09:30 – 09.35 hrs |
Invocation and Lighting of Lamp |
|
09.35 – 09:40 hrs |
Welcome & Opening Remarks |
Dr. V. V. Rao, Associate Director, NRSC, ISRO & Chairman, ISRS-Hyderabad Chapter. |
09:40 – 09.45 hrs |
Introductory Remarks |
Dr. M.V. Ravi Kumar, Dy. Director, MSA, NRSC, ISRO. |
09.45 – 09.55 hrs |
Address by Chief Guest |
Dr. Prakash Chauhan, Director, NRSC, ISRO & President, ISRS. |
09.55 – 10.00 hrs |
Vote of Thanks |
Dr. G. Srinivasa Rao, Group Director, Training, Education & Outreach Group (TEOG), NRSC. |
10.00 – 10.15 hrs |
TEA BREAK |
Machine Learning and Deep Learning for Remote Sensing Applications |
Microwave Remote Sensing: SAR applications with EOS-04 |
Recent trends in UAVs for Remote Sensing Applications |
|
1015-1100 |
Introduction to Remote Sensing Applications |
Introduction to SAR Remote Sensing, overview of EOS-04 |
UAV Remote Sensing: Sensors and Platform System |
1100-1145 |
Overview of Machine learning for Remote Sensing applications |
SAR Data Processing |
Basics of UAV Photogrammetry and Data Processing |
1145-1230 |
Unsupervised Machine learning algorithms for remote sensing applications |
EOS-04 data products |
Basics of UAV Photogrammetry – Continuation |
1230-1315 |
Supervised Machine learning algorithms for remote sensing applications |
Basics and Advances of SAR polarimetry and its applications |
UAV Flight Planning |
1315-1430 |
LUNCH BREAK |
||
1430-1530 |
QGIS for unsupervised machine learning algorithms – Demo |
Hands on: Bhoonidhi – Data ordering & Dissemination(15 Min) SAR Data processing for applications |
UAV - Assembling & Flight demonstration |
1530-1545 |
TEA BREAK |
||
1545-1700 |
Supervised machine learning using Google Earth Engine Demo |
Hands on continuation |
UAV Data Processing Demonstration |
0900-1030 |
Introduction of Deep learning and NN for remote sensing applications |
EOS-04 Applications Themes – Ecosystems |
Hands-on: UAV Data Processing |
1030-1045 |
TEA BREAK |
||
1045-1115 |
CNN based Image segmentation for buildings and other land cover classes |
EOS-04 Applications Themes –Cryosphere, Solid Earth |
Hands-on on UAV Data Processing (Continued) Generation of UAV Data products – DSM, DTM, Orthoimage, Vegetation Indices etc. |
1115-1200 |
RNN and LSTM for time series analysis |
EOS-04 Applications Themes – Hydrology |
UAV Remote Sensing in agriculture & Vegetation studies |
1200-1245 |
RNN and LSTM for time series analysis |
EOS-04 Applications Themes – Oceanography |
UAV Applications in Geosciences and Geohazards |
1245-1330 |
RNN and LSTM for time series analysis (contd.) |
EOS-04 Applications Themes – Disaster Management |
UAV Applications in Forestry |
1330-1430 |
LUNCH BREAK |
||
1430-1530 |
CNN for Image Segmentation of remote sensing images using python – Demo |
Hands on: SAR Data processing for applications |
UAV Applications for Cadastral Mapping |
1530-1600 |
RNN for temporal analysis using python – Demo |
Hands on continuation |
UAV Applications continuation |
1600-1615 |
TEA BREAK |
Chair(s): |
|
16:15 – 16:30 hrs |
Remarks by Course coordinators |
16:30 – 16:45 hrs |
Feedback from participants |
16:45 – 16:50 hrs |
Distribution of Certificates |
16:55 – 17:10 hrs |
Discussion & Concluding remarks by Chair(s) |
17:10 – 17:15 hrs |
Vote of thanks by Dr. G. Srinivasa Rao, Member Secretary, Pre-Symposium Tutorial Session Committee. |