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相关论文: Transfer Learning Approach to Bicycle-sharing Syst…

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Vehicle sharing systems are becoming increasingly popular. The effectiveness of such systems depends, among other factors, on different strategic and operational management decisions and policies, like the dimension of the fleet or the…

多智能体系统 · 计算机科学 2024-02-28 Alberto Fernández , Holger Billhardt , Sascha Ossowski , Óscar Sánchez

The growing popularity of bike-sharing systems around the world has motivated recent attention to models and algorithms for their effective operation. Most of this literature focuses on their daily operation for managing asymmetric demand.…

最优化与控制 · 数学 2022-03-15 Daniel Freund , Shane G. Henderson , David B. Shmoys

Data collected from a bike-sharing system exhibit complex temporal and spatial features. We analyze shared-bike usage data collected in three large cities at the level of individual stations, accounting for station-specific behavior and…

应用统计 · 统计学 2024-08-27 Yunjin Choi , Haeran Cho , Hyelim Son

Accurate forecasting of bus ridership (passengers numbers) is crucial for efficient management and optimization of public transport systems. Traditional forecasting models often fail to capture the unique and localized dynamics of different…

机器学习 · 计算机科学 2026-05-04 Daniel Azenkot , Michael Fire , Eran Ben Elia

In this paper, we propose a novel, computational efficient, dynamic ridesharing algorithm. The beneficial computational properties of the algorithm arise from casting the ridesharing problem as a linear assignment problem between fleet…

最优化与控制 · 数学 2021-01-05 Andrea Simonetto , Julien Monteil , Claudio Gambella

In this work, we solve the problem of finding the best locations to place stations for depositing/collecting shared bicycles. To do this, we model the problem as the p-median problem, that is a major existing localization problem in…

神经与进化计算 · 计算机科学 2024-02-07 Christian Cintrano , Francisco Chicano , Enrique Alba

Following the growth of dock-based bike sharing systems as an eco-friendly solution for transportation in urban areas, Dockless systems are revolutionizing the market for the increased flexibility they offer to users. Bike redistribution is…

计算机与社会 · 计算机科学 2020-04-27 Damian Barabonkov , Samantha D'Alonzo , Joseph Pierre , Daniel Kondor , Xiaohu Zhang , Mai Anh Tien

Spatial-temporal prediction is a fundamental problem for constructing smart city, which is useful for tasks such as traffic control, taxi dispatching, and environmental policy making. Due to data collection mechanism, it is common to see…

机器学习 · 计算机科学 2020-08-25 Huaxiu Yao , Yiding Liu , Ying Wei , Xianfeng Tang , Zhenhui Li

As a new generation of Public Bicycle-sharing Systems (PBS), the dockless PBS (DL-PBS) is an important application of cyber-physical systems and intelligent transportation. How to use AI to provide efficient bicycle dispatching solutions…

人工智能 · 计算机科学 2021-01-20 Jianguo Chen , Kenli Li , Keqin Li , Philip S. Yu , Zeng Zeng

This article introduces BISTRO, a new open source transportation planning decision support system that uses an agent-based simulation and optimization approach to anticipate and develop adaptive plans for possible technological disruptions…

As many public transportation systems around the world transition to electric buses, the planning and operation of fleets can be improved via tailored decision-support tools. In this work, we study the impact of jointly locating charging…

最优化与控制 · 数学 2024-03-18 Rito Brata Nath , Tarun Rambha , Maximilian Schiffer

Bike sharing systems' popularity has consistently been rising during the past years. Managing and maintaining these emerging systems are indispensable parts of these systems. Visualizing the current operations can assist in getting a better…

人工智能 · 计算机科学 2017-08-15 Kiana Roshan Zamir , Ali Shafahi , Ali Haghani

Load balance is important for MapReduce to reduce job duration, increase parallel efficiency, etc. Previous work focuses on coarse-grained scheduling. This study concerns fine-grained scheduling on MapReduce operations. Each operation…

分布式、并行与集群计算 · 计算机科学 2014-04-15 Liya Fan , Bo Gao , Xi Sun , Fa Zhang , Zhiyong Liu

Predicting temporal patterns across various domains poses significant challenges due to their nuanced and often nonlinear trajectories. To address this challenge, prediction frameworks have been continuously refined, employing data-driven…

机器学习 · 计算机科学 2024-05-28 Sangjoon Park , Yongsung Kwon , Hyungjoon Soh , Mi Jin Lee , Seung-Woo Son

The rapid expansion of bike-sharing systems (BSS) has greatly improved urban "last-mile" connectivity, yet large-scale deployments face escalating operational challenges, particularly in detecting faulty bikes. Existing detection approaches…

机器学习 · 计算机科学 2025-05-05 Yin Huang , Yongqi Dong , Youhua Tang , Alvaro García Hernandez

In this paper, machine learning techniques are used to forecast the difference between bike returns and withdrawals at each station of a bike sharing system. The forecasts are integrated into a simulation framework that is used to support…

最优化与控制 · 数学 2026-03-17 Enrico Angelelli , Andrea Mor , Carlotta Orsenigo , M. Grazia Speranza , Carlo Vercellis

Bike-sharing systems have emerged as a significant element of urban mobility, providing an environmentally friendly transportation alternative. With the increasing integration of electric bikes alongside mechanical bikes, it is crucial to…

计算机与社会 · 计算机科学 2024-07-19 Jordi Grau-Escolano , Aleix Bassolas , Julian Vicens

Cycling is a promising solution to unsustainable urban transport systems. However, prevailing bicycle network development follows a slow and piecewise process, without taking into account the structural complexity of transportation…

物理与社会 · 物理学 2022-04-27 Michael Szell , Sayat Mimar , Tyler Perlman , Gourab Ghoshal , Roberta Sinatra

We introduce an improved algorithm for the dynamic taxi sharing problem, i.e. a dispatcher that schedules a fleet of shared taxis as it is used by services like UberXShare and Lyft Shared. We speed up the basic online algorithm that looks…

数据结构与算法 · 计算机科学 2023-11-06 Moritz Laupichler , Peter Sanders

Public transport has become an essential part of urban existence with increased population densities and environmental awareness. Large quantities of data are currently generated, allowing for more robust methods to understand travel…

机器学习 · 计算机科学 2021-09-10 Nadav Shalit , Michael Fire , Eran Ben-Elia