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Pedestrian Simulation in Transit Stations Using Agent-Based Analysis

Ming Tang, Yingdong Hu
2017 Urban Rail Transit  
Our research method includes data collection, quantitative analysis, and crowd simulation on two train stations and surrounding areas in Sihui train station in Beijing, and Xuzhou, China.  ...  The paper describes how to connect spatial design with agent-based simulation (ABS) for various design and planning scenarios.  ...  In an ideal situation, these immersive experiences should be integrated with ABS and serve as a feedback loop for crowd simulation. Fig. 1 1 Evacuation simulation and crowd behavior study.  ... 
doi:10.1007/s40864-017-0053-5 fatcat:admezvzohzfzriptsoomwgrigy

Towards a Framework for Pedestrian Simulation for Intermodal Interfaces

Joao Emilio Almeida, Zafeiris Kokkinogenis, Rosaldo J.F. Rossetti
2013 2013 European Modelling Symposium  
The tasks are: 1) "Reference Models and Benchmarks"; 2) "Pedestrian Sensor Fusion"; 3) "Serious Games for Pedestrian Behaviour Elicitation;" 4) "Behaviour Mining," and 5) "Agent-Based Modelling and Simulation  ...  Based on research made for more specific applications, concerned with buildings' evacuation, a methodological approach to develop a simulator for pedestrian's dynamics consisting of five main tasks is  ...  A simulation-based decision support tool that combines social simulation, Agent-based Modelling and Simulation (ABMS) and Serious Games (SG) is conceptualized and detailed.  ... 
doi:10.1109/ems.2013.57 dblp:conf/ems/AlmeidaKR13 fatcat:mfdtruk2k5huvja5agqmsakdau

Deep adaptive learning for safe and efficient navigation of pedestrian dynamics

Nigel Pugh, Hyoshin Park, Pierrot Derjany, Dahai Liu, Sirish Namilae
2021 IET Intelligent Transport Systems  
The integration of the optimal navigation model was ultimately able to reduce the overall evacuation time of multiple scenarios presented with two different overall pedestrian totals.  ...  This paper develops an optimal navigation model providing more navigation guidance for evacuation emergencies to minimize the total evacuation time while considering the influence of other passengers based  ...  Agent-based evacuation simulation II Anylogic -200 pedestrians This subsection presents an additional evacuation simulation (Figure 12 ), similar to Section 4.2, but with an increased number of pedestrians  ... 
doi:10.1049/itr2.12043 fatcat:obpahbqu3vb3nowrh5ds4mmcpu

HDRLM3D: A Deep Reinforcement Learning-Based Model with Human-like Perceptron and Policy for Crowd Evacuation in 3D Environments

Dong Zhang, Wenhang Li, Jianhua Gong, Lin Huang, Guoyong Zhang, Shen Shen, Jiantao Liu, Haonan Ma
2022 ISPRS International Journal of Geo-Information  
reinforcement learning-based models in terms of trajectories and numbers of collisions.  ...  In scenario II, we reproduce agents' navigation and obstacle avoidance behaviors and demonstrate the advantages of HDRLM3D for crowd simulation in unknown 3D environments by comparing it with other deep  ...  can perceive all environmental information only through it in many agent-based models.  ... 
doi:10.3390/ijgi11040255 fatcat:za3prtpzlven7ebtwmk5bdrriu

Multiscale Agent-based Simulation in Large City Areas: Emergency Evacuation use Case

Vladislav Karbovskii, Daniil Voloshin, Andrey Karsakov, Alexey Bezgodov, Aleksandr Zagarskikh
2015 Procedia Computer Science  
This paper presents a multiscale agent-based modeling and simulation technique based on the incorporation of multiple modules.  ...  The proposed approach is evaluated through a series of experiments simulating the emergency evacuation from a cinema building to the city streets, where building and street levels are reproduced in heterogeneous  ...  Though the use of the multilevel agent-based models is by no means limited to the domains of computational social science, evacuation behavior simulation, urban planning and pedestrian modeling, the outlook  ... 
doi:10.1016/j.procs.2015.05.407 fatcat:fgl5idbrarbbjoogkj7knbpvga

