Overview
Syllabus
Climate Change - Extreme Events
W1L1_Climate Science Basics – Weather vs. Climate
W1L2_Introduction to Climate Change
W1L3_Introduction to Climate Extremes: Definitions, Types, and Global Impact
Week 1_Summary & Assignment
Week 1_Assignment Solution
W2L6_Heatwaves and Cold Spells: Causes, Impacts, and Trends
W2L7_Extreme Precipitation: Floods, Droughts, and Water Cycle Impacts
W2L8_Tropical Cyclones, Storms, and Associated Weather Events
W2L9_Week 2 Summary & Assignment
W2L10_Week 2 Assignment Solution
W3L11_Climate Data Sources and Observational Tools
W3L12_Data Collection and Preprocessing: Handling Gaps, Errors, and Temporal Biases
W3L13_Introduction to Climate Models: Types, Resolution, and Applications
W3L14_Week 3 Summary & Assignment
W3L15_Week 3 Assignment Solution
W4L16_Probability Distributions and Climate Data Analysis
W4L17_Introduction to Extreme Value Theory (EVT) and its Applications
W4L18_Analyzing Frequency and Intensity of Extreme Events
W4L19_Week 4 Summary & Assignment
W4L20_Week 4 Assignment Solution
W5L21_Time Series Analysis: Trends, Seasonality, Stationarity and Correlations
W5L22_Detection of Changes in Extreme Events: Statistical Techniques
W5L23_Attribution Studies: Linking Extremes to Anthropogenic Climate Change
W5L24_Week 5 Summary and Assignment
W5L25_Week 5 Assignment Solution
W6L26_Risk Assessment Frameworks for Extreme Events
W6L27_Calculating Return Periods for Rare Events
W6L28_Uncertainty Analysis in Climate Projections and Risk Assessments
W6L29_Week 6 Summary and Assignment
W6L30_Week 6 Assignment Solution
W7L31_The 2013 Uttarakhand and 2015 South India Floods
W7L32_The Millennium Drought of Australia
W7L33_The 2022 Heatwave Across Northern and Central India
W7L34_Week 7 Summary and Assignment
W7L35_Week 7 Assignment Solution
W8L36_Predictive Models for Climate Extremes: Statistical, and Machine Learning
W8L37_Building and Validating Statistical and ML-Based Models for Prediction
W8L38_Scenario Analysis and Projecting Future Extremes
W8L39_Week 8 Summary and Assignment
W8L40_Week 8 Assignment Solution
W9L41_Economic Costs of Extreme Events: Damage and Recovery
W9L42_Health and Social Impacts of Climate Extremes
W9L43_Vulnerability and Adaptation in Developing Regions
W9L44_Week 9 Summary and Assignment
W9L45_Week 9 Assignment Solution
W10L46_International Agreements and National Policies on Climate Change
W10L47_Risk Reduction Strategies and Community Resilience
W10L48_Adaptation Policies for Climate Extreme Events
W10L49_Week 10 Summary and Assignment
W10L50_Week 10 Assignment Solution
W11L51_Advances in Climate Extremes Research and Big Data Applications
W11L52_Remote Sensing and AI in Detections of Climate Extremes
W11L53_Role of Ecosystems in Mitigating Climate Extremes
W11L54_Week 11 Summary and Assignment
W11L55_Week 11 Assignment Solution
W12L56_Review of Statistical and Analytical Methods
W12L57_Integrated Case Study Project: Analyzing a Recent Extreme Event
W12L58_Course Wrap-Up and Discussion on Future Research Directions
Taught by
NPTEL-NOC IITM