Data Assimilation for Agent-Based Models: Applications to Civil Emergencies

Información del proyecto

DUST

Identificador del acuerdo de subvención: 757455

DOI

10.3030/757455

Proyecto cerrado

Fecha de la firma de la CE 14 Noviembre 2017

Fecha de inicio 1 Enero 2018

Fecha de finalización 31 Diciembre 2023

Financiado con arreglo a

• EXCELLENT SCIENCE - European Research Council (ERC)

Coste total

€ 1 499 840,00

Aportación de la UE

€ 1 499 840,00

Coordinado por

UNIVERSITY OF LEEDS
United Kingdom

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Publicaciones

Peer reviewed articles (16)

Data assimilation and agent-based modelling: towards the incorporation of categorical agent parameters

Autores: Patricia Ternes; Jonathan A. Ward; Alison Heppenstall; Alison Heppenstall; Vijay Kumar; Le Minh Kieu; Nick Malleson; Nick Malleson
Publicado en: Open Research Europe, 2022, ISSN 2732-5121
Editor: European Commission
DOI: 10.12688/openreseurope.14144.1

Using VGI and Social Media Data to Understand Urban Green Space: A Narrative Literature Review

Autores: Nan Cui; Nick Malleson; Victoria Houlden; Alexis Comber
Publicado en: ISPRS International Journal of Geo-Information, 2021, ISSN 2220-9964
Editor: MDPI
DOI: 10.3390/ijgi10070425

Future Developments in Geographical Agent‐Based Models: Challenges and Opportunities

Autores: Alison J. Heppenstall; Andrew Crooks; Nick Malleson; Nick Malleson; Ed Manley; Ed Manley; Jiaqi Ge; Michael Batty
Publicado en: Geographical Analysis, 2020, ISSN 1538-4632
Editor: Wiley
DOI: 10.1111/gean.12267

Modeling agent decision and behavior in the light of data science and artificial intelligence

Autores: Li An, Volker Grimm, Yu Bai, Abigail Sullivan, B.L. Turner, Nicolas Malleson, Alison Heppenstall, Christian Vincenot, Derek Robinson, Xinyue Ye, Jianguo Liu, Emilie Lindkvist, Wenwu Tang,
Publicado en: Environmental Modelling & Software, 2023, ISSN 1364-8152
Editor: Elsevier BV
DOI: 10.1016/j.envsoft.2023.105713

Real-time agent-based crowd simulation with the Reversible Jump Unscented Kalman Filter

Autores: R. Clay, J. A. Ward, P. Ternes, L-M Kieu, N. Malleson,
Publicado en: Simulation Modelling Practice and Theory, Edición 113, 2021, ISSN 1569-190X
Editor: Elsevier BV
DOI: 10.1016/j.simpat.2021.102386

Calibrating Agent-Based Models Using Uncertainty Quantification Methods

Autores: McCulloch, Josie; Ge, Jiaqi; Ward, Jonathan A.; Heppenstall, Alison; Polhill, J. Gareth; Malleson, Nick
Publicado en: Journal of Artificial Societies & Social Simulation, Edición 25 (2), 2022, ISSN 1460-7425
Editor: University of Surrey
DOI: 10.18564/jasss.4791

Challenges, tasks, and opportunities in modeling agent-based complex systems

Autores: An, Li, Volker Grimm, Abigail Sullivan, B.L. Turner II, Nicolas Malleson, Alison Heppenstall, Christian Vincenot, Derek Robinson, Xinyue Ye, Jianguo Liu, Emilie Lindkvist, Wenwu Tang
Publicado en: Ecological Modelling, Edición 457, 2021, ISSN 0304-3800
Editor: Elsevier BV
DOI: 10.1016/j.ecolmodel.2021.109685

Estimates of the Ambient Population: Assessing the Utility of Conventional and Novel Data Sources

Autores: Annabel Whipp; Nicolas Malleson; Jonathan A. Ward; Alison J. Heppenstall
Publicado en: ISPRS International Journal of Geo-Information, 2021, ISSN 2220-9964
Editor: MDPI
DOI: 10.3390/ijgi10030131

Data assimilation with agent-based models using Markov chain sampling

Autores: Daniel Tang, Nick Malleson
Publicado en: Open Research Europe, 2022, ISSN 2732-5121
Editor: European Commission
DOI: 10.12688/openreseurope.14800.1

Quantifying the ambient population using hourly population footfall data and an agent-based model of daily mobility

Autores: Tomas Crols, Nick Malleson
Publicado en: GeoInformatica, Edición 23/2, 2019, Página(s) 201-220, ISSN 1384-6175
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10707-019-00346-1

A stochastic schedule-following simulation model of bus routes

Autores: Le-Minh Kieu, Dong Ngoduy, Nicolas Malleson, Edward Chung
Publicado en: Transportmetrica B: Transport Dynamics, Edición 7/1, 2019, Página(s) 1588-1610, ISSN 2168-0566
Editor: Taylor and Francis Inc.
DOI: 10.1080/21680566.2019.1670118

Dealing with uncertainty in agent-based models for short-term predictions

Autores: Le-Minh Kieu, Nicolas Malleson, Alison Heppenstall
Publicado en: Royal Society Open Science, Edición 7/1, 2020, Página(s) 191074, ISSN 2054-5703
Editor: Royal Society Open Science
DOI: 10.1098/rsos.191074

