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In this paper, a new strategy is proposed to defend against colluding malicious nodes in a sensor network. The strategy is based on a new relaxation labelling algorithm to classify nodes into benign or malicious ones. Only reports from benign nodes can then be used to perform localisation and obtain accurate results. Experimental results based on simulations and field experiments illustrate the performance of the algorithm.