An Improved Simulation Model for Pedestrian Crowd Evacuation

Danial A. Muhammed, Tarik A. Rashid, Abeer Alsadoon, Nebojsa Bacanin, Polla Fattah, Mokhtar Mohammadi, Indradip Banerjee
2020 Mathematics  
This paper works on one of the most recent pedestrian crowd evacuation models—i.e., "a simulation model for pedestrian crowd evacuation based on various AI techniques"—which was developed in late 2019.  ...  The new method finds an average of the evacuees' evacuation times of each exit door location; then, based on the average evacuation time, it decides which exit door location would be the best exit door  ...  Conflicts of Interest: During this research, there were no conflict of interest.  ... 
doi:10.3390/math8122171 fatcat:j4epnjpowra4hnuqompmwvwaqi

The Influence of subway climatology on gas dispersion and the effectiveness of guided evacuations in a complex subway station

Markus Brüne, James Charlton, Andreas Pflitsch, Brian Agnew
2016 Meteorologische Zeitschrift  
This paper discusses a strategy that integrates data from tracer gas experiments with results from pedestrian simulation software in the evaluation of different evacuation procedures for subway stations  ...  The study demonstrates that by combining the two data sets a greater understanding of the impact of different evacuations routes on an evacuee's health is gained.  ...  Case study Berlin Alexanderplatz: pedestrian simulations To examine the evacuation capabilities of Alexanderplatz, the study adopted the use of an agent based pedestrian simulation software called Legion  ... 
doi:10.1127/metz/2016/0726 fatcat:r3qfxf37s5fp5dsiudgio4ltyq

On the Use of a Pedestrian Simulation Model with Natural Behavior Representation in Metro Stations

W.L. Wang, S.M. Lo, S.B. Liu, J. Ma
2015 Procedia Computer Science  
The use of agent-based simulation approach makes it possible to naturally reproduce various pedestrian behaviors in different scenarios.  ...  This paper presented an agent-based microscopic pedestrian simulation model-CityFlow, which was proved to be flexible in revealing most important pedestrian behaviors in metro stations by several simulation  ...  Acknowledgements The authors acknowledge the supports by a grant from the Research Grant Council, Government of the Hong Kong Administrative Region, China No.  ... 
doi:10.1016/j.procs.2015.05.048 fatcat:fqzbiyxreverncuhbprsyobrwy

Crowd simulation for crisis management: the outcomes of the last decade [article]

George Sidiropoulos, Chairi Kiourt, Lefteris Moussiades
2020 arXiv   pre-print
For better outcomes, recent research has focused on the separation of the problem of crisis management, to multiple research sub-fields (categories), such as the navigation of the simulated pedestrians  ...  A general framework, towards the future crowd simulation for crisis management is presented based on the most efficient to yield the most realistic outcomes of the last decades.  ...  The same year, Zhong et al. proposed a data-driven modeling framework to construct agent-based crowd models using real-world data and to predict the trajectories of the pedestrians (agents' groups) [174  ... 
arXiv:2006.01216v2 fatcat:iyt5dk7lbzbivful4u7dym2ynq

Self-Organized Crowd Dynamics: Research on Earthquake Emergency Response Patterns of Drill-Trained Individuals Based on GIS and Multi-Agent Systems Methodology

Hai Sun, Lanling Hu, Wenchi Shou, Jun Wang
2021 Sensors  
The corresponding simulation results indicated that the evacuees' training level could affect a multi-exit zone's evacuation pattern and clearance time.  ...  Secondly, due to people's rejection of long distances, congestion, and unfamiliar exits, some people would hesitant about the evacuation direction during the evacuation process.  ...  Cheng [28] endowed multi-agent simulations with environmental consciousness, flight route planning ability, and information interaction ability, and plans the ocean platform's escape route based on the  ... 
doi:10.3390/s21041353 pmid:33672968 fatcat:fqdkz5jweja4nlcgx2jny6wss4

