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Automated passenger counting (APC) technology is central to many aspects of the public transit experience. APC information informs public transit planners about utilization in a public transit system and operations about dynamic…

Human-Computer Interaction · Computer Science 2021-12-14 Alex Haig , Shirley Anugrah Hayati , Anthony Tomasic

Crowding in train cars is increasingly a major concern for transit agencies. From the perspective of the passengers and the transit agencies, overcrowding of the train cars has several negative consequences such as: (i) extended duration of…

Signal Processing · Electrical Eng. & Systems 2018-08-22 Peter Khomchuk , Saurav R Tuladhar , Siva Sivananthan

Understanding the mobility patterns of commuter train passengers is crucial for developing efficient and sustainable transportation systems in urban areas. Traditional technologies, such as Automated Passenger Counters (APC) can measure the…

Networking and Internet Architecture · Computer Science 2023-02-07 Zhiren Huang , Alonso Espinosa Mireles de Villafranca , Charalampos Sipetas , Tri Quach

A reliable and accurate knowledge of the ridership in public transportation networks is crucial for public transport operators and public authorities to be aware of their network's use and optimize transport offering. Several techniques to…

Applications · Statistics 2024-02-16 Noëlie Cherrier , Baptiste Rérolle , Martin Graive , Amir Dib , Eglantine Schmitt

Automatic passenger counting (APC) in public transportation has been approached with various machine learning and artificial intelligence methods since its introduction in the 1970s. While equivalence testing is becoming more popular than…

Machine Learning · Computer Science 2022-07-12 Nico Jahn , Michael Siebert

Automatic passenger counting (APC) in public transport has been introduced in the 1970s and has been rapidly emerging in recent years. APC systems, like all other measurement devices, are susceptible to error, which is treated as random…

Applications · Statistics 2023-11-10 David Ellenberger , Michael Siebert

This paper aims to investigate the effect of acceleration on the discomfort of standing passengers. The acceleration levels from different public rail transport lines such as the mass rapid transits (MRTs) and light rail transits (LRTs) of…

Human-Computer Interaction · Computer Science 2017-05-24 Thommen Karimpanal George , Harit Maganlal Gadhia , Ruben S/O Sukumar , John-John Cabibihan

The analysis of the transportation usage rate provides opportunities for evaluating the efficacy of the transportation service offered by proposing an indicator that integrates actual demand and capacity. This study aims to develop a…

Automatic passenger counting (APC) in public transport has been introduced in the 1970s and has been rapidly emerging in recent years. Still, real-world applications continue to face events that are difficult to classify. The induced…

Applications · Statistics 2019-06-20 Michael Siebert , David Ellenberger

In a transport network, the onboard occupancy is key for gaining insights into travelers' habits and adjusting the offer. Traditionally, operators have relied on field studies to evaluate ridership of a typical workday. However, automated…

Computers and Society · Computer Science 2024-03-14 Amir Dib , Noëlie Cherrier , Martin Graive , Baptiste Rérolle , Eglantine Schmitt

Accurately estimating urban rail platform occupancy can enhance transit agencies' ability to make informed operational decisions, thereby improving safety, operational efficiency, and customer experience, particularly in the context of…

Computer Vision and Pattern Recognition · Computer Science 2025-08-07 Riccardo Fiorista , Awad Abdelhalim , Anson F. Stewart , Gabriel L. Pincus , Ian Thistle , Jinhua Zhao

This paper proposes a self-calibrated transit service monitoring framework that aims to obtain the performance of a transit system using automated collected data. We first introduce an event-based transit simulation model, which allows the…

Optimization and Control · Mathematics 2024-01-09 Hongyu Guo

Track geometry monitoring is essential for maintaining the safety and efficiency of railway operations. While Track Recording Cars (TRCs) provide accurate measurements of track geometry indicators, their limited availability and high…

Systems and Control · Electrical Eng. & Systems 2026-05-29 Huy Truong-Ba , Jacky Chin , Michael E. Cholette , Pietro Borghesani

The need for the maintenance of railway track systems have been increasing. Traditional methods that are currently being used are either inaccurate, labor and time intensive, or does not enable continuous monitoring of the system. As a…

Signal Processing · Electrical Eng. & Systems 2024-05-17 Irene Alisjahbana

In this research, we propose a series of methodologies to mine transit riders travel pattern and behavioral preferences, and then we use these knowledges to adjust and optimize the transit systems. Contributions are: 1) To increase the data…

Signal Processing · Electrical Eng. & Systems 2020-09-08 Yongxin Liu

Many special events, including sport games and concerts, often cause surges in demand and congestion for transit systems. Therefore, it is important for transit providers to understand their impact on disruptions, delays, and fare revenues.…

Optimization and Control · Mathematics 2021-06-11 Tejas Santanam , Anthony Trasatti , Pascal Van Hentenryck , Hanyu Zhang

Advanced driving assistance systems (ADAS) are primarily designed to increase driving safety and reduce traffic congestion without paying too much attention to passenger comfort or motion sickness. However, in view of autonomous cars, and…

One of the challenges for climbing gyms is to find out popular routes for the climbers to improve their services and optimally use their infrastructure. This problem must be addressed preserving both the privacy and convenience of the…

Signal Processing · Electrical Eng. & Systems 2024-03-15 Sadaf Moaveninejad , Andrea Janes , Camillo Porcaro , Luca Barletta , Lorenzo Mucchi , Massimiliano Pierobon

As an important information for traffic condition evaluation, trip planning, transportation management, etc., average travel speed for a road means the average speed of vehicles travelling through this road in a given time duration.…

Other Computer Science · Computer Science 2015-04-27 Lu Shao , Cheng Wang , Changjun Jiang

Nowadays, metro systems play an important role in meeting the urban transportation demand in large cities. The understanding of passenger route choice is critical for public transit management. The wide deployment of Automated Fare…

Artificial Intelligence · Computer Science 2016-05-27 Juanjuan Zhao , Fan Zhang , Lai Tu , Chengzhong Xu , Dayong Shen , Chen Tian , Xiang-Yang Li , Zhengxi Li
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