Multilayer network analysis to study complex inter-subsystem interactions in a turbulent thermoacoustic system

Thermoacoustic systems are complex systems where the interactions between the hydrodynamic, acoustic and heat release rate fluctuations lead to diverse dynamics such as chaos, intermittency, and ordered dynamics. Such complex interactions cause catastrophically high-amplitude acoustic pressure oscil...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:arXiv.org 2023-08
Hauptverfasser: Tandon, Shruti, Sujith, Raman I
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page
container_issue
container_start_page
container_title arXiv.org
container_volume
creator Tandon, Shruti
Sujith, Raman I
description Thermoacoustic systems are complex systems where the interactions between the hydrodynamic, acoustic and heat release rate fluctuations lead to diverse dynamics such as chaos, intermittency, and ordered dynamics. Such complex interactions cause catastrophically high-amplitude acoustic pressure oscillations and the emergence of order in the spatio-temporal dynamics, referred to as thermoacoustic instability. In this work, we use multilayer networks to study the spatial pattern of inter-subsystem interactions between the vorticity dynamics and thermoacoustic power generated due to acoustically-coupled combustion in a bluff-body stabilized turbulent dump combustor. We construct a two-layered network where the layers represent the thermoacoustic power and vorticity fields. The inter-layer links are determined using cross-variable short-window correlations between vorticity and thermoacoustic power fluctuations at any two locations in the flow field. Analyzing the topology of inter-layer networks, using network properties such as degree correlations and link-rank distributions, helps us infer the spatial inhomogeneities in inter-subsystem interactions and unravel the fluid mechanical processes involved during different dynamical states. We show that, during chaotic dynamics, interactions between subsystems are non-localized and spread throughout the flow field of the combustor. During the state of thermoacoustic instability (order), we find that intense interactions occur in between regions of coherent vortex shedding and thermoacoustic power generation and we understand that these processes are strongly and locally coupled. Moreover, we discover that such dense inter-layer connections emerge in spatial pockets in the dump plane of the combustor during the state of intermittency much prior to the onset of order.
doi_str_mv 10.48550/arxiv.2208.14091
format Article
fullrecord <record><control><sourceid>proquest_arxiv</sourceid><recordid>TN_cdi_arxiv_primary_2208_14091</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2708657276</sourcerecordid><originalsourceid>FETCH-LOGICAL-a951-da8e9c64db10c700882e74160ef0bbc446c5bf872294f1c3d89787276ad4086a3</originalsourceid><addsrcrecordid>eNotkF1LwzAUhoMgOOZ-gFcGvO48SZMmvZThx2Dize5LmqaY2TYzH7r-e7vVq8MD7_vAeRG6I7BmknN4VP5kf9aUglwTBiW5Qgua5ySTjNIbtArhAAC0EJTzfIGG99RF26nReDyY-Ov8F1aD6sZgA44Oh5iaEWvXHztzwnaIxmch1WEM0fQzKx2tG8IEWOGYfJ06M0QcP43vndIuhWg1nhu36LpVXTCr_7tE-5fn_eYt2328bjdPu0yVnGSNkqbUBWtqAloASEmNYKQA00Jda8YKzetWCkpL1hKdN7IUE4lCNQxkofIlup-1lzGqo7e98mN1HqW6jDIlHubE0bvvZEKsDi756fFQUTE5-FmX_wF90Wes</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2708657276</pqid></control><display><type>article</type><title>Multilayer network analysis to study complex inter-subsystem interactions in a turbulent thermoacoustic system</title><source>arXiv.org</source><source>Free E- Journals</source><creator>Tandon, Shruti ; Sujith, Raman I</creator><creatorcontrib>Tandon, Shruti ; Sujith, Raman I</creatorcontrib><description>Thermoacoustic systems are complex systems where the interactions between the hydrodynamic, acoustic and heat release rate fluctuations lead to diverse dynamics such as chaos, intermittency, and ordered dynamics. Such complex interactions cause catastrophically high-amplitude acoustic pressure oscillations and the emergence of order in the spatio-temporal dynamics, referred to as thermoacoustic instability. In this work, we use multilayer networks to study the spatial pattern of inter-subsystem interactions between the vorticity dynamics and thermoacoustic power generated due to acoustically-coupled combustion in a bluff-body stabilized turbulent dump combustor. We construct a two-layered network where the layers represent the thermoacoustic power and vorticity fields. The inter-layer links are determined using cross-variable short-window correlations between vorticity and thermoacoustic power fluctuations at any two locations in the flow field. Analyzing the topology of inter-layer networks, using network properties such as degree correlations and link-rank distributions, helps us infer the spatial inhomogeneities in inter-subsystem interactions and unravel the fluid mechanical processes involved during different dynamical states. We show that, during chaotic dynamics, interactions between subsystems are non-localized and spread throughout the flow field of the combustor. During the state of thermoacoustic instability (order), we find that intense interactions occur in between regions of coherent vortex shedding and thermoacoustic power generation and we understand that these processes are strongly and locally coupled. Moreover, we discover that such dense inter-layer connections emerge in spatial pockets in the dump plane of the combustor during the state of intermittency much prior to the onset of order.