Modelling glacial retreat with machine learning techniques (Softcopy is also available)

By:

Sriram, Vemuri Venkata (PGE21355)

Contributor(s):

Gharekhan, Dhwanilnath (Guide)

Material type: Text

TextPublication details: 2023Description: xx,35pDDC classification:

MG TH-0257 SRI

Contents:

TABLE OF CONTENTS 1.2. Remote Sensing and Glaciers 2 1.3. Factors affecting Glaciers 3 1.4 GeoAI 4 2. LITERATURE REVIEW 5 3. WORK OUTLINE 9 3.1 Aim 9 3.2 Objectives 9 3.3 Study Region and Data used 9 3.4 Parameter Influence 11 3.5 Time Series Analysis 12 4. METHODOLOGY 15 4.1 Feedforward ANN 15 4.2 RNN 16 4.3 LSTM 17 5. RESULTS AND ANALYSIS 19 5.1 Model Evaluations 19 5.2 RNN Validation 21 6. GLACIAL BOUNDARY DELINEATION 23 5. CONCLUSIONS AND SOCIETAL USABILITY 27 REFERENCES 29

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Holdings
Item type	Current library	Collection	Call number	Status	Date due	Barcode	Item holds
Thesis	CEPT Library	Faculty of Technology	MG TH-0257 SRI	Not For Loan		025709

Total holds: 0

TABLE OF CONTENTS
1.2. Remote Sensing and Glaciers 2
1.3. Factors affecting Glaciers 3
1.4 GeoAI 4
2. LITERATURE REVIEW 5
3. WORK OUTLINE 9
3.1 Aim 9
3.2 Objectives 9
3.3 Study Region and Data used 9
3.4 Parameter Influence 11
3.5 Time Series Analysis 12
4. METHODOLOGY 15
4.1 Feedforward ANN 15
4.2 RNN 16
4.3 LSTM 17
5. RESULTS AND ANALYSIS 19
5.1 Model Evaluations 19
5.2 RNN Validation 21
6. GLACIAL BOUNDARY DELINEATION 23
5. CONCLUSIONS AND SOCIETAL USABILITY 27
REFERENCES 29

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