[PDF][PDF] Machine Learning Strategies for Optimizing Urban Parking: A Comparative Evaluation

JM Rosenberger, A Pamidimukkala - researchgate.net
Parking management presents a complex challenge in urban cities, as a scarcity of parking
spaces and the ever-increasing vehicular traffic have led to congestion, environmental …

Machine Learning Strategies for Optimizing Urban Parking: A Comparative Evaluation

S Sneha Channamallu, S Kermanshachi… - … on Transportation and …, 2024 - ascelibrary.org
Parking management presents a complex challenge in urban cities, as a scarcity of parking
spaces and the ever-increasing vehicular traffic have led to congestion, environmental …

Enhancing Urban Parking Efficiency through Machine Learning Model Integration (February 2024)

SS Channamallu, S Kermanshachi… - IEEE …, 2024 - ieeexplore.ieee.org
An increase in vehicular traffic and a scarcity of parking spaces are creating significant
challenges for urban parking management. This study aims to tackle these issues that …

Parking availability prediction using regression methods and machine learning

MMH Ng - 2024 - dr.ntu.edu.sg
This paper explores the application of regression methods and machine learning techniques
for predicting parking availability, a crucial aspect of urban infrastructure management. The …

Examining parking occupancy prediction models: a comparative analysis

SS Channamallu, VK Padavala… - Transportation Research …, 2023 - Elsevier
Parking is a persistent challenge in urban areas, especially on college campuses, as limited
parking spaces and increasing vehicular traffic are at the forefront of campus administrators' …

[PDF][PDF] Real-Time Parking Guidance Systems Using Advanced Machine Learning Algorithms

K Pandey, W Ahmed - 2024 - easychair.org
Automated parking management systems have the potential to streamline urban
transportation and reduce traffic congestion. This paper presents a novel approach to …

Parking Availability Prediction based on Machine Learning Approaches: A Case Study in the Short North Area

Y Zhao - 2020 - rave.ohiolink.edu
Parking availability information can help drivers make decisions on where to park, reduce
road congestion, and balance the parking demand. This study utilizes the historic parking …

Characterizing parking systems from sensor data through a data-driven approach

J Arjona Martinez, MP Linares… - Transportation Letters, 2021 - Taylor & Francis
Nowadays, urban traffic affects the quality of life in cities as the problem becomes even more
exacerbated by parking issues: congestion increases due to drivers searching slots to park …

Machine Learning Models in the large-scale prediction of parking space availability for sustainable cities

ANH Soumana, MB Salah, S Idbraim… - … on Internet of Things, 2024 - publications.eai.eu
The search for effective solutions to address traffic congestion presents a significant
challenge for large urban cities. Analysis of urban traffic congestion has revealed that more …

Parking occupancy prediction and analysis-a comprehensive study

SS Channamallu, S Kermanshachi… - Transportation Research …, 2023 - Elsevier
The seemingly interminable search for an available parking spot wastes time and fuel while
polluting the environment. Yet, the inefficiency of the process persists, due to a lack of real …