Approximation Algorithms for Variable-Sized and Generalized Bin Covering

TL;DR

This paper introduces approximation algorithms for the Generalized Bin Covering problem, focusing on the less-studied unit supply model, and provides tight bounds and an AFPTAS for the infinite supply case.

Contribution

It presents the first study of the unit supply model for GBC, offering a 5-approximation algorithm and analyzing the Next Fit Decreasing algorithm for VSBC.

Findings

5-approximation algorithm for GBC with unit supply

Next Fit Decreasing is a 9/4-approximation for VSBC in the unit supply model

AFPTAS developed for VSBC in the infinite supply model

Abstract

We consider the Generalized Bin Covering (GBC) problem: We are given $m$ bin types, where each bin of type $i$ has profit $p_i$ and demand $d_i$. Furthermore, there are $n$ items, where item $j$ has size $s_j$. A bin of type $i$ is covered if the set of items assigned to it has total size at least the demand $d_i$. In that case, the profit of $p_i$ is earned and the objective is to maximize the total profit. To the best of our knowledge, only the cases $p_i = d_i = 1$ (Bin Covering) and $p_i = d_i$ (Variable-Sized Bin Covering (VSBC)) have been treated before. We study two models of bin supply: In the unit supply model, we have exactly one bin of each type, i.\,e., we have individual bins. By contrast, in the infinite supply model, we have arbitrarily many bins of each type. Clearly, the unit supply model is a generalization of the infinite supply model. To the best of our knowledge the unit supply model has not been studied yet. Our results for the unit supply model hold not only asymptotically, but for all instances. This contrasts most of the previous work on \prob{Bin Covering}. We prove that there is a combinatorial 5-approximation algorithm for GBC with unit supply, which has running time $\bigO{nm\sqrt{m+n}}$. Furthermore, for VSBC we show that the natural and fast Next Fit Decreasing ($\NFD$) algorithm is a 9/4-approximation in the unit supply model. The bound is tight for the algorithm and close to being best-possible. We show that there is an AFPTAS for VSBC in the \emph{infinite} supply model.