Posted on 07/17/2025 7:12:10 PM PDT by nickcarraway
Deep learning ‘powerful tool’ for future climate change scenarios, says study
Chinese researchers have developed 30,000+ artificial intelligence-induced climate mitigation scenarios, according to a study published on Nature Climate Change journal's July issue.
The published study covers the potential of deep learning (DL) merged with integrated assessment models (IAMs), offering a base for handling climate mitigation scenario generation.
“IAM based scenarios often face challenges such as modelling biases and large computational burden. Here we develop a DL framework to generate key variables through synthetic mitigation scenarios,” the study said.
According to the study DL is a “powerful tool for extracting hidden patterns and intricate interactions from high-dimensional data.”
It helps generate future scenarios of how greenhouse gas emissions might be reduced by overcoming IAM limitations, such as a lack of data for certain regions.
Another limitation the research shows is the bias that models can retain due to training on existing biased data.
“One key limitation of this study is that our generative DL framework replicates only a subset of key variables, far fewer than the hundreds of variables required for full-scale IAM scenarios.”
Another limitation the research shows is the possible bias models can retain due to training on existing data, which may already have biases.
"Our DL models were trained on the existing AR6 Scenarios Database, which may retain or reinforce those biases."
Although deep learning cannot directly replace traditional models currently, it can offer support and enhancement by creating faster, more diverse, and region-specific scenarios, which can be used to help policymakers and developing countries plan climate action.
It is ever thus.
Has any proposed solution to Global Warming ever decreased government control and increased personal liberty?
No.
I thereby divine intent.
IAM is what God called himself.
Talk about your old fashioned country gibberish.
And 30,000 🐂💨💩 answers. Mostly 💰💰💰💰💰
Did anyone ask the AI if human activity is affecting the climate in any way at all?
1. When interglacial ends move south.
2. When sea levels rise move away from the coast.
3. When sea levels fall look for submerged shipwrecks and inspect for loot.
Also ask the AI what the best global temperature is.
Can they produce AI-induced scenarios on how I lost my virginity?
“Chinese researchers have developed 30,000+ artificial intelligence-induced climate mitigation scenarios...”
And they all end with “China rules the world, and everyone else is dead or in labor camps.”
Based on faulty data....
When you shovel bullshit into AI you shouldn’t be surprised when it responds with turds.
30,000 ways of avoiding the obvious.
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