MODIS Product

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(iii) Dr Saman Shahid served as the Consultant of project entitled, ‘Development of TCP Accelerator for GEO satellite communication’. Funded by: RESOLVE-SUPARCO, Lahore Pakistan.

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(iv) We have introduced a course on EDS (Environmental Data Science) as an elective for those students who want to research on enormous data of nature with the data-science tools. Following objectives were achieved:

check_circleObjectives Achieved

1.Environmental data types
2.Role of data science in analyzing environmental issues
3.Environmental Intelligence
4.Environmental data scientists-job demands
5.Environment and sustainability - Background
6.Environmental Monitoring and sensors
7.Use of IoT in the environment
8.Role of AI in Environmental Monitoring and Assessment
9.Remote sensing and satellite databases
10.Downloading environmental data sets
11.Use of ArcGIS for environmental data manipulations
12.Tools for atmospheric modeling & retrieval algorithms
13.Machine/deep learning models, ANNs, Transfer learning approaches, etc. for exploratory Data analysis

scienceFollowing projects (2023) were done:

1.Ozone Level Analysis
2.Fuel consumption and emissions by vehicles
3.Crop Yield Prediction
4.Rain Prediction in Australia
5.Waste Classification
6.Flood Prediction Factors
7.Disaster Risk Classification
8.Effects of Climate Changes on Crop Yields
9.Forecasting Monthly Pollution Level
10.Tsunami Prediction
11.Green Analysis
12.Wildfire in California
13.Predicting IDC, Breast Cancer
14.China Air Pollution Forecasting
15.Smart Farming
16.Urban Blue Green Areas Segmentation
17.Average global temperature increase prediction