Can we get smooth parition of unity with uniformity? Let $B \subseteq \mathbb{R}^n$ be a product of closed bounded intervals in $\mathbb{R}$. Fix $N>0$. Suppose I want to cover $B$ with $N$ open sets, $U_1, \ldots, U_N$, and get a smooth partition of unity $\rho_1, \ldots, \rho_N$ with respect to these sets. I was wondering is it possible to do this in a way that the derivatives of the $\rho_j$'s are bounded independent of the choice of the $U_j$'s? 
I was wondering maybe I am asking for too much here and that this is not possible, or maybe it's possible? I have no idea... I would appreciate any comments or suggestions. Thank you.  
PS I would like to change the question slightly. I would like to assume that each $U_j$ is not too small in that each $U_j$ contains an open set of the form $(x_1 - \varepsilon, x_1+ \varepsilon) \times \cdots \times (x_n - \varepsilon, x_n+ \varepsilon)$ for some $\varepsilon > 0$. 
 A: Consider $B = [0,1]$.  Let $U_{1,t} = (t,1-t)$ and $U_{2,t} = [0,2t) \cup (1-2t,1]$.  Now use the mean value theorem to estimate the derivatives.
A: (This is an extended version of my comment above).
Suppose that $U_j$, $j = 1, \ldots, N$, is an open cover of $B$, $\epsilon > 0$ and that the sets $$V_j = \{x \in U_j : \operatorname{dist}(x, U_j^c) > \epsilon\}, \; j = 1, \ldots, N,$$ also form an open cover of the $\epsilon$-neighbourhood of $B$. Then one can find the partition of unity $\rho_j$, $j = 1, \ldots, N$, such that $\rho_j$ is zero outside of $U_j$ and $\nabla \rho_j$ is bounded by a constant that depends only on $\epsilon$ and the dimension. (Actually, the same statement is true for derivatives of $\rho_j$ of arbitrary order).
To prove the above claim, define $$W_j = V_j \setminus (V_1 \cup \ldots \cup V_{j-1}) , \; j = 1, \ldots, N ,$$ and let $\phi$ be a bump function supported in $B(0, \epsilon)$ (that is, $\phi$ is infinitely smooth, non-negative, with total mass $1$). Then $\rho_j = \mathbb{1}_{V_j} * \phi$, $j = 1, \ldots, N$, form a smooth partition of unity on $B$: all these functions take values in $[0, 1]$, they are infinitely smooth and $$ \rho_1 + \ldots + \rho_N = \mathbb{1}_{V_1 \cup \ldots \cup V_N} * \phi $$ is equal to $1$ on $B$, because $V_1 \cup \ldots \cup V_N$ contains the $\epsilon$-neighbourhood of $B$. Furthermore, $\rho_j$ is clearly equal to zero in the complement of $U_j$. Finally, $\nabla \rho_j = \mathbb{1}_{V_j} * \nabla \phi$ is bounded by $\|\nabla \phi\|_1$.
