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Title: :  Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models
PaperId: :  27422
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 4 2025
DUI:    16.0415/IJARIIE-27422
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
MANOJ H N T JOHN INSTITUTE OF TECHNOLOGY
Dr V SathyaT JOHN INSTITUTE OF TECHNOLOGY

Abstract

computer Application
Urban parking, Parking, occupation, prediction, Machine learning, Smart parking Systems, Parking Infrastructure, Parking demand Forecasting and Predictive analytics.
The challenge of urban parking stems from increasing vehicle numbers and static infrastructure. A machine learning-based platform is proposed to generate short-term parking occupancy predictions. Performance will be evaluated through interactive visual tools like bar graphs and accuracy analysis. The system also supports long-term strategic planning, leveraging data on vehicle movement to optimize both present and future parking usage. This research is grounded in real-world data collected over a five-month period within an actual urban environment. (January 2022 to June 2023) in a parking garage at a college is one of its main strengths. Some of the variables incorporated in this report are time, day of week, date, weather and seasonal changes, and the occupancy rates As more cars fill up large cities with insufficient parking spaces, the parking problem in the cities is getting worse. Due to population growth and a transportation system reliant on privately owned automobiles, Cities have far more cars than parking spots. Cities that are known for their traffic, fuel waste, sloth, air pollution, and decreased economic output are seriously threatened by this. The system will provide interactive bar graphs that indicate the precision of each machine as it learns the model during testing and training once the model has finished training.

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IJARIIE MANOJ H N , and Dr V Sathya. "Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 4 2025 Page 3995-3999
MLA MANOJ H N , and Dr V Sathya. "Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models." International Journal Of Advance Research And Innovative Ideas In Education 11.4(2025) : 3995-3999.
APA MANOJ H N , & Dr V Sathya. (2025). Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models. International Journal Of Advance Research And Innovative Ideas In Education, 11(4), 3995-3999.
Chicago MANOJ H N , and Dr V Sathya. "Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 4 (2025) : 3995-3999.
Oxford MANOJ H N , and Dr V Sathya. 'Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, 2025, p. 3995-3999. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Intelligent_Allocation_of_Urban_Parking_Spaces_Using_Computational_Learning_Models_ijariie27422.pdf (Accessed : ).
Harvard MANOJ H N , and Dr V Sathya. (2025) 'Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models', International Journal Of Advance Research And Innovative Ideas In Education, 11(4), pp. 3995-3999IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Intelligent_Allocation_of_Urban_Parking_Spaces_Using_Computational_Learning_Models_ijariie27422.pdf (Accessed : )
IEEE MANOJ H N , and Dr V Sathya, "Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, pp. 3995-3999, Jul-Aug 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Intelligent_Allocation_of_Urban_Parking_Spaces_Using_Computational_Learning_Models_ijariie27422.pdf [Accessed : ].
Turabian MANOJ H N , and Dr V Sathya. "Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 4 ().
Vancouver MANOJ H N , and Dr V Sathya. Intelligent Allocation of Urban Parking Spaces Using Computational Learning Models. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(4) : 3995-3999. Available from: https://ijariie.com/AdminUploadPdf/Intelligent_Allocation_of_Urban_Parking_Spaces_Using_Computational_Learning_Models_ijariie27422.pdf
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