Scaling limits and generic bounds for exploration processes

Bermolen, Paola - Jonckheere, Matthieu - Sanders, Jaron

Resumen:

We consider exploration algorithms of the random sequential adsorption type both for homogeneous random graphs and random geometric graphs based on spatial Poisson processes. At each step, a vertex of the graph becomes active and its neighboring nodes become blocked. Given an initial number of vertices N growing to infinity, we study statistical properties of the proportion of explored (active or blocked) nodes in time using scaling limits. We obtain exact limits for homogeneous graphs and prove an explicit central limit theorem for the final proportion of active nodes, known as the jamming constant, through a diffusion approximation for the exploration process which can be described as a unidimensional process. We then focus on bounding the trajectories of such exploration processes on random geometric graphs, i.e., random sequential adsorption. As opposed to exploration processes on homogeneous random graphs, these do not allow for such a dimensional reduction. Instead we derive a fundamental relationship between the number of explored nodes and the discovered volume in the spatial process, and we obtain generic bounds for the fluid limit and jamming constant: bounds that are independent of the dimension of space and the detailed shape of the volume associated to the discovered node. Lastly, using coupling techinques, we give trajectorial interpretations of the generic bounds. Keywords : Random sequential adsorption, Scaling limits, Random graphs


Detalles Bibliográficos
2017
Random sequential adsorption
Random graphs
Scaling limits
Telecomunicaciones
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/43560
Acceso abierto
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
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author Bermolen, Paola
author2 Jonckheere, Matthieu
Sanders, Jaron
author2_role author
author
author_facet Bermolen, Paola
Jonckheere, Matthieu
Sanders, Jaron
author_role author
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dc.creator.none.fl_str_mv Bermolen, Paola
Jonckheere, Matthieu
Sanders, Jaron
dc.date.accessioned.none.fl_str_mv 2024-04-16T16:21:32Z
dc.date.available.none.fl_str_mv 2024-04-16T16:21:32Z
dc.date.issued.es.fl_str_mv 2017
dc.date.submitted.es.fl_str_mv 20240416
dc.description.abstract.none.fl_txt_mv We consider exploration algorithms of the random sequential adsorption type both for homogeneous random graphs and random geometric graphs based on spatial Poisson processes. At each step, a vertex of the graph becomes active and its neighboring nodes become blocked. Given an initial number of vertices N growing to infinity, we study statistical properties of the proportion of explored (active or blocked) nodes in time using scaling limits. We obtain exact limits for homogeneous graphs and prove an explicit central limit theorem for the final proportion of active nodes, known as the jamming constant, through a diffusion approximation for the exploration process which can be described as a unidimensional process. We then focus on bounding the trajectories of such exploration processes on random geometric graphs, i.e., random sequential adsorption. As opposed to exploration processes on homogeneous random graphs, these do not allow for such a dimensional reduction. Instead we derive a fundamental relationship between the number of explored nodes and the discovered volume in the spatial process, and we obtain generic bounds for the fluid limit and jamming constant: bounds that are independent of the dimension of space and the detailed shape of the volume associated to the discovered node. Lastly, using coupling techinques, we give trajectorial interpretations of the generic bounds. Keywords : Random sequential adsorption, Scaling limits, Random graphs
dc.description.es.fl_txt_mv Artículo publicado en Journal of Statistical Physics, v.169, 2017, pp. 989–1018
dc.identifier.citation.es.fl_str_mv Bermolen, P, Jonckheere, M, Sanders, J. "Scaling limits and generic bounds for exploration processes". Journal of Statistical Physics, v.169, 2017, pp. 989–1018 https://doi.org/10.1007/s10955-017-1902-z
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/43560
dc.language.iso.none.fl_str_mv en
eng
dc.rights.license.none.fl_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:COLIBRI
instname:Universidad de la República
instacron:Universidad de la República
dc.subject.es.fl_str_mv Random sequential adsorption
Random graphs
Scaling limits
dc.subject.other.es.fl_str_mv Telecomunicaciones
dc.title.none.fl_str_mv Scaling limits and generic bounds for exploration processes
