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This paper presents a modeling approach to infer scheduling and routing patterns from digital freight transport activity data for different freight markets. We provide a complete modeling framework including a new discrete-continuous…

机器学习 · 计算机科学 2023-11-28 Ali Nadi , Lóránt Tavasszy , J. W. C. van Lint , Maaike Snelder

The dynamic monitoring of commuting flows is crucial for improving transit systems in fast-developing cities around the world. However, existing methodology to infer commuting originations and destinations have to either rely on large-scale…

社会与信息网络 · 计算机科学 2020-06-02 Yan Leng , Haris Koutsopoulos , Jinhua Zhao

Properly extracting patterns of individual mobility with high resolution data sources such as the one extracted from smartphone applications offers important opportunities. Potential opportunities not offered by call detailed records…

物理与社会 · 物理学 2023-12-22 Yanyan Xu , Riccardo Di Clemente , Marta C. Gonzalez

Obtaining data on active travel activities such as walking, jogging, and cycling is important for refining sustainable transportation systems (STS). Effectively monitoring these activities not only requires sensing solutions to have a joint…

信号处理 · 电气工程与系统科学 2025-06-13 Ruikang Zhong , Chia-Yen Chiang , Mona Jaber , Rupert De Wilde , Peter Hayward

To meet the urgent requirements for the climate change mitigation, several proactive measures of energy efficiency have been implemented in maritime industry. Many of these practices depend highly on the onboard data of vessel's operation…

计算工程、金融与科学 · 计算机科学 2024-04-02 Mohamed Abuella , Hadi Fanaee , M. Amine Atou , Slawomir Nowaczyk , Simon Johansson , Ethan Faghani

Ensuring maritime safety and optimizing traffic management in increasingly crowded and complex waterways require effective waterway monitoring. However, current methods struggle with challenges arising from multimodal data, such as…

人工智能 · 计算机科学 2025-04-15 Yuxu Lu , Kaisen Yang , Dong Yang , Haifeng Ding , Jinxian Weng , Ryan Wen Liu

Mapping the Internet generally consists in sampling the network from a limited set of sources by using "traceroute"-like probes. This methodology, akin to the merging of different spanning trees to a set of destinations, has been argued to…

To effectively manage vessel traffic and alleviate congestion on busy inland waterways, a comprehensive understanding of vessel traffic flow characteristics is crucial. However, limited data availability has resulted in minimal research on…

计算工程、金融与科学 · 计算机科学 2024-10-10 Wenzhang Yang , Peng Liao , Shangkun Jiang , Hao Wang

Spatial phenomena often exhibit heterogeneity across spatial extents and in proximity, making them complex to model-especially in dynamic regions like ice shelves and sea ice. In this study, we address this challenge by exploring the…

社会与信息网络 · 计算机科学 2025-07-10 Maloy Kumar Devnath , Sudip Chakraborty , Vandana P. Janeja

The recent proliferation of real-world human mobility datasets has catalyzed geospatial and transportation research in trajectory prediction, demand forecasting, travel time estimation, and anomaly detection. However, these datasets also…

机器学习 · 计算机科学 2022-07-01 Mark Tenzer , Zeeshan Rasheed , Khurram Shafique

Mobility in urban and interurban areas, mainly by cars, is a day-to-day activity of many people. However, some of its main drawbacks are traffic jams and accidents. Newly made vehicles have pre-installed driving evaluation systems, which…

人机交互 · 计算机科学 2026-04-17 Oscar Romero , Aika Silveira Miura , Lorena Parra , Jaime Lloret

The automatic identification system (AIS), an automatic vessel-tracking system, has been widely adopted to perform intelligent traffic management and collision avoidance services in maritime Internet of Things (IoT) industries. With the…

信号处理 · 电气工程与系统科学 2020-04-29 Yu Huang , Yan Li , Zhaofeng Zhang , Ryan Wen Liu

In this paper, a new data-adaptive method, called DAIS (Data Adaptive ISolation), is introduced for the estimation of the number and the location of change-points in a given data sequence. The proposed method can detect changes in various…

统计方法学 · 统计学 2025-06-24 Andreas Anastasiou , Sophia Loizidou

Annealed importance sampling (AIS) and related algorithms are highly effective tools for marginal likelihood estimation, but are not fully differentiable due to the use of Metropolis-Hastings correction steps. Differentiability is a…

机器学习 · 统计学 2021-10-28 Guodong Zhang , Kyle Hsu , Jianing Li , Chelsea Finn , Roger Grosse

The global shipping network, which moves over 80% of the world's goods, is not only a vital backbone of the global economy but also one of the most polluting industries. Studying how this network operates is crucial for improving its…

We propose an innovative and generic methodology to analyse individual and collective behaviour through individual trajectory data. The work is motivated by the analysis of GPS trajectories of fishing vessels collected from regulatory…

Text mining is a process of extracting information of interest from text. Such a method includes techniques from various areas such as Information Retrieval (IR), Natural Language Processing (NLP), and Information Extraction (IE). In this…

信息检索 · 计算机科学 2015-07-10 Santosh Tirunagari

Traditional network models encapsulate travel behavior among all origin-destination pairs based on a simplified and generic utility function. Typically, the utility function consists of travel time solely and its coefficients are equated to…

应用统计 · 统计学 2022-04-26 Pablo Guarda , Sean Qian

Many aspects of life are associated with places of human mobility patterns and nowadays we are facing an increase in the pervasiveness of mobile devices these individuals carry. Positioning technologies that serve these devices such as the…

机器学习 · 计算机科学 2019-09-26 Thiago Andrade , Brais Cancela , João Gama

Ship detection is of great importance and full of challenges in the field of remote sensing. The complexity of application scenarios, the redundancy of detection region, and the difficulty of dense ship detection are all the main obstacles…

计算机视觉与模式识别 · 计算机科学 2018-11-20 Xue Yang , Hao Sun , Xian Sun , Menglong Yan , Zhi Guo , Kun Fu