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Accurate air traffic prediction in the terminal airspace (TA) is pivotal for proactive air traffic management (ATM). However, existing data-driven approaches predominantly rely on time series-based forecasting paradigms, which inherently…

Machine Learning · Computer Science 2026-04-17 Anqi Liu , Jiangtao Zhao , Guiyuan Jiang , Feng Hong , Yanwei Yu , Bin Wang

Currently, flight delays are common and they propagate from an originating flight to connecting flights, leading to large disruptions in the overall schedule. These disruptions cause massive economic losses, affect airlines' reputations,…

Short-term air traffic flow prediction in terminal airspace is essential for proactive air traffic management. Existing approaches predominantly model traffic flow as aggregated time series, despite traffic dynamics being governed by…

Machine Learning · Computer Science 2026-05-12 Bin Wang , Anqi Liu , Jiangtao Zhao , Yanyong Huang , Peilan He , Guiyuan Jiang , Feng Hong , Yanwei Yu , Tianrui Li

Controlling the departure time of the trucks from a container hub is important to both the traffic and the logistics systems. This, however, requires an intelligent decision support system that can control and manage truck arrival times at…

Artificial Intelligence · Computer Science 2023-11-28 Ali Nadi , Maaike Snelder , J. W. C. van Lint , Lóránt Tavasszy

Unmanned aerial vehicles (UAVs) are a relatively new technology. Their application can often involve complex and unseen problems. For instance, they can work in a cooperative-based environment under the supervision of a ground station to…

Comprehensive forecasts of space tourism demand are crucial for businesses to optimize strategies and customer experiences in this burgeoning industry. Traditional methods struggle to capture the complex factors influencing an individual's…

Machine Learning · Computer Science 2025-03-19 Tan-Hanh Pham , Jingchen Bi , Rodrigo Mesa-Arango , Kim-Doang Nguyen

This paper proposes an algorithm for motion planning among dynamic agents using adaptive conformal prediction. We consider a deterministic control system and use trajectory predictors to predict the dynamic agents' future motion, which is…

Accurate multi-step flight trajectory prediction plays an important role in Air Traffic Control, which can ensure the safety of air transportation. Two main issues limit the flight trajectory prediction performance of existing works. The…

Computer Vision and Pattern Recognition · Computer Science 2025-08-21 Lan Wu , Xuebin Wang , Ruijuan Chu , Guangyi Liu , Jing Zhang , Linyu Wang

The purpose of this paper is to model traffic in Ad Hoc network of Unmanned Aerial Vehicles and demonstrate a way for adapting communication channel using Artificial Intelligence. The modeling was based on the original model of Ad Hoc…

Networking and Internet Architecture · Computer Science 2026-02-17 Andrii Grekhov , Volodymyr Kharchenko , Vasyl Kondratiuk

Trajectory prediction (TP) plays an important role in supporting the decision-making of Air Traffic Controllers (ATCOs). Traditional TP methods are deterministic and physics-based, with parameters that are calibrated using aircraft…

Systems and Control · Electrical Eng. & Systems 2023-09-27 Nick Pepper , George De Ath , Marc Thomas , Richard Everson , Tim Dodwell

This article presents the results of a data science study conducted at a container terminal, aimed at reducing unproductive container moves through the prediction of service requirements and container dwell times. We develop and evaluate…

Artificial Intelligence · Computer Science 2026-04-09 Elena Villalobos , Adolfo De Unánue T. , Fernanda Sobrino , David Aké , Stephany Cisneros , Jorge Lecona , Alejandra Matadamaz

In cargo logistics, a key performance measure is transport risk, defined as the deviation of the actual arrival time from the planned arrival time. Neither earliness nor tardiness is desirable for customer and freight forwarders. In this…

Applications · Statistics 2016-07-22 Yan Shang , David B. Dunson , Jing-Sheng Song

Air Navigation Service Providers (ANSP) worldwide have been making a considerable effort for the development of a better method to measure and predict aircraft counts within a particular airspace, also referred to as airspace density. An…

Artificial Intelligence · Computer Science 2023-10-16 Samet Ayhan , Ítalo Romani de Oliveira , Glaucia Balvedi , Pablo Costas , Alexandre Leite , Felipe C. F. de Azevedo

Predicting the remaining useful life of machinery, infrastructure, or other equipment can facilitate preemptive maintenance decisions, whereby a failure is prevented through timely repair or replacement. This allows for a better decision…

Machine Learning · Computer Science 2019-07-22 Mathias Kraus , Stefan Feuerriegel

A novel framework is proposed for the trajectory design of multiple unmanned aerial vehicles (UAVs) based on the prediction of users' mobility information. The problem of joint trajectory design and power control is formulated for…

Signal Processing · Electrical Eng. & Systems 2019-06-05 Xiao Liu , Yuanwei Liu , Yue Chen , Lajos Hanzo

Urban Air Mobility (UAM) promises a new dimension to decongested, safe, and fast travel in urban and suburban hubs. These UAM aircraft are conceived to operate from small airports called vertiports each comprising multiple take-off/landing…

Multiagent Systems · Computer Science 2023-08-21 Prajit KrisshnaKumar , Jhoel Witter , Steve Paul , Hanvit Cho , Karthik Dantu , Souma Chowdhury

Since internet technologies have advanced, one of the primary factors in company development is customer happiness. Online platforms have become prominent places for sharing reviews. Twitter is one of these platforms where customers…

Machine Learning · Computer Science 2024-08-31 Md Mahmudul Hasan , Shaikh Anowarul Fattah

In this paper, we present a data-driven Model Predictive Controller that leverages a Gaussian Process to generate optimal motion policies for connected autonomous vehicles in regions with uncertainty in the wireless channel. The…

Systems and Control · Electrical Eng. & Systems 2021-06-24 Hassan Jafarzadeh , Cody Fleming

Advanced Air Mobility encompasses emerging aviation technologies that transport people and cargo between local, regional, or urban locations that are currently underserved by aviation and other transportation modalities. The disruptive…

Physics and Society · Physics 2024-04-03 Luis E. Alvarez , James Jones , Austin Bryan , Andrew Weinert

One of the service providers in the financial service sector, who provide premium service to the customers, wanted to harness the power of data analytics as data mining can uncover valuable insights for better decision making. Therefore,…

Machine Learning · Computer Science 2022-04-20 MA Nang Laik