I have heard from here that stable orbits (ones that require a large amount of force to push it significantly out of it's elliptical path) can only exist in a three spatial dimensions because gravity would operate differently in a two or four dimensional space. Why is this?

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1As an aside: if you're talking about generalizing General Relativity (instead of Newtonian gravity) to different dimensions, then 2-D is very different indeed from 3-D. In particular, the spacetime curvature is exactly zero in vacuum. – Michael Seifert Mar 08 '16 at 17:46
5 Answers
Specifically what that is referring to is the 'inverse-square law', nature of the gravitational force, i.e. the force of gravity is inversely proportional to the square of the distance:
$F_g \propto \frac{1}{d^2}$.
If you expand this concept to that of general power-law forces (e.g. when you're thinking about the virial theorem), you can write:
$F \propto d^a$,
Stable orbits are only possible for a few, special values of the exponent '$a$'---in particular, and more specifically 'closed1', stable orbits only occur for $a = -2$ (the inverse-square law) and $a = 1$ (Hooke's law). This is called 'Bertrand's Theorem'.
Now, what does that have to do with spatial dimensions? Well, it turns out that in a more accurate description of gravity (in particular, general relativity) the exponent of the power-law ends up being one-less than the dimension of the space. For example, if space were 2-dimensional, then the force would look like $F \propto \frac{1}{d}$, and there would be no closed orbits.
Note also that $a<-3$ (and thus 4 or more spatial dimensions) is unconditionally unstable, as per @nervxxx's answer below.
1: A 'closed' orbit is one in which the particle returns to its previous position in phase space (i.e. its orbit repeats itself).

