Because there are just too many variables, it’s the butterfly effect, even the slightest changes can accumulate to create big differences, you can measure temperature or humidity in one place but it will be different one kilometre away or a hundred or even one metre away and those tiny differences while insignificant on their own become quite big when out together and can bring wildly different results so the best we can do using reasonable resources is get a statistical model and predict what’s is most likely but not 100% accurate
Imagine you’re in an open room and you have a bouncy ball. You have a generally good idea where the ball will go after you chuck it at a wall after one or two bounces but it gets a lot harder to tell after that. Now imagine millions of balls and trying to track all of them. That’s what it’s like trying to track all of the molecules in the air. We generally have a good idea of the next few days but after that, it’s a lot harder to predict where the molecules in the air will be.
ELI5: The earth is very large. Estimating how gasses in the atmosphere mix is very difficult. That topic is fluid dynamics, and we STILL cannot model it for large systems, even *with* all of our incredible technology. It is inherently *chaotic* meaning it’s very… unpredictable.
Computers aren’t good enough to “brute force” model fluids. At least not on the scale of “the earth.”
For reference, when I worked with supercomputers in grad school, every night all of our jobs were paused for 2-3 hours while the local weather station ran its weather prediction models.
An ENTIRE supercomputer. Everyday, for hours. And that was only for LOCAL weather!
Simple answer is too many variables combined with no way to perfectly measure the said variable’s. With experience from past data we can say what’s likely gonna happen but there’s just to many variable’s that would have to be calculated with 100% accuracy to say for sure what’s going to happen with 100% accuracy.
Others have explained it well but one thing I want to add is, yes the technology we have is impressive and very advanced but we consider is very advanced compared to what we had years back but it still has a very long way to go. Obviously there is no way to predict what technology will be like in the future but odds are we will look back at today and say “oh wow we weren’t nearly as advanced as we though we were”
Now that we are starting to see AI pop up and be more accessible to the masses, I’m guessing we will see a lot of innovation.
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