{"id":"https://openalex.org/W4384157951","doi":"https://doi.org/10.1109/netsoft57336.2023.10175506","title":"Adaptive Services Function Chain Orchestration For Digital Health Twin Use Cases: Heuristic-boosted Q-Learning Approach","display_name":"Adaptive Services Function Chain Orchestration For Digital Health Twin Use Cases: Heuristic-boosted Q-Learning Approach","publication_year":2023,"publication_date":"2023-06-19","ids":{"openalex":"https://openalex.org/W4384157951","doi":"https://doi.org/10.1109/netsoft57336.2023.10175506"},"language":"en","primary_location":{"id":"doi:10.1109/netsoft57336.2023.10175506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/netsoft57336.2023.10175506","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 9th International Conference on Network Softwarization (NetSoft)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://handle.uba.uva.nl/personal/pure/en/publications/adaptive-services-function-chain-orchestration-for-digital-health-twin-use-cases(198a3453-b614-44ac-88db-766de2cf6784).html","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030816922","display_name":"Jamila Alsayed Kassem","orcid":"https://orcid.org/0000-0003-1520-2767"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]},{"id":"https://openalex.org/I55106644","display_name":"Amsterdam University of Applied Sciences","ror":"https://ror.org/00y2z2s03","country_code":"NL","type":"education","lineage":["https://openalex.org/I55106644"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Jamila Alsayed Kassem","raw_affiliation_strings":["IvI University of Amsterdam,MNS Lab,Amsterdam,Netherlands","MNS Lab, IvI University of Amsterdam, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"IvI University of Amsterdam,MNS Lab,Amsterdam,Netherlands","institution_ids":["https://openalex.org/I55106644"]},{"raw_affiliation_string":"MNS Lab, IvI University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020561528","display_name":"Zhong Li","orcid":"https://orcid.org/0000-0003-1482-5428"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]},{"id":"https://openalex.org/I55106644","display_name":"Amsterdam University of Applied Sciences","ror":"https://ror.org/00y2z2s03","country_code":"NL","type":"education","lineage":["https://openalex.org/I55106644"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Li Zhong","raw_affiliation_strings":["University of Amsterdam,SNE, IvI,Amsterdam,Netherlands","SNE, IvI, University of Amsterdam, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam,SNE, IvI,Amsterdam,Netherlands","institution_ids":["https://openalex.org/I887064364","https://openalex.org/I55106644"]},{"raw_affiliation_string":"SNE, IvI, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028476081","display_name":"A. Taal","orcid":"https://orcid.org/0000-0001-8547-7243"},"institutions":[{"id":"https://openalex.org/I55106644","display_name":"Amsterdam University of Applied Sciences","ror":"https://ror.org/00y2z2s03","country_code":"NL","type":"education","lineage":["https://openalex.org/I55106644"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Arie Taal","raw_affiliation_strings":["University of Amsterdam,MNS, IvI,Amsterdam,Netherlands","MNS, IvI, University of Amsterdam, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam,MNS, IvI,Amsterdam,Netherlands","institution_ids":["https://openalex.org/I55106644","https://openalex.org/I887064364"]},{"raw_affiliation_string":"MNS, IvI, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007029875","display_name":"Paola Grosso","orcid":"https://orcid.org/0000-0003-4600-9812"},"institutions":[{"id":"https://openalex.org/I55106644","display_name":"Amsterdam University of Applied Sciences","ror":"https://ror.org/00y2z2s03","country_code":"NL","type":"education","lineage":["https://openalex.org/I55106644"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Paola Grosso","raw_affiliation_strings":["University of Amsterdam,MNS, IvI,Amsterdam,Netherlands","MNS, IvI, University of Amsterdam, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam,MNS, IvI,Amsterdam,Netherlands","institution_ids":["https://openalex.org/I55106644","https://openalex.org/I887064364"]},{"raw_affiliation_string":"MNS, IvI, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5030816922"],"corresponding_institution_ids":["https://openalex.org/I55106644","https://openalex.org/I887064364"],"apc_list":null,"apc_paid":null,"fwci":0.617,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73370973,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"187","last_page":"191"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9787999987602234,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7652789354324341},{"id":"https://openalex.org/keywords/chaining","display_name":"Chaining","score":0.7384136319160461},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.6741652488708496},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6680489778518677},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6279886364936829},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5127009153366089},{"id":"https://openalex.org/keywords/virtual-network","display_name":"Virtual network","score":0.44228994846343994},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.42075788974761963},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4014959931373596},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3235497772693634}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7652789354324341},{"id":"https://openalex.org/C49020025","wikidata":"https://www.wikidata.org/wiki/Q1059099","display_name":"Chaining","level":2,"score":0.7384136319160461},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.6741652488708496},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6680489778518677},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6279886364936829},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5127009153366089},{"id":"https://openalex.org/C2776874963","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Virtual network","level":2,"score":0.44228994846343994},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.42075788974761963},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4014959931373596},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3235497772693634},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/netsoft57336.2023.10175506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/netsoft57336.2023.10175506","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 9th International Conference on Network Softwarization (NetSoft)","raw_type":"proceedings-article"},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/198a3453-b614-44ac-88db-766de2cf6784","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/adaptive-services-function-chain-orchestration-for-digital-health-twin-use-cases(198a3453-b614-44ac-88db-766de2cf6784).