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Constructing multiple unique input/output sequences using metaheuristic optimisation techniques

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4 Author(s)
Guo, Q. ; Dept. of Inf. Syst. & Comput., Brunel Univ., Uxbridge, UK ; Hierons, R.M. ; Harman, M. ; Derderian, K.

Multiple unique input/output sequences (UIOs) are often used to generate robust and compact test sequences in finite state machine (FSM) based testing. However, computing UIOs is NP-hard. Metaheuristic optimisation techniques (MOTs) such as genetic algorithms (GAs) and simulated annealing (SA) are effective in providing good solutions for some NP-hard problems. In the paper, the authors investigate the construction of UIOs by using MOTs. They define a fitness function to guide the search for potential UIOs and use sharing techniques to encourage MOTs to locate UIOs that are calculated as local optima in a search domain. They also compare the performance of GA and SA for UIO construction. Experimental results suggest that, after using a sharing technique, both GA and SA can find a majority of UIOs from the models under test.

Published in:

Software, IEE Proceedings -  (Volume:152 ,  Issue: 3 )

Date of Publication:

3 June 2005

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