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相关论文: Constructing Trajectory and Predicting Estimated T…

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Modern mobile applications such as navigation services and ride-sharing platforms rely heavily on geospatial technologies, most critically predictions of the time required for a vehicle to traverse a particular route, or the so-called…

应用统计 · 统计学 2023-12-04 Chiwei Yan , James Johndrow , Dawn Woodard , Yanwei Sun

In this paper, we propose an ETA model (Estimated Time of Arrival) that leverages an attention mechanism over historical road speed patterns. As autonomous driving and intelligent transportation systems become increasingly prevalent, the…

机器学习 · 计算机科学 2026-01-21 ByeoungDo Kim , JunYeop Na , Kyungwook Tak , JunTae Kim , DongHyeon Kim , Duckky Kim

In this paper, we present our approach for solving the DEBS Grand Challenge 2018. The challenge asks to provide a prediction for (i) a destination and the (ii) arrival time of ships in a streaming-fashion using Geo-spatial data in the…

机器学习 · 计算机科学 2018-10-15 Oleh Bodunov , Florian Schmidt , André Martin , Andrey Brito , Christof Fetzer

Estimated time of arrival (ETA) prediction, also known as travel time estimation, is a fundamental task for a wide range of intelligent transportation applications, such as navigation, route planning, and ride-hailing services. To…

机器学习 · 计算机科学 2022-08-16 Jizhou Huang , Zhengjie Huang , Xiaomin Fang , Shikun Feng , Xuyi Chen , Jiaxiang Liu , Haitao Yuan , Haifeng Wang

Accurate forecasts of segment-level sailing durations are fundamental to enhancing maritime schedule reliability and optimizing long-term port operations. However, conventional estimated time of arrival (ETA) models are primarily designed…

机器学习 · 计算机科学 2026-05-19 Nairui Liu , Fang He , Xindi Tang , Yineng Wang

Recently, deep learning have achieved promising results in Estimated Time of Arrival (ETA), which is considered as predicting the travel time from the origin to the destination along a given path. One of the key techniques is to use…

机器学习 · 计算机科学 2020-06-25 Yiwen Sun , Kun Fu , Zheng Wang , Changshui Zhang , Jieping Ye

Predicting a trip's travel time is essential for route planning and navigation applications. The majority of research is based on international data that does not apply to Pakistan's road conditions. We designed a complete pipeline for…

In source routing, a complete path is chosen for a packet to travel from source to destination. While computing the time to traverse such a path may be straightforward in a fixed, static graph, doing so becomes much more challenging in…

网络与互联网体系结构 · 计算机科学 2013-03-18 Philippe Nain , Don Towsley , Matthew P. Johnson , Prithwish Basu , Amotz Bar-Noy , Feng Yu

The majority of public transport vehicles are fitted with Automatic Vehicle Location (AVL) systems generating a continuous stream of data. The availability of this data has led to a substantial body of literature addressing the development…

计算机与社会 · 计算机科学 2019-04-11 Thilo Reich , Marcin Budka , Derek Robbins , David Hulbert

Recently, deep learning has achieved promising results in the calculation of Estimated Time of Arrival (ETA), which is considered as predicting the travel time from the start point to a certain place along a given path. ETA plays an…

机器学习 · 计算机科学 2021-10-11 Vadim Porvatov , Natalia Semenova , Andrey Chertok

Accurate expected time of arrival (ETA) information is crucial in maintaining the quality of service of public transit. Recent advances in artificial intelligence (AI) has led to more effective models for ETA estimation that rely heavily on…

机器学习 · 计算机科学 2019-06-25 Charul , Pravesh Biyani

Estimated time of arrival (ETA) is a very important factor in the transportation system. It has attracted increasing attentions and has been widely used as a basic service in navigation systems and intelligent transportation systems. In…

机器学习 · 计算机科学 2024-07-02 YuRui Huang , Jie Zhang , HengDa Bao , Yang Yang , Jian Yang

Urban commuting data has long been a vital source of understanding population mobility behaviour and has been widely adopted for various applications such as transport infrastructure planning and urban anomaly detection. While…

其他计算机科学 · 计算机科学 2020-02-17 Lakmal Meegahapola , Noel Athaide , Kasthuri Jayarajah , Shili Xiang , Archan Misra

Vehicle arrival time prediction has been studied widely. With the emergence of IoT devices and deep learning techniques, estimated time of arrival (ETA) has become a critical component in intelligent transportation systems. Though many…

机器学习 · 计算机科学 2022-06-20 Hieu Tran , Son Nguyen , I-Ling Yen , Farokh Bastani

We propose a method for test-time adaptation of pretrained depth completion models. Depth completion models, trained on some ``source'' data, often predict erroneous outputs when transferred to ``target'' data captured in novel…

计算机视觉与模式识别 · 计算机科学 2025-08-21 Younjoon Chung , Hyoungseob Park , Patrick Rim , Xiaoran Zhang , Jihe He , Ziyao Zeng , Safa Cicek , Byung-Woo Hong , James S. Duncan , Alex Wong

Estimated Time of Arrival (ETA) plays an important role in delivery and ride-hailing platforms. For example, Uber uses ETAs to calculate fares, estimate pickup times, match riders to drivers, plan deliveries, and more. Commonly used route…

机器学习 · 计算机科学 2022-06-07 Xinyu Hu , Tanmay Binaykiya , Eric Frank , Olcay Cirit

Accurate vessel estimated-time-of-arrival forecasts are critical for port operations and decarbonization, yet global-scale travel-time prediction remains difficult without costly contextual data. Herein, I present a methodology for…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Neofytos Dimitriou

Uncertainty quantification in travel time estimation (TTE) aims to estimate the confidence interval for travel time, given the origin (O), destination (D), and departure time (T). Accurately quantifying this uncertainty requires generating…

人工智能 · 计算机科学 2025-01-22 Xiaowei Mao , Yan Lin , Shengnan Guo , Yubin Chen , Xingyu Xian , Haomin Wen , Qisen Xu , Youfang Lin , Huaiyu Wan

To compare alternative taxi schedules and to compute them, as well as to provide insights into an upcoming taxi trip to drivers and passengers, the duration of a trip or its Estimated Time of Arrival (ETA) is predicted. To reach a high…

机器学习 · 计算机科学 2024-01-12 Sören Schleibaum , Jörg P. Müller , Monika Sester

Due to the rapid development of Internet of Things (IoT) technologies, many online web apps (e.g., Google Map and Uber) estimate the travel time of trajectory data collected by mobile devices. However, in reality, complex factors, such as…

人工智能 · 计算机科学 2022-06-22 Zhiwen Zhang , Hongjun Wang , Zipei Fan , Jiyuan Chen , Xuan Song , Ryosuke Shibasaki
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