ben m said:
In a nutshell, various physicists have written down every New Fundamental Force Law they can think of, and none of them describe the data. Simply saying "Gravity is stronger than GMm/r^2 at large r" doesn't work. Saying "Gravity is stronger than GMm/r^2 at small velocities" doesn't work. Saying "Gravity is stronger than GMm/r^2 at small GMm/r^2" doesn't work (that's MOND; it's the one that came closest to fitting rotation curves). And so on. You're welcome to think up alternatives, but the list of tried-and-failed equations (or even forms of equations, or trends, or scaling laws) is pretty comprehensive.
No that is modification of a known fundimental force. What about a new one?
Although I've yet to finish even my first point, I'll comment on this now.
A new, fundamental, force cannot be ruled out ... provided that force is not quantified, not specified, or even vaguely hinted at.
The moment you start to write it in words, even using poorly-defined terms, you begin to be able to start answering this question.
When you get to writing any such 'new force' in the form of an equation, you can test the idea.
Hundreds, perhaps thousands, of people have tried to come up with something specific and testable, in the way of a 'new force'. It's very easy to do (make up a new force) ... and in most, if not nearly all, cases it's also just as easy to show that such a new force won't work. Why? Because it does not fit the relevant observations, either directly or indirectly.
One of the wonderful things about astronomy is that there are millions, billions, or even trillions of excellent observations you can use to test new ideas like 'new fundamental forces' ... and most of this data is available to anyone, anywhere in the world, essentially for free (you need an internet connection, preferably broadband, a browser, and appropriate associated software ... and that's all).
Meanwhile, one new type of matter ("something cold and noninteracting") fits all of the data across the board. It didn't have to; there were a dozen major chances for the data to support or falsify this, and it's come down on "support" every time.
However it would require a rewrite of the standard model. So far things that have requied that have tended not to work out too well.
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Consider this: barely a half century ago, no one knew about quarks, not even up or down ones, much less charmed, strange, top, or bottom ones.
No one knew that there was a tau neutrino.
And so on.
And why? Many reasons, but one is that the energies physicists had available, to do their atom and nucleus smashing, were really quite low.
Today particle accelerators can get up to ~1 TeV, that's 10
12 eV, and the LHC should go a factor of 10 higher.
And all that wonderful new physics was found in an energy range that is what, ~3 orders of magnitude wide (~1 GeV to ~1 TeV).
Big deal.
The Earth is hit, every day, by millions of cosmic rays that have energies at least a million times higher! That's 6 orders of magnitude above the best we can do in labs today. The highest energy cosmic ray recorded had an energy of ~10
21 eV ... a full 8 orders of magnitude above the best the LHC is likely to produce.
And the universe very likely can churn out particles with energies considerably higher still, at the rate of billions of tonnes a second ...
And anyway, as has already been noted, the Standard Model, of particle physics, is known to be incomplete - neutrinos don't have mass in it, for example, yet neutrino oscillations require that at least one (two?) do.