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3You don't need general relativity, you just need Gauss's Law and stoke's theorem to hold to derive the d-1 rule. – Zo the Relativist Jan 13 '13 at 23:26
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@JerrySchirmer thanks, good point --- but isn't Stoke's theorem requisite on the force being expressed as the divergence of a field---which itself is unique to a = -2, and 1? – DilithiumMatrix Jan 14 '13 at 00:00
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The problem is, there could still be stable orbits with this. The initial velocity would just have to me equal to rad(Gm) instead of rad(Gm/r). The required orbital velocity would just be independent of distance. I suppose the only thing is that elliptical orbits would be impossible, which is probably what the video I linked was talking about. – PixelArtDragon Jan 14 '13 at 05:15
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@kηives, it is explicitly the spatial dimensions that matter, but the overall result applies to any number of spatial dimensions. – DilithiumMatrix Jan 14 '13 at 07:05
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@zhermes: the a={-2,1} rule comes from stability analysis of orbits. To my knowledge, there is no fundamental rule for deriving it, as you imply in your last paragraph. That, I would expect to not be affected by the dimensionality of the space (so long as $D \geq 2$), since the instability comes from radial perturbations, which won't be affected by adding or removing dimensions. Almost any analysis says that there's something special about $3+1$ dimensions. – Zo the Relativist Jan 14 '13 at 17:03
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2@zhermes While everything you say about closed orbits is correct, there is indeed a true sense of instability that sets in in 4+ dimensions: any perturbation to any orbit will send the separation either to infinity or to 0. See nervxxx's answer, which basically follows the method in, e.g., Goldstein. – Jan 14 '13 at 18:34
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@JerrySchirmer, I completely agree, I was addressing how you derive the particular power-law of gravity, not the power-laws of stability. – DilithiumMatrix Jan 14 '13 at 19:10
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@zhermes You derive the particular power law of gravity in $N$ spatial dimensions by finding the associated Green's function of the PDE. In general, for $N \geq 2$, this is $F = r/S_{N-1}|r|^N$, where $S_k$ is the surface area of the $k$-sphere. You can find the associated potential for any number of dimensions from that. – Muphrid Jan 14 '13 at 19:27
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@zhermes: and the particular power law of gravity comes from Stoke's theorem. – Zo the Relativist Jan 14 '13 at 21:36
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1This answer is mathematically correct, but I think the mathematics-to-english translation is wrong and it doesn't answer the original question. We're talking about stability, not closure. Others have said you can have stable orbits in 2-D space. I'll add that even in our 3-D space, elliptical orbits aren't closed, they precess, as per general relativity. (And when it comes down to it, they're not perfectly stable either.) – Retarded Potential Jan 14 '13 at 21:42
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@zhermes Maybe I shouldn't have mentioned that... In any case, orbits are much more stable in some dimensions than others, and closure is besides the point. – Retarded Potential Jan 14 '13 at 23:03
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@RetardedPotential, yeah I think we agree. The a > -2 is the strongest stability criterion. – DilithiumMatrix Jan 15 '13 at 17:26
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I wonder what happens if one just uses a different potental, so that one still has $F \propto 1/r^2$ even in higher dimensions? – jdm May 12 '13 at 14:24
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@Garan Why do you think that describes a stable orbit? If orbital velocity is independent of altitude what happens to an orbiting object that gets perturbed? – Loren Pechtel Sep 19 '15 at 03:37
I'll try to answer it by considering radial deviations from a circular orbit. First we have to assume two things about our n-dimensional universe: Newton's second law still holds, that is,
for a particle's position vector in n-dimensions $\vec{x} = (x_1, x_2, \cdots x_n)$, \begin{align} m \ddot{\vec{x}} = \vec{F}, \end{align} where $\vec{F}$ is some n-dimensional force,
and also that the law of gravity is given by Gauss' law: \begin{align} \nabla \cdot \vec{g} = -4\pi G\rho, \end{align} where $\vec{g}$ is the gravitational force field. (See wikipedia for more information).
The solution to that pde is \begin{align} \vec{g} \sim = - r^{1-n} \hat{e_r}, \end{align} for $n \geq 2$. (For $n = 1$ the motion is on a line and because it's always attractive the 'orbit' will still remain an 'orbit')
Since the motion will always be constrained to move in the 2-plane spanned by the initial radial vector $\vec{r}_0$ and the initial velocity vector $\vec{v}_0$, it is easiest to analyze the motion in cylindrical coordinates. That is, Newton's second law becomes \begin{align} m(\ddot{r} - \dot{\theta}^2r)&=F_r \\ m(r\ddot{\theta}+2\dot{r}\dot{\theta}) &= F_\theta \\ m \ddot{x_3} &= F_{x_3} \\ m \ddot{x_4} &= F_{x_4} \\ &\cdots \\ m \ddot{x_n} &= F_{x_n}, \end{align} where $x_1$ and $x_2$ are coordinates of the plane spanned by $\vec{v}_0$ and $\vec{r}_0$. Here $r$ really means $\sqrt{x_1^2 + x_2^2}$, but it turns out that because the motion is just 2-D i.e. $x_3 = x_4 = \cdots x_n = 0$, we can say $r = \sqrt{x_1^2 + \cdots + x_n^2}$.
Now we make use of the fact that gravity is always radial, so $F_\theta = 0$ and we can combine the first two equations to get \begin{align} \ddot{r} - \frac{L^2}{r^3} = F_r = f(r), \end{align} where $L$ is a constant of motion (in 3D this is the angular momentum).
For a circular orbit at $r = r_c$, $\ddot{r} = 0$, so we are left with \begin{align} -\frac{L^2}{r^3} = f(r). \end{align} Consider small deviations from $r_c$: $x = r-r_c$. Plugging this into newton's law and expanding to first order, one gets \begin{align} \ddot{x} + \left[-3f(r_c)/r_c-f'(r_c) \right]x = 0. \end{align} This is a simple harmonic equation if the stuff in the parenthesis is positive. So we obtain a stability condition \begin{align} \left[-3f(r_c)/r_c-f'(r_c) \right] > 0. \end{align}
Let's check this on a radial force $f(r) = -kr^d$. The stability condition gives \begin{align} -k r_c^d -\frac{kd}{3}r_c^d < 0, \end{align} which implies $d > -3$. So if the force law goes as $r^d$ where $d > -3$, then the orbit is not stable. One can, with a bit more work, show that $d = -3$ is also unstable.
So for dimensions $n \geq 4$, the orbit is unstable. It appears, however, that for $d = -1$ or $-2$, the orbit is stable, so this gives us the result that orbits in 3-dimensions (our world) and also that of 2-dimensions are stable, in disagreement with the video's statement. I might be wrong, though.
cheers.

