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Title: :  AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters
PaperId: :  27678
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27678
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Aniket UbaleDr. D.Y. Patil College Of Engineering Akurdi Pune
Chaitanya KhandarkarDr. D.Y. Patil College Of Engineering Akurdi Pune
Atharva AkhadeDr. D.Y. Patil College Of Engineering Akurdi Pune
Monali GirhepunjeDr. D.Y. Patil College Of Engineering Akurdi Pune

Abstract

Information Technology Engineering
AI, Route Optimization, Traffic Prediction, Dy- namic Routing, Navigation Systems, Machine Learning
This paper introduces NAV_AI, a practical AI- driven dynamic routing system that fuses real-time traffic feeds, historical road parameters, and compact machine-learning predictors to produce robust route recommendations. NAV_AI predicts short-horizon segment travel-times and integrates those predictions into a k-shortest-path enumeration and multi-criteria re-ranking strategy. We describe the end-to-end pipeline, fea- ture engineering, model training and serving, and optimization technique. Evaluation on a medium-sized urban graph shows an average travel-time reduction of 22%, ETA RMSE of 130 seconds, and low inference latency, demonstrating the feasibility of prediction-aware routing for production navigation services

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IJARIIE Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje. "AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 721-726
MLA Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje. "AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 721-726.
APA Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, & Monali Girhepunje. (2025). AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 721-726.
Chicago Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje. "AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 721-726.
Oxford Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje. 'AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 721-726. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/AI_Based_Dynamic_Route_Generation_and_Optimization_Using_Real_Time_Traffic_and_Road_Parameters_ijariie27678.pdf (Accessed : ).
Harvard Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje. (2025) 'AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 721-726IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/AI_Based_Dynamic_Route_Generation_and_Optimization_Using_Real_Time_Traffic_and_Road_Parameters_ijariie27678.pdf (Accessed : )
IEEE Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje, "AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 721-726, Nov-Dec 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/AI_Based_Dynamic_Route_Generation_and_Optimization_Using_Real_Time_Traffic_and_Road_Parameters_ijariie27678.pdf [Accessed : ].
Turabian Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje. "AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 ().
Vancouver Aniket Ubale, Chaitanya Khandarkar, Atharva Akhade, and Monali Girhepunje. AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road Parameters. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(6) : 721-726. Available from: http://ijariie.com/AdminUploadPdf/AI_Based_Dynamic_Route_Generation_and_Optimization_Using_Real_Time_Traffic_and_Road_Parameters_ijariie27678.pdf
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