{"id":"https://openalex.org/W4412482560","doi":"https://doi.org/10.1109/wfcs63373.2025.11077658","title":"DIAMOND: Dynamic Industrial and ML-Optimized Network Design","display_name":"DIAMOND: Dynamic Industrial and ML-Optimized Network Design","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4412482560","doi":"https://doi.org/10.1109/wfcs63373.2025.11077658"},"language":"en","primary_location":{"id":"doi:10.1109/wfcs63373.2025.11077658","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wfcs63373.2025.11077658","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 21st International Conference on Factory Communication Systems (WFCS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092660575","display_name":"Marco Reisacher","orcid":"https://orcid.org/0009-0005-8125-4487"},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Marco Reisacher","raw_affiliation_strings":["Siemens AG,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Siemens AG,Munich,Germany","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106326525","display_name":"Nikolaos Mitsakis","orcid":"https://orcid.org/0009-0003-8724-383X"},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nikolaos Mitsakis","raw_affiliation_strings":["Siemens AG,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Siemens AG,Munich,Germany","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010345569","display_name":"Andreas Blenk","orcid":"https://orcid.org/0000-0002-2001-4050"},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Blenk","raw_affiliation_strings":["Siemens AG,Munich,Germany"],"affiliations":[{"raw_affiliation_string":"Siemens AG,Munich,Germany","institution_ids":["https://openalex.org/I1325886976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5092660575"],"corresponding_institution_ids":["https://openalex.org/I1325886976"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2247741,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10829","display_name":"Interconnection Networks and Systems","score":0.9897000193595886,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9890000224113464,"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/diamond","display_name":"Diamond","score":0.5424831509590149},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5113779902458191},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.23974472284317017},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.10220131278038025}],"concepts":[{"id":"https://openalex.org/C2776921476","wikidata":"https://www.wikidata.org/wiki/Q5283","display_name":"Diamond","level":2,"score":0.5424831509590149},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5113779902458191},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.23974472284317017},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.10220131278038025}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wfcs63373.2025.11077658","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wfcs63373.2025.11077658","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 21st International Conference on Factory Communication Systems (WFCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2002590891","https://openalex.org/W2053347647","https://openalex.org/W2141810662","https://openalex.org/W2346809365","https://openalex.org/W2521759377","https://openalex.org/W2608098969","https://openalex.org/W2743429249","https://openalex.org/W2885660591","https://openalex.org/W2920179928","https://openalex.org/W2953287140","https://openalex.org/W2963222872","https://openalex.org/W3002057986","https://openalex.org/W3029618945","https://openalex.org/W3089552161","https://openalex.org/W3094306715","https://openalex.org/W4211055935","https://openalex.org/W4231891315","https://openalex.org/W4232093111","https://openalex.org/W4281555654","https://openalex.org/W4289525065","https://openalex.org/W4292266691","https://openalex.org/W4292794790","https://openalex.org/W4312174369","https://openalex.org/W4322762499","https://openalex.org/W4364858182","https://openalex.org/W4376626209","https://openalex.org/W4376891469","https://openalex.org/W4383108776","https://openalex.org/W4385975217","https://openalex.org/W4386396132","https://openalex.org/W4388001890","https://openalex.org/W4391770593","https://openalex.org/W4396729223","https://openalex.org/W4399198656","https://openalex.org/W4399317953","https://openalex.org/W4401327590","https://openalex.org/W4403489802","https://openalex.org/W4405306083","https://openalex.org/W4412445459"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2383733224","https://openalex.org/W2061850064","https://openalex.org/W2073096583","https://openalex.org/W2014943095","https://openalex.org/W2075911864","https://openalex.org/W2069356849","https://openalex.org/W2390279801"],"abstract_inverted_index":{"Todays":[0],"factories":[1,30],"rely":[2],"on":[3,102],"expansive":[4],"networks":[5,54,185,192],"carrying":[6],"mass":[7],"amounts":[8],"of":[9,15,39,61,76,163],"data":[10,75,94,103,115],"from":[11,106],"sensors,":[12],"machines,":[13],"internet":[14],"things":[16],"(IoT)":[17],"devices,":[18],"and":[19,66,121,151,161,171,186],"machine":[20],"learning":[21],"(ML)":[22],"applications.":[23,63],"Providing":[24],"predictable":[25],"network":[26,80,144,169],"performance":[27,120],"in":[28],"these":[29],"is":[31],"a":[32,136],"crucial":[33],"step":[34,84,134,155],"toward":[35],"the":[36,44,58,68,73,157,168,175,180],"efficient":[37,184],"operation":[38],"ML":[40,62,77,86,164],"applications":[41,78,87],"and,":[42],"thus,":[43],"factory":[45],"itself.":[46],"This":[47,154],"paper":[48],"introduces":[49],"DIAMOND":[50,64],"for":[51,79,182],"designing":[52,183],"industrial":[53],"specifically":[55],"tailored":[56],"to":[57,88,92,108,128,142,166],"realworld":[59],"requirements":[60],"analyzes":[65,85],"uses":[67,135],"optimization":[69,130],"opportunities":[70],"lying":[71],"within":[72,174],"training":[74,126],"planning.":[81],"DIAMOND\u2019s":[82],"first":[83],"investigate":[89],"their":[90],"accuracy":[91],"incoming":[93],"rate":[95],"trade-offs.":[96],"The":[97,132,177],"method":[98],"evaluates":[99],"models":[100,165],"trained":[101],"qualities":[104],"ranging":[105],"worst":[107],"best":[109],"under":[110],"certain":[111],"degradation":[112,116],"scenarios.":[113],"While":[114],"can":[117],"affect":[118],"inference":[119],"accuracy,":[122],"using":[123],"it":[124],"during":[125],"leads":[127],"more":[129],"opportunities.":[131],"second":[133],"mixed":[137],"integer":[138],"linear":[139],"program":[140],"(MILP)":[141],"design":[143],"topologies":[145],"considering":[146],"available":[147],"compute":[148],"resources,":[149],"latency,":[150],"infrastructure":[152],"costs.":[153],"exploits":[156],"newly":[158],"gained":[159],"flexibility":[160],"robustness":[162],"optimize":[167],"topology":[170],"server":[172],"placement":[173],"infrastructure.":[176],"results":[178],"demonstrate":[179],"need":[181],"avoiding":[187],"overprovisioning,":[188],"as":[189],"purposefully":[190],"built":[191],"outperform":[193],"off-the-shelf":[194],"topologies.":[195]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
