Constructing strength three covering arrays with augmented annealing
نویسندگان
چکیده
A covering array CA(N ; t, k, v) is an N × k array such that every N × t sub-array contains all t-tuples from v symbols at least once, where t is the strength of the array. One application of these objects is to generate software test suites to cover all t-sets of component interactions. Methods for construction of covering arrays for software testing have focused on two main areas. The first is finding new algebraic and combinatorial constructions that produce smaller covering arrays. The second is refining computational search algorithms to find smaller covering arrays more quickly. In this paper, we examine some new cut-and-paste techniques for strength three covering arrays that combine recursive combinatorial constructions with computational search, augmented annealing. This method leverages the computational efficiency and optimality of size obtained through combinatorial constructions while benefiting from the generality of a heuristic search. We present a few examples of specific constructions and provide new bounds for some strength three covering arrays.
منابع مشابه
Profiles of covering arrays of strength two
Covering arrays of strength two have been widely studied as combinatorial models of software interaction test suites for pairwise testing. While numerous algorithmic techniques have been developed for the generation of covering arrays with few columns (factors), the construction of covering arrays with many factors and few tests by these techniques is problematic. Random generation techniques c...
متن کاملAugmenting Simulated Annealing to Build Interaction Test Suites
Component based software development is prone to unexpected interaction faults. The goal is to test as many potential interactions as is feasible within time and budget constraints. Two combinatorial objects, the orthogonal array and the covering array, can be used to generate test suites that provide a guarantee for coverage of all -sets of component interactions in the case when the testing o...
متن کاملMemetic Algorithms for Constructing Binary Covering Arrays of Strength Three
This paper presents a new Memetic Algorithm (MA) designed to compute near-optimal solutions for the covering array construction problem. It incorporates several distinguished features including an efficient heuristic to generate a good quality initial population, and a local search operator based on a fine tuned Simulated Annealing (SA) algorithm employing a carefully designed compound neighbor...
متن کاملNew bounds for binary covering arrays using simulated annealing
Covering arrays (CAs) are combinatorial structures specified as a matrix of N rows and k columns over an alphabet on v symbols such that for each set of t columns (called the strength of the array) every t-tuple of symbols is covered. Recently they have been used to represent interaction test suites for software testing given that they provide economical sized test cases while still preserving ...
متن کاملNew Bounds for Ternary Covering Arrays Using a Parallel Simulated Annealing
A covering array CA is a combinatorial structure specified as a matrix of N rows and k columns over an alphabet on v symbols such that for each set of t columns every t-tuple of symbols is covered at least once. Given the values of t, k, and v, the optimal covering array construction problem CAC consists in constructing a CA N; t, k, v with the minimum possible value of N. There are several rep...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Discrete Mathematics
دوره 308 شماره
صفحات -
تاریخ انتشار 2008