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Bus Bunching Detection by Mining Sequences of Headway Deviations [chapter]

Luís Moreira-Matias, Carlos Ferreira, João Gama, João Mendes-Moreira, Jorge Freire de Sousa
2012 Lecture Notes in Computer Science  
In highly populated urban zones, it is common to notice headway deviations (HD) between pairs of buses.  ...  In this paper, we propose to find BBS (Bunching Black Spots)sequences of bus stops where systematic HD events cause the formation of BB.  ...  We would also like to thank the support of the project Knowledge Discovery from Ubiquitous Data Streams (PTDC /EIA-EIA/098355/2008).  ... 
doi:10.1007/978-3-642-31488-9_7 fatcat:eu5ep36j3vbirpfkb7jltn3oxu

Understanding Transit System Performance Using AVL-APC Data: An Analytics Platform with Case Studies for the Pittsburgh Region

Xidong Pi, Mark Egge, Jackson Whitmore, Amy Silbermann, Zhen Qian
2018 Journal of Public Transportation  
It is found that the incidence of bus bunching is heavily impacted by the location on the route as well as the time of day, and the bunching problem is more severe for bus routes operating in mixed traffic  ...  This paper demonstrates a case study using the platform to examine bus bunching in a transit system operated by the Port Authority of Allegheny County (PAAC) in Pittsburgh.  ...  The authors would like to thank the Port Authority of Allegheny County for providing AVL-APC data.  ... 
doi:10.5038/2375-0901.21.2.2 fatcat:6rs5gzfwjnaujixnnqvponsc2y

An online learning approach to eliminate Bus Bunching in real-time

Luís Moreira-Matias, Oded Cats, João Gama, João Mendes-Moreira, Jorge Freire de Sousa
2016 Applied Soft Computing  
This paper presents an Automatic Control framework to mitigate the Bus Bunching phenomenon in real-time.  ...  The framework depicts a powerful combination of distinct * Corresponding author. © 2016 Manuscript version made available under CC-BY-NC-ND 4.0 license https://creativecommons.org/licenses/by-nc-nd/4.0  ...  Bus bunching detection by mining sequences of headway deviations. In: Advances in Data Mining. Applications and Theoretical Aspects. Vol. 7377 of LNCS.  ... 
doi:10.1016/j.asoc.2016.06.031 fatcat:cki3fixvh5gt5j7fzmxpwa3kde

MOBDA: Microservice-Oriented Big Data Architecture for Smart City Transport Systems

Suriya Priya R. Asaithambi, Ramanathan Venkatraman, Sitalakshmi Venkatraman
2020 Big Data and Cognitive Computing  
needs of stakeholders.  ...  A novel hybrid architecture is proposed to combine stream processing and batch processing of big data for a smart computation of microservice-oriented transportation metrics that can serve the different  ...  Conflicts of Interest: The authors declare no conflict of interest. Big Data Cogn. Comput. 2020, 4, 17  ... 
doi:10.3390/bdcc4030017 fatcat:7vnhe5u3affznn4cwxfxjjc4qy

Combining ITS and optimization in public transportation planning: state of the art and future research paths

Christina Iliopoulou, Konstantinos Kepaptsoglou
2019 European Transport Research Review  
The overview of literature collectively points to a series of common challenges faced by transportation professionals and underlines the need for better decision support tools for ITS data.  ...  Research on planning and operations of public transportation systems has not widely investigated the potential of combining optimization models with data originating from ITS.  ...  Real-time operations AVL have been widely applied for real-time control of public transportation systems and particularly for alleviating bus bunching, large waiting times at stops and so on [4] .  ... 
doi:10.1186/s12544-019-0365-5 fatcat:yvzudrydonhvdkf5fazrmnuoti

A Framework for Bus Trajectory Extraction and Missing Data Recovery for Data Sampled from the Internet

Changfei Tong, Huiling Chen, Qi Xuan, Xuhua Yang
2017 Sensors  
and helps detect the anomalies in a ranked context-related order.  ...  This paper presents a novel framework for trajectories' extraction and missing data recovery for bus traveling data sampled from the Internet.  ...  of China (No. 61303113, 61572439, 61273212, 61374152) .  ... 
doi:10.3390/s17020342 pmid:28208621 pmcid:PMC5335977 fatcat:gw4jg5hmajbq5a77whmjhzntba

Comparative Analysis of Different Machine Learning Classifiers for the Prediction of Chronic Diseases [chapter]

Rajesh Singh, Anita Gehlot, Dharam Buddhi
2022 Comparative Analysis of Different Machine Learning Classifiers for the Prediction of Chronic Diseases  
This paper forms the basis of understanding the difficulty of the domain and the amount of efficiency achieved by the various methods recently.  ...  Chronic Diseases like heart disease & Diabetes are the main causes of death. Precise diagnosis of these diseases on time is very significant for maintaining a healthy life.  ...  this technology into market would improve the energy efficiency and also quality of the environment by decarbonization.  ... 
doi:10.13052/rp-9788770227667 fatcat:da47mjbbyzfwnbpde7rgbrlppe

