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FUZZY LOGIC RAMP METERING ALGORITHM
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1-minute data 20-second Prediction 5-minute Predictor Actual advance queue algorithm testing ANN prediction architecture Artiﬁcial artificial neural network back propagation centroid congestion correlation-product crisp data prediction data set Department of Transportation difﬁcult Federal Highway Administration ﬁle float forecasted fprintf(result freeway model FREQ FRESIM fuzzy logic algorithm fuzzy logic controller fuzzy logic ramp hidden layer hidden neurons historical data input Kalman Filter learning rate logic ramp metering longer term prediction loop detector data mainline mean squared error membership classes method minutes in advance number of vehicles on-line testing output parameters past samples pow((double predicted occupancy prediction results queue occupancy ramp metering algorithm ramp metering rate Results with Training sampling period Seattle speciﬁed storage rate tapped delay line techniques Testing Occupancy testing set trafﬁc traffic data predictors trained and tested training data Training Day training set TSMC tuning variable volume and occupancy weight