Abstract: The detection of binary time-series has applications in the optimal filtering and smoothing of systems with jumping input sequences.Based on the frequency-domain properties of optimal smoothing and maximum-likelihood estimation principle,a threshold detector is obtained in this paper.The detection algorithm is implemented by one pass of optimal smoothing.The effectiveness of this algorithm is verified by simulation result.