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Climate Change - Extreme Events

NPTEL-NOC IITM via YouTube

Overview

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Explore the science behind climate extremes through this comprehensive course taught by Prof. Somil Swarnkar from IISER Bhopal. Master the fundamental concepts of climate science, distinguishing between weather and climate while examining various types of extreme events including heatwaves, cold spells, extreme precipitation, floods, droughts, and tropical cyclones. Learn to analyze climate data using statistical methods, probability distributions, and extreme value theory to assess the frequency and intensity of extreme weather events. Develop skills in time series analysis, trend detection, and attribution studies to understand how human activities contribute to climate change. Study real-world case studies including the 2013 Uttarakhand floods, 2015 South India floods, Australia's Millennium Drought, and the 2022 Indian heatwave. Build predictive models using statistical and machine learning approaches for forecasting future climate extremes. Examine the economic, health, and social impacts of extreme events, particularly focusing on vulnerability in developing regions. Understand risk assessment frameworks, return period calculations, and uncertainty analysis in climate projections. Explore policy responses including international agreements, national strategies, and community resilience building. Investigate cutting-edge research applications including remote sensing, artificial intelligence, and big data analytics in climate extremes detection. Complete hands-on assignments and an integrated case study project analyzing recent extreme events while learning about the role of ecosystems in climate mitigation.

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

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