</description><identifier>EISSN: 2331-8422</identifier><identifier>DOI: 10.48550/arxiv.2208.14091</identifier><language>eng</language><publisher>Ithaca: Cornell University Library, arXiv.org</publisher><subject>Acoustics ; Combustion chambers ; Complex systems ; Dynamic stability ; Dynamics ; Flow stability ; Fluid flow ; Heat release rate ; Hubs ; Intermittency ; Multilayers ; Network analysis ; Network topologies ; Physics - Fluid Dynamics ; Pressure oscillations ; Subsystems ; Thermoacoustics ; Vorticity</subject><ispartof>arXiv.org, 2023-08</ispartof><rights>2023. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>http://creativecommons.org/licenses/by-nc-nd/4.0</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>228,230,780,784,885,27925</link.rule.ids><backlink>$$Uhttps://doi.org/10.1017/jfm.2023.338$$DView published paper (Access to full text may be restricted)$$Hfree_for_read</backlink><backlink>$$Uhttps://doi.org/10.48550/arXiv.2208.14091$$DView paper in arXiv$$Hfree_for_read</backlink></links><search><creatorcontrib>Tandon, Shruti</creatorcontrib><creatorcontrib>Sujith, Raman I</creatorcontrib><title>Multilayer network analysis to study complex inter-subsystem interactions in a turbulent thermoacoustic system</title><title>arXiv.org</title><description>Thermoacoustic systems are complex systems where the interactions between the hydrodynamic, acoustic and heat release rate fluctuations lead to diverse dynamics such as chaos, intermittency, and ordered dynamics. Such complex interactions cause catastrophically high-amplitude acoustic pressure oscillations and the emergence of order in the spatio-temporal dynamics, referred to as thermoacoustic instability. In this work, we use multilayer networks to study the spatial pattern of inter-subsystem interactions between the vorticity dynamics and thermoacoustic power generated due to acoustically-coupled combustion in a bluff-body stabilized turbulent dump combustor. We construct a two-layered network where the layers represent the thermoacoustic power and vorticity fields. The inter-layer links are determined using cross-variable short-window correlations between vorticity and thermoacoustic power fluctuations at any two locations in the flow field. Analyzing the topology of inter-layer networks, using network properties such as degree correlations and link-rank distributions, helps us infer the spatial inhomogeneities in inter-subsystem interactions and unravel the fluid mechanical processes involved during different dynamical states. We show that, during chaotic dynamics, interactions between subsystems are non-localized and spread throughout the flow field of the combustor. During the state of thermoacoustic instability (order), we find that intense interactions occur in between regions of coherent vortex shedding and thermoacoustic power generation and we understand that these processes are strongly and locally coupled. Moreover, we discover that such dense inter-layer connections emerge in spatial pockets in the dump plane of the combustor during the state of intermittency much prior to the onset of order.</description><subject>Acoustics</subject><subject>Combustion chambers</subject><subject>Complex systems</subject><subject>Dynamic stability</subject><subject>Dynamics</subject><subject>Flow stability</subject><subject>Fluid flow</subject><subject>Heat release rate</subject><subject>Hubs</subject><subject>Intermittency</subject><subject>Multilayers</subject><subject>Network analysis</subject><subject>Network topologies</subject><subject>Physics - Fluid Dynamics</subject><subject>Pressure oscillations</subject><subject>Subsystems</subject><subject>Thermoacoustics</subject><subject>Vorticity</subject><issn>2331-8422</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GOX</sourceid><recordid>eNotkF1LwzAUhoMgOOZ-gFcGvO48SZMmvZThx2Dize5LmqaY2TYzH7r-e7vVq8MD7_vAeRG6I7BmknN4VP5kf9aUglwTBiW5Qgua5ySTjNIbtArhAAC0EJTzfIGG99RF26nReDyY-Ov8F1aD6sZgA44Oh5iaEWvXHztzwnaIxmch1WEM0fQzKx2tG8IEWOGYfJ06M0QcP43vndIuhWg1nhu36LpVXTCr_7tE-5fn_eYt2328bjdPu0yVnGSNkqbUBWtqAloASEmNYKQA00Jda8YKzetWCkpL1hKdN7IUE4lCNQxkofIlup-1lzGqo7e98mN1HqW6jDIlHubE0bvvZEKsDi756fFQUTE5-FmX_wF90Wes</recordid><startdate>20230831</startdate><enddate>20230831</enddate><creator>Tandon, Shruti</creator><creator>Sujith, Raman I</creator><general>Cornell University