Volume 18 : 2020 Issue 3

MIP Malaysia
2020 PLANNING MALAYSIA JOURNAL  
All articles were reviewed by two or three unanimous referees identified by the Institute (MIP).  ...  The views expressed in this publication are those of the author(s) and do not necessarily represent the views of MIP. This journal is a refereed journal.  ...  In developing Cavaye's framework, the attribute of the depth of participation has been added by Lynch & Gregor in their work.  ... 
doi:10.21837/pm.v18i13.798 fatcat:7ippapuzwbgsnlidzvvrsj6ix4

Machine Learning Approaches for Traffic Flow Forecasting [article]

Arsalan Ahmad Rahi, UH Research Archive, UH Research Archive
2020
The effectiveness of the proposed objective function greatly enhances the accuracy of traffic flow prediction, regardless of the machine learning model used.  ...  This review setup a firm work focussed on the view point to look for the superiority in term of prediction performance of individual statistical or machine learning models over another.  ...  based bus bunching on the following stops.  ... 
doi:10.18745/th.22590 fatcat:n4brej5imfhofnlks3p4iz5y2u

Double demand responsive electric bus operation to passengers and power system

Zongxiang Wu, John Polak, Goran Strbac, Aruna Sivakumar
2020
This framework provides tools enabling the electric bus fleets operator to achieve cost-effectiveness by understanding t [...]  ...  Although there are significant potential benefits in terms of reduced local emissions and operating costs, electric bus operations raise a number of new challenges -- how electric bus fleets and electric  ...  Without their invaluable supports, I would not have advanced any parts of this research in transport and power system.  ... 
doi:10.25560/82300 fatcat:7kldab7b6bflnbe5fqkvg4kzci

Journal of Transportation and Statistics: Volume 8, Number 2: 2005

2005
In the examples studied, medians of self-reported distances by distance band provide reasonable estimates of crow-fly and shortest distance path distances. HOW MUCH PRECISION IS POSSIBLE?  ...  as exposure to risks (accidents, pollution), volume of externalities (emissions, congestion), speeds, incidence of  ...  ACKNOWLEDGMENTS The authors are grateful for the support of H. Machgut and J. Jermann during the geocoding of the Swiss data and for the support of Mr. M. Vrtic and Mr. T.  ... 
doi:10.21949/1524110 fatcat:sgz7st2hobb3ni6ml27pgetwga

Creatures of darkness: Raymond Chandler, detective fiction, and film noir

2001 ChoiceReviews  
I simply can't afford to have the character murdered by a bunch of yucks:'3 .  ...  It just has to be mine.  ... 
doi:10.5860/choice.39-0169 fatcat:ztu2dih6bvcivhaqbbdvoxsxtm

Carotenoid Content and Flesh Color of Selected Banana Cultivars Growing in Australia

Lois Englberger, Ron B. H. Wills, Barbara Blades, Lisa Dufficy, Jeff W. Daniells, Terry Coyne
2006 Food and Nutrition Bulletin  
Jane Bammeke of UNICEF for their contributions in the early planning stage of this study. This work was financially supported by the Revolutionary Government of Zanzibar and UNICEF-Tanzania.  ...  Acknowledgments We thank all the staff of the Ministry of Health and Social Welfare and the Ministry of Education of the Revolutionary Government of Zanzibar, the community leaders, the schoolteachers,  ...  Levels are defined by the United Republic of Tanzania Salt Acts: Mining Act, 1979; Mining Regulation, 1994 (salt production and iodation); Food Act, 1978 (control of quality); Control of Quality Regulation  ... 
doi:10.1177/156482650602700401 pmid:17209469 fatcat:mrrtvxzkivewrjaufipbqjbmey

Dynamic Transport Mode Estimation subject to joint decisions and spatio-temporal variations [article]

Κωνσταντίνος Γκιοτσαλίτης, Konstantinos Gkiotsalitis, National Technological University Of Athens, National Technological University Of Athens
2017
The objective of this thesis is the development of a comprehensive system for the optimization of joint leisure trips that are not related to work by optimizing (a) the location and the starting time of  ...  are: The location of a leisure activity can differ on a daily basis (it is not static like the location of the working or studying place) The starting time of a leisure activity has greater elasticity  ...  Along the same lines, new techniques to detect urban mobility patterns and anomalies by analyzing trajectories mined from publicly available geo-positioned tweets were presented by Gabrielli et al.  ... 
doi:10.26240/heal.ntua.2776 fatcat:75ftwdzkwzctvnvjvdvirpm65m

Infrastructures in Trouble: Public Transit, Crisis, and Citizens at the Peripheries of Europe

Andrey Vozyanov
2021
social groups, the development of activist epistemology aimed at the preservation of tram and trolleybus infrastructures, concluding with analysis of how discourse and practice of Europeanization modifies  ...  'Crisis' in the work is not understood only as a mere constellation of qualitative indicators of decrease, slow-down, or malfunction but also as a negotiated state of art that different parties try to  ...  The city of Galați purchased a bunch of new trolleybuses in 2017.  ... 
doi:10.5283/epub.49375 fatcat:a5vjkwfqlvgilbbsknmmbrhqg4
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