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Title: :  Drivenet: Deep Learning approach for Traffic flow forecasting
PaperId: :  24274
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-24274
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
G.Vijay Bhaskar ReddyMallaReddyUniversity
E.BharghavRaoMallaReddyUniversity
G.BharathTejaMallaReddyUniversity
K.BharathReddyMallaReddyUniversity
PROF.EPHINMallaReddyUniversity

Abstract

Computer Science Engineering
Deep learning , Convolution neural networks , Computer vision techniques Digital image processing
Efficient traffic flow prediction is essential for effective traffic management and congestion reduction in urban areas. Traditional statistical models often fail to accurately capture the complex dynamics of vehicular traffic flow, especially under dynamic conditions. In this project, we propose a deep learning-based vehicular traffic flow prediction model that utilizes Long Short-Term Memory (LSTM) neural networks, AdaBoost, and gradient descent techniques to enhance prediction accuracy. To evaluate the model's accuracy, mean absolute error (MAE) and R2 score techniques are employed, comparing the predicted traffic flow with the actual traffic flow. Experimental results indicate that our model outperforms traditional statistical models, exhibiting lower MAE and higher R2 scores.

Citations

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IJARIIE G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN. "Drivenet: Deep Learning approach for Traffic flow forecasting" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 5236-5239
MLA G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN. "Drivenet: Deep Learning approach for Traffic flow forecasting." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 5236-5239.
APA G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, & PROF.EPHIN. (2024). Drivenet: Deep Learning approach for Traffic flow forecasting. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 5236-5239.
Chicago G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN. "Drivenet: Deep Learning approach for Traffic flow forecasting." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 5236-5239.
Oxford G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN. 'Drivenet: Deep Learning approach for Traffic flow forecasting', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 5236-5239. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Drivenet__Deep_Learning_approach_for_Traffic_flow_forecasting_ijariie24274.pdf (Accessed : ).
Harvard G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN. (2024) 'Drivenet: Deep Learning approach for Traffic flow forecasting', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 5236-5239IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Drivenet__Deep_Learning_approach_for_Traffic_flow_forecasting_ijariie24274.pdf (Accessed : )
IEEE G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN, "Drivenet: Deep Learning approach for Traffic flow forecasting," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 5236-5239, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Drivenet__Deep_Learning_approach_for_Traffic_flow_forecasting_ijariie24274.pdf [Accessed : ].
Turabian G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN. "Drivenet: Deep Learning approach for Traffic flow forecasting." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 ().
Vancouver G.Vijay Bhaskar Reddy, E.BharghavRao, G.BharathTeja, K.BharathReddy, and PROF.EPHIN. Drivenet: Deep Learning approach for Traffic flow forecasting. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(3) : 5236-5239. Available from: https://ijariie.com/AdminUploadPdf/Drivenet__Deep_Learning_approach_for_Traffic_flow_forecasting_ijariie24274.pdf
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