HAiVA: Hybrid AI-assisted Visual Analysis Framework to Study the Effects of Cloud Properties on Climate Patterns

Subhashis Hazarika, Haruki Hirasawa, Sookyung Kim, Kalai Ramea, Salva Rühling Cachay, Peetak Mitra, Dipti Hingmire, Hansi Singh, Phil Rasch

Room: 104

2023-10-26T22:18:00ZGMT-0600Change your timezone on the schedule page
Exemplar figure, described by caption below
HAiVA is a Hybrid AI-assisted Visual Analysis Framework to Study the Effects of Cloud Properties on Climate Patterns. It offers an interactive visualization system for climate scientists to perform rapid prototyping and exploration of climate intervention technique called Marine Cloud Brightening (MCB). HAiVA facilitate testing different MCB intervention scenarios and evaluating their possible intended and unintended climate consequences.
Fast forward
Full Video

climate, machine learning, visual analysis, interaction, climate intervention


Clouds have a significant impact on the Earth's climate system. They play a vital role in modulating Earth’s radiation budget and driving regional changes in temperature and precipitation. This makes clouds ideal for climate intervention techniques like Marine Cloud Brightening (MCB) which refers to modification in cloud reflectivity, thereby cooling the surrounding region. However, to avoid unintended effects of MCB, we need a better understanding of the complex cloud to climate response function. Designing and testing such interventions scenarios with conventional Earth System Models is computationally expensive. Therefore, we propose a hybrid AI-assisted visual analysis framework to drive such scientific studies and facilitate interactive what-if investigation of different MCB intervention scenarios to assess their intended and unintended impacts on climate patterns. We work with a team of climate scientists to develop a suite of hybrid AI models emulating cloud-climate response function and design a tightly coupled frontend interactive visual analysis system to perform different MCB intervention experiments.