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Behavior Analysis and Modeling of Traffic Participants

Behavior Analysis and Modeling of Traffic Participants
Author: Xiaolin Song
Publisher: Springer Nature
Total Pages: 160
Release: 2022-06-01
Genre: Technology & Engineering
ISBN: 3031015096

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A road traffic participant is a person who directly participates in road traffic, such as vehicle drivers, passengers, pedestrians, or cyclists, however, traffic accidents cause numerous property losses, bodily injuries, and even deaths to them. To bring down the rate of traffic fatalities, the development of the intelligent vehicle is a much-valued technology nowadays. It is of great significance to the decision making and planning of a vehicle if the pedestrians' intentions and future trajectories, as well as those of surrounding vehicles, could be predicted, all in an effort to increase driving safety. Based on the image sequence collected by onboard monocular cameras, we use the Long Short-Term Memory (LSTM) based network with an enhanced attention mechanism to realize the intention and trajectory prediction of pedestrians and surrounding vehicles. However, although the fully automatic driving era still seems far away, human drivers are still a crucial part of the road‒driver‒vehicle system under current circumstances, even dealing with low levels of automatic driving vehicles. Considering that more than 90 percent of fatal traffic accidents were caused by human errors, thus it is meaningful to recognize the secondary task while driving, as well as the driving style recognition, to develop a more personalized advanced driver assistance system (ADAS) or intelligent vehicle. We use the graph convolutional networks for spatial feature reasoning and the LSTM networks with the attention mechanism for temporal motion feature learning within the image sequence to realize the driving secondary-task recognition. Moreover, aggressive drivers are more likely to be involved in traffic accidents, and the driving risk level of drivers could be affected by many potential factors, such as demographics and personality traits. Thus, we will focus on the driving style classification for the longitudinal car-following scenario. Also, based on the Structural Equation Model (SEM) and Strategic Highway Research Program 2 (SHRP 2) naturalistic driving database, the relationships among drivers' demographic characteristics, sensation seeking, risk perception, and risky driving behaviors are fully discussed. Results and conclusions from this short book are expected to offer potential guidance and benefits for promoting the development of intelligent vehicle technology and driving safety.


The Multi-Agent Transport Simulation MATSim

The Multi-Agent Transport Simulation MATSim
Author: Andreas Horni
Publisher: Ubiquity Press
Total Pages: 620
Release: 2016-08-10
Genre: Technology & Engineering
ISBN: 190918876X

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The MATSim (Multi-Agent Transport Simulation) software project was started around 2006 with the goal of generating traffic and congestion patterns by following individual synthetic travelers through their daily or weekly activity programme. It has since then evolved from a collection of stand-alone C++ programs to an integrated Java-based framework which is publicly hosted, open-source available, automatically regression tested. It is currently used by about 40 groups throughout the world. This book takes stock of the current status. The first part of the book gives an introduction to the most important concepts, with the intention of enabling a potential user to set up and run basic simulations. The second part of the book describes how the basic functionality can be extended, for example by adding schedule-based public transit, electric or autonomous cars, paratransit, or within-day replanning. For each extension, the text provides pointers to the additional documentation and to the code base. It is also discussed how people with appropriate Java programming skills can write their own extensions, and plug them into the MATSim core. The project has started from the basic idea that traffic is a consequence of human behavior, and thus humans and their behavior should be the starting point of all modelling, and with the intuition that when simulations with 100 million particles are possible in computational physics, then behavior-oriented simulations with 10 million travelers should be possible in travel behavior research. The initial implementations thus combined concepts from computational physics and complex adaptive systems with concepts from travel behavior research. The third part of the book looks at theoretical concepts that are able to describe important aspects of the simulation system; for example, under certain conditions the code becomes a Monte Carlo engine sampling from a discrete choice model. Another important aspect is the interpretation of the MATSim score as utility in the microeconomic sense, opening up a connection to benefit cost analysis. Finally, the book collects use cases as they have been undertaken with MATSim. All current users of MATSim were invited to submit their work, and many followed with sometimes crisp and short and sometimes longer contributions, always with pointers to additional references. We hope that the book will become an invitation to explore, to build and to extend agent-based modeling of travel behavior from the stable and well tested core of MATSim documented here.


Human Behaviour and Traffic Networks

Human Behaviour and Traffic Networks
Author: Michael Schreckenberg
Publisher: Springer Science & Business Media
Total Pages: 318
Release: 2013-03-09
Genre: Technology & Engineering
ISBN: 3662078090

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How do people behave in different traffic situations? Are there general laws for mathematical modelling of decision dynamics? The answers, given at the first international workshop on "Human Behaviour in Traffic Networks", are presented in this volume. In 13 articles, well-known experts report about their current work on experiments and modelling in this area. The topics range from psychological behaviour in traffic situations, traffic simulations of various aspects and market analysis to experiments with human participants used in experimental economics. The articles filled with many illustrations are aimed at interested students as well as experts in this field.


