The definitive (and recent!) work on this topic, from the asymptotic complexity point of view (which I emphasized in my comment) is due to Esther Ezra, a student of Micha Sharir. See especially the paper from her Ph.D. thesis, "On the Union of Cylinders in Three Dimensions," *Discrete & Computational Geometry*, Volume 45, Issue 1, January 2011, Pages 45-64 ([ACM link][1]; [PDF download link][2]). From the Abstract: > We show that the combinatorial complexity of the union of $n$ infinite cylinders in $\mathbb{R}^3$, having arbitrary radii, is $O(n^{2+\epsilon})$, for any $\epsilon>0$; the bound is almost tight in the worst case, thus settling a conjecture of Agarwal and Sharir ... Deeper into the paper: > We note that it is crucial to assume that the cylinders are infinite. Otherwise, the combinatorial complexity of their union is $\Omega(n^3)$ in the worst case. Indeed, suppose we have a set of $n$ cylinders, each of which with a sufficiently large radius and height that is arbitrarily close to $0$. We can now arrange these cylinders in a (three-dimensional) grid-like structure, resulting in $\Omega(n^3)$ holes in the union; see Figure 1(a). <br /> ![Fig. 1a][3]<br /> The general theorem I had in mind in my (hasty) comment is that, $n$ algebraic surface patches in $\mathbb{R}^d$ define an arrangement of combinatorial complexity of $O(n^d)$, where the constant of proportionality depends on $d$ and the maximum degree of the algebraic surfaces and of the polynomials defining their boundaries. This can be found on p.533 of *[The Handbook of Discrete and Computational Geometry][4]*, Theorem 24.1.4, in a chapter by Dan Halperin. I believe a closed, end-capped, finite cylinder can be partitioned into four surface patches satisfying the preconditions of this theorem. So we should have $\Omega(n^3)$ from the coins example above, and $O(n^3)$ from this general theorem, and so $\Theta(n^3)$ asymptotically. [1]: http://dl.acm.org/citation.cfm?id=1929932 [2]: http://www.cims.nyu.edu/~esther/Publications/cylinders.pdf [3]: http://cs.smith.edu/~orourke/MathOverflow/Cylinders3D.jpg [4]: http://cs.smith.edu/~orourke/books/discrete.html