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1Agreed. (Except I think you meant to say $d < -3$ implies not stable.) $n \geq 4$ is unstable, while $n = 2$ doesn't have closed orbits but is stable. – Jan 14 '13 at 07:52
One brief point to add to the answers posted above, even though I can't pretend to understand all the math:
As far as I know, orbits in 2D are stable in the sense the orbiting body does not escape or collapse to the primary. See e.g.
https://www.reddit.com/r/askscience/comments/q8fmo/what_would_orbits_look_like_in_a_2d_universe/
In fact, as the 2D force decays to 1/r, its potential is logarithmic -- meaning that escape velocity is infinite. This is rather easy to show; even I can do it.
However, if I have understood correctly, it seems that the orbits are usually not closed, but shaped like flower petals. For near-circular orbits that wouldn't necessarily be too much of an issue.

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Possibly also will be interesting to try Wolfram interactive plot with numerical solution for adjusted gravity law. It's possible to get most of the edge cases (~real precession, circular, instable closed, d < 3 edge case).
It's not dimension simulation, but gives stable orbits for "4D" law as well.

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I assume this is talking about Newtonian gravity (i.e., not relativity). Let's consider the effective potential:
$$V_\text{eff}(r) = \frac{L^2}{2mr^2} + V(r)$$
where $V$ is the ordinary potential energy, and $L$ is the angular momentum. First, you may ask why the effective potential has this form. Remember that for a single particle, $L = mr^2 \omega$, so this is equivalently,
$$V_\text{eff}(r) = \frac{\omega^2 r^2}{2m} + V(r)$$
This first term appears from the equations of motion for a free particle. Phrasing it in terms of angular momentum is convenient because under central forces, angular momentum is a conserved quantity.
Why do we use the effective potential? Because it helps us talk solely about the radial motions of a particle, lumping the angular motions in with the real potential. A local extremum of the effective potential tells us about an equilibrium distance.
Now, in 3d, the potential $V(r)$ for gravity is $-GMm/r$. What this means is that, as $r \to 0$, the effective potential will eventually blow up, thanks to the angular momentum part, overcoming the gravitational part and forcing the particle outward again unless it lies on a direct infall trajectory.
In 2d, the potential is different. Why is this? Newtonian gravity deals with differential equations of the form $\nabla^2 V \propto \rho$. The point-source solution to this equation (the Green's function) is proportional to $\ln r$--compare, for example, the electric potential of an infinite line charge. This is exactly the same geometry and differential equation, at least in structure.
Let's check for a second that this is the case. Let $V = C \ln r$ in 2d for some constant $C$. Then the gravitational force is
$$F = - \frac{\partial V}{\partial r} = -C/r$$
which is inward for all positive $C$. This is important. In 2d, then, our effective potential looks like,
$$V_\text{eff} = Kr^{-2} + C \ln r$$
for two constants $K, C$. The force is
$$F_{\text{eff}} = 2 K r^{-3} - C r^{-1} = -r^{-1} (-2K r^{-2} + C)$$
So $r_\text{eq} = \sqrt{2K/C}$. But is this equilibrium stable?
$$\frac{\partial F_\text{eff}}{\partial r} = -6 Kr^{-4} + C r^{-2}$$
At $r_\text{eq}$, this evaluates to $-6C^2/4K + C^2/2K = -C^2/K$.
Hm. That would suggest the equilibrium point is stable. So, perhaps someone has a reference to suggest this. I'm stuck.

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If the effective potential goes to $\infty$ as both $r \to 0$ and $r \to \infty$, then it must have at least one stable minimum, and therefore there is at least one stable circular orbit. A potential energy proportional to $\ln r$ would satisfy this criterion. – Michael Seifert Mar 08 '16 at 17:44