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In this paper, Byzantine attacks in wireless sensor networks with mobile access (SENMA) points is considered, where a portion of the active sensors are compromised to send false information. One effective method to combat with Byzantine attacks is the q-out-of-m scheme, where the sensing decision is based on q sensing reports out of m polled nodes. In this paper, first, by exploiting the approximately linear relationship between the scheme parameters and the network size, we propose a simplified q-out-of-m scheme which can greatly reduce the computational complexity, and at the same time keeping good performance. We show that for a fixed percentage of malicious sensors, the detection accuracy of the simplified q-out-of-m scheme increases almost exponentially as the network size increases. Second, we propose a simple but effective method to detect the malicious sensors before decision making. The …