Assisted AI Solutions for Climate Change Needs More Work (Reinforcement Learning)

Preparing for human safety and saving lives is crucial since climate change cannot be controlled in the short term. Despite sophisticated weather monitoring systems, natural calamities such as heavy rains, cloud bursts, and wildfires are not predicted as accurately and correctly in advance as needed.

In this article, we see how solutions followed by firefighters, flood relief teams, and other teams such as ground and air team can help detect which place to deal with first, which technique was best, and what not to do. All this can be done with the assistance of the frontrunners in the climate and disaster team amalgamations. This is a kind of reinforcement learning.

— Experts, people and frontline engineers and metrologists would be needed to create such a system.

— AI-based systems should have the potential to predict climate calamities in details and also present the possible solutions to the event.

— Including past data on solutions on Climate Crisis can help learn the good solutions as well as the solutions that should not be taken.

— Who else but experts in these systems, the front line engineers and more can help input a system and create an intelligent systems as per geography of your country.

— As a future work, deep learning can be utilized to predict sudden events. It is essential to develop sophisticated systems for accurate forecasting to save lives. Applying this in real-time to climate data can revolutionize disaster management and improve community safety.

— I have also proposed a Fuzzy Expert System-based alarm for predicting natural disasters. The aim is to alert authorities that AI has detected an extreme condition.

— Climatologists can use AI to develop an Expert System for accurately predicting climate patterns and potential natural disasters.

— I believe that by leveraging the power of AI and the expertise of climatologists, we can create highly effective systems that can help make the world safer.

To be continued..

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