Library, arXiv.org</general><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M7S</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope><scope>GOX</scope></search><sort><creationdate>20230831</creationdate><title>Multilayer network analysis to study complex inter-subsystem interactions in a turbulent thermoacoustic system</title><author>Tandon, Shruti ; Sujith, Raman I</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a951-da8e9c64db10c700882e74160ef0bbc446c5bf872294f1c3d89787276ad4086a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Acoustics</topic><topic>Combustion chambers</topic><topic>Complex systems</topic><topic>Dynamic stability</topic><topic>Dynamics</topic><topic>Flow stability</topic><topic>Fluid flow</topic><topic>Heat release rate</topic><topic>Hubs</topic><topic>Intermittency</topic><topic>Multilayers</topic><topic>Network analysis</topic><topic>Network topologies</topic><topic>Physics - Fluid Dynamics</topic><topic>Pressure oscillations</topic><topic>Subsystems</topic><topic>Thermoacoustics</topic><topic>Vorticity</topic><toplevel>online_resources</toplevel><creatorcontrib>Tandon, Shruti</creatorcontrib><creatorcontrib>Sujith, Raman I</creatorcontrib><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science &amp; Engineering Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Publicly Available Content (ProQuest)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Engineering collection</collection><collection>arXiv.org</collection><jtitle>arXiv.org</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Tandon, Shruti</au><au>Sujith, Raman I</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Multilayer network analysis to study complex inter-subsystem interactions in a turbulent thermoacoustic system</atitle><jtitle>arXiv.org</jtitle><date>2023-08-31</date><risdate>2023</risdate><eissn>2331-8422</eissn><abstract>Thermoacoustic systems are complex systems where the interactions between the hydrodynamic, acoustic and heat release rate fluctuations lead to diverse dynamics such as chaos, intermittency, and ordered dynamics. Such complex interactions cause catastrophically high-amplitude acoustic pressure oscillations and the emergence of order in the spatio-temporal dynamics, referred to as thermoacoustic instability. In this work, we use multilayer networks to study the spatial pattern of inter-subsystem interactions between the vorticity dynamics and thermoacoustic power generated due to acoustically-coupled combustion in a bluff-body stabilized turbulent dump combustor. We construct a two-layered network where the layers represent the thermoacoustic power and vorticity fields. The inter-layer links are determined using cross-variable short-window correlations between vorticity and thermoacoustic power fluctuations at any two locations in the flow field. Analyzing the topology of inter-layer networks, using network properties such as degree correlations and link-rank distributions, helps us infer the spatial inhomogeneities in inter-subsystem interactions and unravel the fluid mechanical processes involved during different dynamical states. We show that, during chaotic dynamics, interactions between subsystems are non-localized and spread throughout the flow field of the combustor. During the state of thermoacoustic instability (order), we find that intense interactions occur in between regions of coherent vortex shedding and thermoacoustic power generation and we understand that these processes are strongly and locally coupled. Moreover, we discover that such dense inter-layer connections emerge in spatial pockets in the dump plane of the combustor during the state of intermittency much prior to the onset of order.</abstract><cop>Ithaca</cop><pub>Cornell University Library, arXiv.org</pub><doi>10.48550/arxiv.2208.14091</doi><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier EISSN: 2331-8422
ispartof arXiv.org, 2023-08
issn 2331-8422
language eng
recordid cdi_arxiv_primary_2208_14091
source arXiv.org; Free E- Journals
subjects Acoustics
Combustion chambers
Complex systems
Dynamic stability
Dynamics
Flow stability
Fluid flow
Heat release rate
Hubs
Intermittency
Multilayers
Network analysis
Network topologies
Physics - Fluid Dynamics
Pressure oscillations
Subsystems
Thermoacoustics
Vorticity
title Multilayer network analysis to study complex inter-subsystem interactions in a turbulent thermoacoustic system
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-20T17%3A46%3A29IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_arxiv&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Multilayer%20network%20analysis%20to%20study%20complex%20inter-subsystem%20interactions%20in%20a%20turbulent%20thermoacoustic%20system&rft.jtitle=arXiv.org&rft.au=Tandon,%20Shruti&rft.date=2023-08-31&rft.eissn=2331-8422&rft_id=info:doi/10.48550/arxiv.2208.14091&rft_dat=%3Cproquest_arxiv%3E2708657276%3C/proquest_arxiv%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2708657276&rft_id=info:pmid/&rfr_iscdi=true