In this work, we present a variant of the multilayer random sequential adsorption (RSA) process that is inspired by orthogonal resource sharing in wireless communication networks. In the one-dimensional (1D) version of this variant, the deposition of overlapping rods is allowed only if they are assigned two different colors, where colors are symbolic of orthogonal resources, such as frequency bands, in communication networks. Owing to a strong spatial coupling among the deposited rods of different colors, finding an exact solution for the density of deposited rods of a given color as a function of time seems intractable. Hence, we propose two useful approximations to obtain the time-varying density of rods of a given color. The first approximation is based on the recursive use of the known monolayer RSA result for the indirect estimation of the density of rods for the multilayer version. The second approximation, which is more accurate but computationally intensive, involves accurate characterization of the time evolution of the gap density function. This gap density function is subsequently used to estimate the density of rods of a given color. We also consider the two-dimensional (2D) version of this problem, where we estimate the time-varying density of deposited circles of a given color as a function of time by extending the first approximation approach developed for the 1D case. The accuracy of all the results is validated through extensive Monte Carlo simulations.
翻译:在这项工作中,我们提出了一个由无线通信网络的正方形资源共享激励的多层随机顺序吸附(RSA)进程的变体。在这个变体的一维(1D)版本中,只有在给重叠杆分配两种不同的颜色时,才允许沉积重叠杆,其中颜色代表着交错资源(如频带)在通信网络中。由于存放的不同颜色的杆子之间的空间高度混合,找到一个精确的解决方案,将某一颜色的粘积棒密度作为时间函数似乎难以调和。因此,我们建议两种有用的近似值,以获得某一颜色的杆的时变化密度。第一个近似值以已知单层 RSA 的结果的递归性使用为基础,以间接估计多层版本的杆的密度。第二个近似性更准确,但计算得非常密集,涉及对差距密度函数的时间演变的准确性描述。这一差距密度功能随后被用来估计特定颜色的杆的密度。我们还将一个双维值(2D)的颜色的精确性直径定位值视为一个跨度周期的精确度,我们通过一个周期来估计整个周期的精确度。