An extended BDI model for human behaviors: Decision-making, learning, interactions, and applications

Young-Jun Son, Sojung Kim, Hui Xi, Santosh Mungle
2013 2013 Winter Simulations Conference (WSC)  
To illustrate the proposed approach, various applications are used, such as emergency evacuation during bomb attack, driver and pedestrian behaviors, and cyber social network.  ...  The goal of this tutorial is to discuss an extended Belief-Desire-Intention (BDI) framework that the authors' research group has been developing last decade to meet such a challenge, integrating models  ...  -12-1-0238, the Arizona Chapter of the Human Factors and Ergonomics Society, the National Science of Foundation under NSF-SOD 0725336 and CMMI-1068866, and Federal Highway Administration under DTFH61-10  ... 
doi:10.1109/wsc.2013.6721437 dblp:conf/wsc/SonKXM13 fatcat:liqi4s64kbbipjejzx6ch3bms4

Prospects for use of extended reality technology for ship passenger evacuation simulation

Goran Vukelić, Goran Vizentin, Vlado Frančić
2021 Pomorstvo  
Safety of passengers on ships is usually investigated based on data available from post-accident reports, experimental research and/or numerical modelling of emergencies.  ...  Findings are put in the context of IMO's guidelines for evacuation analysis and prospect for use of XR for ship passenger evacuation simulation are presented.  ...  Acknowledgments: Fig. 2 courtesy of itra.com.au, Fig. 3 courtesy of freepik.com.  ... 
doi:10.31217/p.35.1.6 fatcat:cirotbdtwvadpgckaiy2dmj4xe

Survey of detection techniques, mathematical models and simulation software in pedestrian dynamics

C. Caramuta, G. Collodel, C. Giacomini, C. Gruden, G. Longo, P. Piccolotto
2017 Transportation Research Procedia  
Many studiers have developed interesting software to simulate pedestrian behavior in all sorts of situations and environments.  ...  The remarked lack in literature of a complete research, pointing out the fundamental features of pedestrian detection techniques, pedestrian modelling and simulation and their tight relationships, motivates  ...  Also [47] uses a multi agent based model, to simulate pedestrian evacuation in public spaces.  ... 
doi:10.1016/j.trpro.2017.05.438 fatcat:7x22dc2zhvhdbcqdvhimftg2we

A Hybrid Simulation Model to Test Behaviour Designs in an Emergency Evacuation

Pablo Cristian Tissera, A. Marcela Printista, Emilio Luque
2012 Procedia Computer Science  
The model consists of two sub-models, called environmental and pedestrian.  ...  The paper shows a computer simulation in order to specify and implement a simulation model that allows to investigate behavioural dynamics for pedestrians in an emergency evacuation.  ...  Acknowledgements We thank the National University of San Luis, the ANPCYT and the AECID for their unstinting support.  ... 
doi:10.1016/j.procs.2012.04.028 fatcat:zee4v7gwovh6jcy52s233fdzry

Real-Time Video Analysis of Pedestrians to Support Agent Simulation of People Behavior [chapter]

O. Junker, V. Strauss, R. Majer, N. Link
2011 Pedestrian and Evacuation Dynamics  
Online simulation coupled with real-time measurements of pedestrians in public buildings is a novel application which can be used to increase the security and safety of pedestrians within those buildings  ...  Evolving data is subsequently provided for the simulation where flow rates are additionally recorded.  ...  Acknowledgements This research was supported of the BMBF (German Federal Ministry of Education and Research) within the program "Research for Civil Security" under grant 13N9709.  ... 
doi:10.1007/978-1-4419-9725-8_8 fatcat:jh3reeaqgrhufkesu5jpt2i4ny
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