2020 3rd International Conference on Unmanned Systems (ICUS)

2020 3rd International Conference on Unmanned Systems (ICUS)
Author: IEEE Staff
Publisher:
Total Pages:
Release: 2020-11-27
Genre:
ISBN: 9781728180267

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2020 3rd International Conference on Unmanned Systems (ICUS) will be held from Nov 27 to Nov 28, 2020 in Harbin, China The conference offers a unique and interesting platform for scientists, engineers and practitioners throughout the world to present and share their most recent research and innovative ideas in the areas of unmanned systems, robotics, automation, and intelligent systems The aim of the ICUS is to stimulate researchers active in the areas pertinent to intelligent unmanned systems ICUS will feature plenary lectures, contributed and invited sessions, panel discussions, pre conference workshops, oral presentation sessions and interactive sessions The accepted papers of ICUS will be included in the IEEE Xplore library and indexed by the EI Compendex


Data Analysis for Driving Pattern Identification and Driver's Behavior Modeling in a Freeway Work Zone

Data Analysis for Driving Pattern Identification and Driver's Behavior Modeling in a Freeway Work Zone
Author: Hari Narayanan Vijaya Raghavan Nadathur
Publisher:
Total Pages: 64
Release: 2016
Genre: Automobile drivers
ISBN:

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"A variety of methods are used by Departments of Transportation (DOT) for informing drivers about upcoming work zones. One such method is work zone signage configuration. Signage plays an important role in work zones to provide guidance to drivers when conditions on the road vary from normal. Therefore, it is necessary to evaluate the effectiveness of different configurations, by law, before implementation of new signage designs that deviate from the national standards. The Manual on Uniform Traffic Control Devices (MUTCD) is a compilation of national standards for all traffic control devices, including road markings, highway signs, and traffic signals. In the present work which is funded by the Missouri Department of Transportation (MoDOT), the safety effect of an alternative merge sign configuration provided by MoDOT is investigated in a freeway work zone. This investigation is based on a simulation study that involves a total of 75 study participants representing an overall distribution of drivers in the state of Missouri. This simulation study required the participants to experience four work zone configurations on a driving simulator. Right merge and left merge scenarios were simulated for two work zone sign configurations, one being the national standard from MUTCD and the other being an alternate work zone sign configuration proposed by MoDOT. The objective of this study is to establish the effectiveness of both these configurations by data analyses. Results of the statistical analysis indicate that MUTCD left merge was significantly different than the driving patterns for the other three scenarios. There was significant difference between MUTCD left merge and MoDOT alternate left merge but no dramatic differences were observed for the right merge scenarios"--Abstract, page iii.


Activity Pattern Analysis and Exploration

Activity Pattern Analysis and Exploration
Author: National Research Council (U.S.). Transportation Research Board
Publisher:
Total Pages: 106
Release: 2000
Genre:
ISBN:

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Transportation Research Record contains the following papers: Identifying decision structures underlying activity patterns : an exploration of data mining algorithms (Wets, G, Vanhoof, K, Arentze, T and Timmermans, H); Conjoint-based model of activity engagement, timing, scheduling, and stop pattern formation (Wang, D and Timmermans, H); Stochastic frontier models of prism vertices (Kitamura, R, Yamamoto, T, Kishizawa, K and Pendyala, RM); Modeling learning and evolutionary adaptation processes in activity settings : theory and numerical simulation (Timmermans, H, Arentze, T and Joh, CH); Coast-to-coast comparison of time use and activity patterns (Gangrade, S, Kasturirangan, K and Pendyala, RM); Activity-travel patterns of nonworkers in the San Francisco bay area : exploratory analysis (Misra, R and Bhat, C); Dynamic analysis of traveler attitudes and perceptions using panel data (Sunkanapalli, S, Pendyala, RM and Kuppam, AR); Mixed generalized linear model for estimating household trip production (Lan, CJ and Hu, PS); Determinants of distance thresholds for driving (Garling, T, Boe, O and Golledge, RG); Are travel times and distances to work greater for residents of poor urban neighborhoods? (Khattack, AJ, Amerlynck, VJ and Quercia, RG); Car ownership in Great Britain : panel data analysis (Hanly, M and Dargay, JM); Period effects and cohort effects in life cycles : preliminary analysis (Marker, JT); Evaluating the effects of traveler and trip characteristics on trip chaining, with implications for transportation demand management strategies (Wallace, B, Barnes, J and Rutherford, GS).


Travel Demand Forecasting, Travel Behavior Analysis, Time-sensitive Transportation, and Traffic Assignment Methods

Travel Demand Forecasting, Travel Behavior Analysis, Time-sensitive Transportation, and Traffic Assignment Methods
Author:
Publisher:
Total Pages: 236
Release: 1995
Genre: Choice of transportation
ISBN:

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The papers in this volume focus on mode choice models, traffic assignment, hazard models, and various modeling systems to improve urban transportation planning, a model of orgin-destination route choice, and trip generation for shopping travel.


Driver Behaviour and Training

Driver Behaviour and Training
Author: Lisa Dorn
Publisher: Routledge
Total Pages: 500
Release: 2017-07-12
Genre: Social Science
ISBN: 135176893X

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This title was first published in 2003. Research on driver behaviour over the past two decades has demonstrated that driver characteristics, goals and motivations are important determinants of driving behaviour. We are now in a position to apply this knowledge to driver training programs and evaluate their effectiveness in improving safety. The main objective for the First International Conference on Driver Behaviour and Training and this book, is to describe and discuss recent advances in this field. The book bridges the gap between practitioners in road safety, and theoreticians investigating driving behaviour from a number of different perspectives and related disciplines. It will encourage research in driver training to combat erroneous or deviant driving behaviour and/or reduce the effects of human error at source. This book will be of interest to road safety researchers and road safety practitioners in the private and public sector.