Simulating Crowds in Real Time with Agent-Based Modelling and a Particle Filter

Autores: Nick Malleson, Kevin Minors, Le-Minh Kieu, Jonathan A. Ward, Andrew West, Alison Heppenstall
Publicado en: Journal of Artificial Societies and Social Simulation, Edición 23/3, 2020, ISSN 1460-7425
Editor: University of Surrey
DOI: 10.18564/jasss.4266

Dynamic calibration with approximate Bayesian computation for a microsimulation of disease spread

Autores: Molly Asher; Nik Lomax; Karyn Morrissey; Fiona Spooner; Nick Malleson
Publicado en: Scientific Reports, Edición 13 (8637), 2023, ISSN 2045-2322
Editor: Nature Publishing Group
DOI: 10.1038/s41598-023-35580-z

Agent-based modelling for Urban Analytics: State of the art and challenges

Autores: N. Malleson, Birkin, M., Birks, D., Ge, J., Heppenstall, A., Manley, E., McCulloch, J., Ternes, P.
Publicado en: AI Communications, Edición 35 (4), 2022, Página(s) 393-406, ISSN 0921-7126
Editor: IOS Press
DOI: 10.3233/aic-220114

Towards real-time predictions using emulators of agent-based models

Autores: Minh Kieu, Hoang Nguyen, Jonathan A. Ward, Nick Malleson
Publicado en: Journal of Simulation, 2022, ISSN 1747-7786
Editor: Taylor & Francis
DOI: 10.1080/17477778.2022.2080008

Other (7)

An agent-based model of the 2020 international policy diffusion in response to the COVID-19 pandemic with particle filter

Autores: Oswald, Yannick; Malleson, Nick; Suchak, Keiran
Publicado en: arxiv, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2302.11277

Finding the maximum-a-posteriori behaviour of agents in an agent-based model

Autores: Daniel Tang
Publicado en: arXiv [cs.MA], 2020
Editor: arXiv.org

Dealing with uncertainty in agent-based models for short-term predictions

Autores: Le-Minh Kieu, Nicolas Malleson, Alison Heppenstall
Publicado en: arXiv [cs.MA], 2020
Editor: arXiv.org

Simulating Crowds in Real Time with Agent-Based Modelling and a Particle Filter

Autores: Nick Malleson, Kevin Minors, Le-Minh Kieu, Jonathan A. Ward, Andrew A. West, Alison Heppenstall
Publicado en: arXiv [cs.MA], 2020
Editor: arXiv.org

Data assimilation in Agent-based models using creation and annihilation operators

Autores: Daniel Tang
Publicado en: arXiv [cs.MA], 2020
Editor: arXiv.org

Agent-based modelling for Urban Analytics: State of the art and challenges

Autores: Malleson, Nick; Birkin, Mark; Birks, Daniel; Ge, Jiaqi; Heppenstall, Alison; Manley, Ed; McCulloch, Josie; Ternes, Patricia
Publicado en: arXiv [cs.MA], 2022
Editor: arXiv
DOI: 10.48550/arxiv.2210.06955

Decentralised, privacy-preserving Bayesian inference for mobile phone contact tracing

Autores: Tang, Daniel
Publicado en: arXiv, 2020
Editor: arXiv
DOI: 10.48550/arxiv.2005.05086

Conference proceedings (3)

Predicting Pedestrian Counts using Machine Learning

Autores: Molly Asher; Yannick Oswald; Nick Malleson
Publicado en: AGILE: GIScience Series, 2023
Editor: AGILE
DOI: 10.5194/agile-giss-4-18-2023

Towards the development of societal twins

Autores: Dan Birks, Alison Heppenstall, Nick Malleson
Publicado en: 24th European Conference on Artificial Intelligence - ECAI 2020, 2020
Editor: ECAI2020

Building Cities from Slime Mould, Agents and Quantum Field Theory

Autores: Alison Heppenstall, Nick Malleson
Publicado en: AAMAS '20: Proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems, 2020, ISBN 978-1-4503-7518-4
Editor: International Foundation for Autonomous Agents and Multiagent Systems

Book chapters (2)

Towards Real-Time Crowd Simulation Under Uncertainty Using an Agent-Based Model and an Unscented Kalman Filter

Autores: Robert Clay, Le-Minh Kieu, Jonathan A. Ward, Alison Heppenstall, Nick Malleson
Publicado en: Advances in Practical Applications of Agents, Multi-Agent Systems, and Trustworthiness. The PAAMS Collection - 18th International Conference, PAAMS 2020, L'Aquila, Italy, October 7–9, 2020, Proceedings, Edición 12092, 2020, Página(s) 68-79, ISBN 978-3-030-49777-4
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-49778-1_6

Towards Real-Time Crowd Simulation Under Uncertainty Using an Agent-Based Model and an Unscented Kalman Filter

Autores: R. Clay, L-M Kieu, J. A. Ward, A. Heppenstall, N. Malleson
Publicado en: Lecture Notes in Computer Science, 2022, ISSN 0302-9743
Editor: Springer
DOI: 10.1007/978-3-030-49778-1