Fast and optimal joint decision and estimation by quantized data via noisy channels of sensor networks

•A distributed JDE model that incorporates the correlated measurement noise, local quantization at sensor nodes and data transmissions.•The fast equality constrained linear programming (ECLP) algorithm that uses the equality detection constraints to simplify the estimation cost.•Theoretical proof that the decision rule solved by ECLP is optimal to the original distributed JDE model under mild conditions.