Галерея 3117835

Галерея 3117835

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Abstract: Short-term traffic speed prediction is fundamental to intelligent transportation systems (ITS), and the accuracy of the model largely determines the performance of real-t... View more
Short-term traffic speed prediction is fundamental to intelligent transportation systems (ITS), and the accuracy of the model largely determines the performance of real-time traffic control and management. In this study, a short-term traffic speed prediction method based on the spatial-temporal analysis of traffic flow and a combined deep-learning model, and a hybrid spatial-temporal feature selection algorithm (STFSA) of a convolutional neural network-gated recurrent unit (CNN-GRU)) is initially developed. Specifically, the STFSA is firstly employed to reconstruct the spatial-temporal matrix of traffic speed based on temporal continuity and spatial characteristics, and then this matrix is considered as the input feature of the prediction model. After this, the nonlinear fitting ability of the CNN is adopted to extract deep features from the convolutional and pooling layers for model training. Finally, by combining the timing and long-range dependence of the captured data with the forward GRU and the reverse GRU, the accuracy of the prediction result is further improved. The validity of the proposed model can be verified by comparing the prediction results with the actual traffic data. Accordingly, in the case study, the performance is compared with various benchmark methods under the same prediction scenario, verifying the superiority of the proposed model.
Date of Publication: 02 February 2022

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IEEE Transactions on Industrial Informatics
ICC 2022 - IEEE International Conference on Communications
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Morning Star Farms Veggie Burgers, Frozen Meal, Spicy Black Bean 2.36 oz
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A delicious meat-free meal for any diet, MorningStar Farms Spicy Black Bean Veggie Burgers are made with a savory blend of black beans, brown rice, onions, corn, and tomatoes for bold flavor and pleasing texture in every bite. With 69% less fat than regular ground beef*, these vegetarian burgers provide a good source of protein (9g per serving, 13% of daily value) and fiber (contains 4.5g total fat per serving); They’re made with no artificial flavors or colors. Stock this convenient resealable bag in the freezer for an exciting meat-free meal anytime. Whether you're seeking a quick and convenient lunch or dinner or grilling for a summer BBQ, MorningStar Farms Spicy Black Bean Veggie Burgers are sure to delight vegetarians and meat-lovers alike. *Regular ground beef contains 15g total fat per serving (67g). MSF Spicy Black Bean Burgers contain 4.5g total fat per serving (67g).
• Mouthwatering and meatless, MorningStar Farms plant-based veggie burgers are a delicious, meat-free addition to any balanced diet
• A spicy, southwestern veggie burger made with a savory blend of black beans, brown rice, onions, and tomatoes; Perfect for loading up with toppings
• 100% vegetarian; Good source of protein (9g per serving; 13% of daily value); Contains soy, wheat, egg, and milk ingredients
• A quick meat-free meal; Enjoy at barbecues, parties, and get-togethers; To prepare, heat in a skillet, microwave, oven, or on the grill
• Includes one, 18.9oz resealable bag containing eight frozen Spicy Black Bean Burgers; Store in the freezer; Packaged for great taste
Water, Cooked Black Beans (black Beans, Water), Cooked Brown Rice (water, Brown Rice), Onions, Vegetable Oil (corn, Canola And/or Sunflower Oil), Corn, Soy Flour, Tomatoes, Onion Powder, Wheat Gluten, Egg Whites, Bulgur Wheat, Green Chiles, Calcium Caseinate (milk), Cornstarch. Contains 2% Or Less Of Spices, Tomato Powder, Tomato Juice, Salt, Garlic Powder, Natural Flavor, Soy Sauce Powder (soybeans, Wheat, Salt), Jalapeno Peppers, Gum Arabic, Cooked Onion And Carrot Juice Concentrate, Citric Acid, Xanthan Gum.
Contains soy, wheat, egg and milk ingredients.
A delicious meat-free meal for any diet, MorningStar Farms Spicy Black Bean Veggie Burgers are made with a savory blend of black beans, brown rice, onions, corn, and tomatoes for bold flavor and pleasing texture in every bite. With 69% less fat than regular ground beef*, these vegetarian burgers provide a good source of protein (9g per serving, 13% of daily value) and fiber (contains 4.5g total fat per serving); They’re made with no artificial flavors or colors. Stock this convenient resealable bag in the freezer for an exciting meat-free meal anytime. Whether you're seeking a quick and convenient lunch or dinner or grilling for a summer BBQ, MorningStar Farms Spicy Black Bean Veggie Burgers are sure to delight vegetarians and meat-lovers alike. *Regular ground beef contains 15g total fat per serving (67g). MSF Spicy Black Bean Burgers contain 4.5g total fat per serving (67g).
• Mouthwatering and meatless, MorningStar Farms plant-based veggie burgers are a delicious, meat-free addition to any balanced diet
• A spicy, southwestern veggie burger made with a savory blend of black beans, brown rice, onions, and tomatoes; Perfect for loading up with toppings
• 100% vegetarian; Good source of protein (9g per serving; 13% of daily value); Contains soy, wheat, egg, and milk ingredients
• A quick meat-free meal; Enjoy at barbecues, parties, and get-togethers; To prepare, heat in a skillet, microwave, oven, or on the grill
• Includes one, 18.9oz resealable bag containing eight frozen Spicy Black Bean Burgers; Store in the freezer; Packaged for great taste
Water, Cooked Black Beans (black Beans, Water), Cooked Brown Rice (water, Brown Rice), Onions, Vegetable Oil (corn, Canola And/or Sunflower Oil), Corn, Soy Flour, Tomatoes, Onion Powder, Wheat Gluten, Egg Whites, Bulgur Wheat, Green Chiles, Calcium Caseinate (milk), Cornstarch. Contains 2% Or Less Of Spices, Tomato Powder, Tomato Juice, Salt, Garlic Powder, Natural Flavor, Soy Sauce Powder (soybeans, Wheat, Salt), Jalapeno Peppers, Gum Arabic, Cooked Onion And Carrot Juice Concentrate, Citric Acid, Xanthan Gum.
Contains soy, wheat, egg and milk ingredients.

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