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相关论文: Statistical modeling of on-street parking lot occu…

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The excessive search for parking, known as cruising, generates pollution and congestion. Cities are looking for approaches that will reduce the negative impact associated with searching for parking. However, adequately measuring the number…

应用统计 · 统计学 2025-10-08 Daniel Jordon , Robert Hampshire , Tayo Fabusuyi

Finding an available on-street parking spot is a relevant problem of day-to-day life. In recent years, cities such as Melbourne and San Francisco deployed sensors that provide real-time information about the occupation of parking spots.…

人工智能 · 计算机科学 2024-04-17 Niklas Strauß , Lukas Rottkamp , Sebatian Schmoll , Matthias Schubert

Occupied truck parking lots regularly cause hazardous situations. Estimation of current parking lot state could be utilized to provide drivers parking recommendations. In this work, we highlight based on a simulation scenario, how sparse…

信号处理 · 电气工程与系统科学 2020-02-04 Florian Ziegler , Maurice Freund , Andreas Rydzek , Thomas Liebig

Public road authorities and private mobility service providers need information derived from the current and predicted traffic states to act upon the daily urban system and its spatial and temporal dynamics. In this research, a real-time…

机器学习 · 计算机科学 2019-12-02 Jesper Provoost , Luc Wismans , Sander Van der Drift , Andreas Kamilaris , Maurice Van Keulen

Parking guidance systems have recently become a popular trend as a part of the smart cities' paradigm of development. The crucial part of such systems is the algorithm allowing drivers to search for available parking lots across regions of…

In a scenario of growing usage of park-and-ride facilities, understanding and predicting car park occupancy is becoming increasingly important. This study presents a model that effectively captures the occupancy patterns of park-and-ride…

应用统计 · 统计学 2025-10-14 Andreas Kaltenbrunner , Josep Ferrer , David Moreno , Vicenç Gómez

We present a queuing model of parking dynamics and a model-based prediction method to provide real-time probabilistic forecasts of future parking occupancy. The queuing model has a non-homogeneous arrival rate and time-varying service time…

机器学习 · 计算机科学 2019-09-02 Hamidreza Tavafoghi , Kameshwar Poolla , Pravin Varaiya

Parking occupancy in the area is defined by three major parameters - the rate of cars arrivals, the dwell time of already parked cars, and the willingness of drivers who are searching but yet did not find a vacant parking spot, to continue…

物理与社会 · 物理学 2022-10-27 Aleksey Ogulenko , Itzhak Benenson , Nir Fulman

Smart cities around the world have begun monitoring parking areas in order to estimate available parking spots and help drivers looking for parking. The current results are promising, indeed. However, existing approaches are limited by the…

机器学习 · 计算机科学 2019-08-13 Andrei Ionita , André Pomp , Michael Cochez , Tobias Meisen , Stefan Decker

Current navigation systems conflate time-to-drive with the true time-to-arrive by ignoring parking search duration and the final walking leg. Such underestimation can significantly affect user experience, mode choice, congestion, and…

系统与控制 · 电气工程与系统科学 2026-02-03 Cameron Hickert , Sirui Li , Zhengbing He , Cathy Wu

In this paper, we propose a new macro-micro approach to modeling parking. We first develop a microscopic parking simulation model considering both on- and off-street parking with limited capacity. In the microscopic model, a parking search…

最优化与控制 · 数学 2021-04-29 Ziyuan Gu , Farshid Safarighouzhdib , Meead Saberi , Taha H. Rashidi

Real-time parking occupancy information is critical for a parking management system to facilitate drivers to park more efficiently. Recent advances in connected and automated vehicle technologies enable sensor-equipped cars (probe cars) to…

人工智能 · 计算机科学 2016-11-16 Xinyi Wu , Kartik Balkumar , Qi Luo , Robert Hampshire , Romesh Saigal

Parking occupancy estimation holds significant potential in facilitating parking resource management and mitigating traffic congestion. Existing approaches employ robotic systems to detect the occupancy status of individual parking spaces…

机器人学 · 计算机科学 2023-08-02 Yunze Hu , Jiaao Chen , Kangjie Zhou , Han Gao , Yutong Li , Chang Liu

There are so many vehicles in the world and the number of vehicles is increasing rapidly. To alleviate the parking problems caused by that, the smart parking system has been developed. The parking planning is one of the most important parts…

数据结构与算法 · 计算机科学 2017-08-29 Xuejian Zhao , Kui Zhao , Feng Ha

As urban populations continue to grow, cities face numerous challenges in managing parking and determining occupancy. This issue is particularly pronounced in university campuses, where students need to find vacant parking spots quickly and…

机器学习 · 计算机科学 2025-08-21 Madyan Bagosher , Tala Mustafa , Mohammad Alsmirat , Amal Al-Ali , Isam Mashhour Al Jawarneh

A deep learning model is applied for predicting block-level parking occupancy in real time. The model leverages Graph-Convolutional Neural Networks (GCNN) to extract the spatial relations of traffic flow in large-scale networks, and…

机器学习 · 计算机科学 2019-05-14 Shuguan Yang , Wei Ma , Xidong Pi , Sean Qian

The increasing availability and adoption of shared vehicles as an alternative to personally-owned cars presents ample opportunities for achieving more efficient transportation in cities. With private cars spending on the average over 95\%…

计算机与社会 · 计算机科学 2018-10-23 Dániel Kondor , Hongmou Zhang , Remi Tachet , Paolo Santi , Carlo Ratti

Parking demand forecasting and behaviour analysis have received increasing attention in recent years because of their critical role in mitigating traffic congestion and understanding travel behaviours. However, previous studies usually only…

应用统计 · 统计学 2021-08-18 Shuhui Gong , Xiaopeng Mo , Rui Cao , Yu Liu , Wei Tu , Ruibin Bai

The escalation in urban private car ownership has worsened the urban parking predicament, necessitating effective parking availability prediction for urban planning and management. However, the existing prediction methods suffer from low…

机器学习 · 计算机科学 2024-11-05 Yin Huang , Yongqi Dong , Youhua Tang , Li Li

On-street parking is convenient, but has many disadvantages: on-street spots come at the expense of other road uses such as traffic lanes, transit lanes, bike lanes, or parklets; drivers looking for parking contribute substantially to…

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