dc.type.es.fl_str_mv Preprint
dc.type.none.fl_str_mv info:eu-repo/semantics/preprint
dc.type.version.none.fl_str_mv info:eu-repo/semantics/submittedVersion
description Artículo publicado en Journal of Statistical Physics, v.169, 2017, pp. 989–1018
eu_rights_str_mv openAccess
format preprint
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identifier_str_mv Bermolen, P, Jonckheere, M, Sanders, J. "Scaling limits and generic bounds for exploration processes". Journal of Statistical Physics, v.169, 2017, pp. 989–1018 https://doi.org/10.1007/s10955-017-1902-z
instacron_str Universidad de la República
institution Universidad de la República
instname_str Universidad de la República
language eng
language_invalid_str_mv en
network_acronym_str COLIBRI
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publishDate 2017
reponame_str COLIBRI
repository.mail.fl_str_mv mabel.seroubian@seciu.edu.uy
repository.name.fl_str_mv COLIBRI - Universidad de la República
repository_id_str 4771
rights_invalid_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
spelling 2024-04-16T16:21:32Z2024-04-16T16:21:32Z201720240416Bermolen, P, Jonckheere, M, Sanders, J. "Scaling limits and generic bounds for exploration processes". Journal of Statistical Physics, v.169, 2017, pp. 989–1018 https://doi.org/10.1007/s10955-017-1902-zhttps://hdl.handle.net/20.500.12008/43560Artículo publicado en Journal of Statistical Physics, v.169, 2017, pp. 989–1018We consider exploration algorithms of the random sequential adsorption type both for homogeneous random graphs and random geometric graphs based on spatial Poisson processes. At each step, a vertex of the graph becomes active and its neighboring nodes become blocked. Given an initial number of vertices N growing to infinity, we study statistical properties of the proportion of explored (active or blocked) nodes in time using scaling limits. We obtain exact limits for homogeneous graphs and prove an explicit central limit theorem for the final proportion of active nodes, known as the jamming constant, through a diffusion approximation for the exploration process which can be described as a unidimensional process. We then focus on bounding the trajectories of such exploration processes on random geometric graphs, i.e., random sequential adsorption. As opposed to exploration processes on homogeneous random graphs, these do not allow for such a dimensional reduction. Instead we derive a fundamental relationship between the number of explored nodes and the discovered volume in the spatial process, and we obtain generic bounds for the fluid limit and jamming constant: bounds that are independent of the dimension of space and the detailed shape of the volume associated to the discovered node. Lastly, using coupling techinques, we give trajectorial interpretations of the generic bounds. Keywords : Random sequential adsorption, Scaling limits, Random graphsMade available in DSpace on 2024-04-16T16:21:32Z (GMT). No. of bitstreams: 5 BJS17.pdf: 698008 bytes, checksum: dacc9416e361b53353d8eb603b03f419 (MD5) license_text: 21936 bytes, checksum: 9833653f73f7853880c94a6fead477b1 (MD5) license_url: 49 bytes, checksum: 4afdbb8c545fd630ea7db775da747b2f (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5) license.txt: 4244 bytes, checksum: 528b6a3c8c7d0c6e28129d576e989607 (MD5) Previous issue date: 2017enengLas obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad De La República. (Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)Random sequential adsorptionRandom graphsScaling limitsTelecomunicacionesScaling limits and generic bounds for exploration processesPreprintinfo:eu-repo/semantics/preprintinfo:eu-repo/semantics/submittedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaBermolen, PaolaJonckheere, MatthieuSanders, JaronTelecomunicacionesAnálisis de Redes, Tráfico y Estadísticas de 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- Universidad de la Repúblicafalse
spellingShingle Scaling limits and generic bounds for exploration processes
Bermolen, Paola
Random sequential adsorption
Random graphs
Scaling limits
Telecomunicaciones
status_str submittedVersion
title Scaling limits and generic bounds for exploration processes
title_full Scaling limits and generic bounds for exploration processes
title_fullStr Scaling limits and generic bounds for exploration processes
title_full_unstemmed Scaling limits and generic bounds for exploration processes
title_short Scaling limits and generic bounds for exploration processes
title_sort Scaling limits and generic bounds for exploration processes
topic Random sequential adsorption
Random graphs
Scaling limits
Telecomunicaciones
url https://hdl.handle.net/20.500.12008/43560