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Alsayed Kassem, J, Zhong, L, Taal, A & Grosso, P 2023, Adaptive Services Function Chain Orchestration for Digital Health Twin Use Cases : Heuristic-boosted Q-Learning Approach. in C J Bernardos, B Martini, E Rojas, F L Verdi, Z Zhu, E Oki & H Parzyjegla (eds), 2023 IEEE 9th International Conference on Network Softwarization (NetSoft 2023) : proceedings : Boosting Future Networks through Advanced Softwarization : 19-23 June 2023, Madrid, Spain. Piscataway, NJ, pp. 187-191, 9th IEEE International Conference on Network Softwarization, NetSoft 2023, Madrid, Spain, 19/06/23. https://doi.org/10.1109/NetSoft57336.2023.10175506","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dare.uva.nl:openaire/198a3453-b614-44ac-88db-766de2cf6784","is_oa":true,"landing_page_url":"https://hdl.handle.net/11245.1/198a3453-b614-44ac-88db-766de2cf6784","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Alsayed Kassem, J, Zhong, L, Taal, A & Grosso, P 2023, Adaptive Services Function Chain Orchestration for Digital Health Twin Use Cases : Heuristic-boosted Q-Learning Approach. in C J Bernardos, B Martini, E Rojas, F L Verdi, Z Zhu, E Oki & H Parzyjegla (eds), 2023 IEEE 9th International Conference on Network Softwarization (NetSoft 2023) : proceedings : Boosting Future Networks through Advanced Softwarization : 19-23 June 2023, Madrid, Spain. Piscataway, NJ, pp. 187-191, 9th IEEE International Conference on Network Softwarization, NetSoft 2023, Madrid, Spain, 19/06/23. https://doi.org/10.1109/NetSoft57336.2023.10175506","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/198a3453-b614-44ac-88db-766de2cf6784","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/adaptive-services-function-chain-orchestration-for-digital-health-twin-use-cases(198a3453-b614-44ac-88db-766de2cf6784).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Alsayed Kassem, J, Zhong, L, Taal, A & Grosso, P 2023, Adaptive Services Function Chain Orchestration for Digital Health Twin Use Cases : Heuristic-boosted Q-Learning Approach. in C J Bernardos, B Martini, E Rojas, F L Verdi, Z Zhu, E Oki & H Parzyjegla (eds), 2023 IEEE 9th International Conference on Network Softwarization (NetSoft 2023) : proceedings : Boosting Future Networks through Advanced Softwarization : 19-23 June 2023, Madrid, Spain. Piscataway, NJ, pp. 187-191, 9th IEEE International Conference on Network Softwarization, NetSoft 2023, Madrid, Spain, 19/06/23. https://doi.org/10.1109/NetSoft57336.2023.10175506","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.6200000047683716,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1540044737","https://openalex.org/W2047355416","https://openalex.org/W2112799324","https://openalex.org/W3010267575","https://openalex.org/W3091460087","https://openalex.org/W3163356365","https://openalex.org/W3170582445","https://openalex.org/W3172461472","https://openalex.org/W4200545463","https://openalex.org/W4253738585","https://openalex.org/W4312454759","https://openalex.org/W4312594689","https://openalex.org/W4384157951","https://openalex.org/W6797434948"],"related_works":["https://openalex.org/W2909303661","https://openalex.org/W2903328691","https://openalex.org/W2791010391","https://openalex.org/W2967858304","https://openalex.org/W2889650910","https://openalex.org/W2538052369","https://openalex.org/W2951557574","https://openalex.org/W3015273126","https://openalex.org/W4300138531","https://openalex.org/W2213647654"],"abstract_inverted_index":{"Digital":[0],"Twin":[1],"(DT)":[2],"is":[3,127],"a":[4,61,68,112],"prominent":[5],"technology":[6],"to":[7,50,107],"utilise":[8],"and":[9,30,75,91,100,130],"deploy":[10],"within":[11],"the":[12,16,41,83,88],"healthcare":[13],"sector.":[14],"Yet,":[15],"main":[17],"challenges":[18,42],"facing":[19],"such":[20],"applications":[21],"are:":[22],"strict":[23],"health":[24,122],"data-sharing":[25,57,85],"policies,":[26],"high-performance":[27],"network":[28,118],"requirements,":[29],"possible":[31],"infrastructure":[32,72,92],"resource":[33],"limitations.":[34],"In":[35],"this":[36],"paper,":[37],"we":[38,114],"address":[39],"all":[40],"by":[43],"provisioning":[44],"adaptive":[45,117],"Virtual":[46],"Network":[47,63],"Functions":[48],"(VNFs)":[49],"enforce":[51],"security":[52],"policies":[53,89],"associated":[54],"with":[55,105],"different":[56],"scenarios.":[58],"We":[59],"define":[60],"Cloud-Native":[62],"orchestrator":[64],"on":[65],"top":[66],"of":[67],"multi-node":[69],"cluster":[70],"mesh":[71],"for":[73,120],"flexible":[74],"dynamic":[76],"container":[77],"scheduling.":[78],"The":[79],"proposed":[80],"framework":[81],"considers":[82],"intended":[84],"use":[86,124],"case,":[87],"associated,":[90],"configurations,":[93],"then":[94],"provisions":[95],"Service":[96],"Function":[97],"Chaining":[98],"(SFC)":[99],"provides":[101],"routing":[102],"configurations":[103],"accordingly":[104],"little":[106],"no":[108],"human":[109],"intervention.":[110],"As":[111],"result,":[113],"provide":[115],"an":[116],"orchestration":[119],"digital":[121],"twin":[123],"cases,":[125],"that":[126],"policy-aware,":[128],"requirements-aware,":[129],"resource-aware.":[131]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}
