{"id":"https://openalex.org/W7213435646","doi":"https://doi.org/10.5281/zenodo.22792704","title":"PhyAgent-TWM: Reproducibility package for physics-grounded agentic tool-wear management","display_name":"PhyAgent-TWM: Reproducibility package for physics-grounded agentic tool-wear management","publication_year":2026,"publication_date":"2026-09-16","ids":{"openalex":"https://openalex.org/W7213435646","doi":"https://doi.org/10.5281/zenodo.22792704"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.22792704","doi":"https://doi.org/10.5281/zenodo.22792704","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22792704","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Software"},"volume":null,"type":"software","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.22792704","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086850343","display_name":"Obinna Onyebuchi Barah","orcid":"https://orcid.org/0000-0002-5131-3045","observed_orcids":["https://orcid.org/0000-0002-5131-3045"]},"institutions":[{"id":"https://openalex.org/I2752562790","display_name":"Kampala International University","ror":"https://ror.org/017g82c94","country_code":"UG","type":"education","lineage":["https://openalex.org/I2752562790"]}],"countries":["UG"],"is_corresponding":false,"raw_author_name":"Barah, Obinna Onyebuchi","raw_affiliation_strings":["Kampala International University, Uganda"],"raw_orcid":"https://orcid.org/0000-0002-5131-3045","affiliations":[{"raw_affiliation_string":"Kampala International University, Uganda","institution_ids":["https://openalex.org/I2752562790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009333426","display_name":"Abdulrazak Jinadu Otaru","orcid":"https://orcid.org/0000-0002-3057-4991","observed_orcids":["https://orcid.org/0000-0002-3057-4991"]},"institutions":[{"id":"https://openalex.org/I4626487","display_name":"King Faisal University","ror":"https://ror.org/00dn43547","country_code":"SA","type":"education","lineage":["https://openalex.org/I4626487"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Otaru, Abdulrazak Jinadu","raw_affiliation_strings":["King Faisal University, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Faisal University, Saudi Arabia","institution_ids":["https://openalex.org/I4626487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093294757","display_name":"Ige Bori","orcid":"https://orcid.org/0000-0001-7001-094X","observed_orcids":["https://orcid.org/0000-0001-7001-094X"]},"institutions":[{"id":"https://openalex.org/I76661892","display_name":"Federal University of Technology Minna","ror":"https://ror.org/0568y3j03","country_code":"NG","type":"education","lineage":["https://openalex.org/I76661892"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Ige, Bori","raw_affiliation_strings":["Federal University of Technology, Minna, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Technology, Minna, Nigeria","institution_ids":["https://openalex.org/I76661892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5150407865","display_name":"Khalil,, Sami F.","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4626487","display_name":"King Faisal University","ror":"https://ror.org/00dn43547","country_code":"SA","type":"education","lineage":["https://openalex.org/I4626487"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Khalil, Sami F","raw_affiliation_strings":["King Faisal University, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Faisal University, Saudi Arabia","institution_ids":["https://openalex.org/I4626487"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.6553000211715698,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.6553000211715698,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10188","display_name":"Advanced machining processes and optimization","score":0.16099999845027924,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.060499999672174454,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/agentic-ai","display_name":"agentic AI","score":0.6690000295639038},{"id":"https://openalex.org/keywords/autonomous-maintenance","display_name":"autonomous maintenance","score":0.7889999747276306},{"id":"https://openalex.org/keywords/machining","display_name":"machining","score":0.31200000643730164},{"id":"https://openalex.org/keywords/milling","display_name":"milling","score":0.6819999814033508},{"id":"https://openalex.org/keywords/synthetic-benchmark-dataset","display_name":"synthetic benchmark dataset","score":0.6209999918937683},{"id":"https://openalex.org/keywords/tool-trajectory","display_name":"tool trajectory","score":0.5019999742507935},{"id":"https://openalex.org/keywords/smart-manufacturing","display_name":"smart manufacturing","score":0.4779999852180481},{"id":"https://openalex.org/keywords/sensor-dropout","display_name":"sensor dropout","score":0.33500000834465027}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6498000025749207},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6424999833106995},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.5544000267982483},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.5329999923706055},{"id":"https://openalex.org/C2780440489","wikidata":"https://www.wikidata.org/wiki/Q5227278","display_name":"Data-driven","level":2,"score":0.5318999886512756},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49399998784065247},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.40459999442100525},{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.38940000534057617},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3801000118255615},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36980000138282776},{"id":"https://openalex.org/C2777042071","wikidata":"https://www.wikidata.org/wiki/Q6509304","display_name":"Leakage (economics)","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C92446256","wikidata":"https://www.wikidata.org/wiki/Q3306762","display_name":"Data validation","level":2,"score":0.3303000032901764},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.328000009059906},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2987000048160553},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.2687000036239624},{"id":"https://openalex.org/C2780553607","wikidata":"https://www.wikidata.org/wiki/Q684868","display_name":"Attrition","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25060001015663147}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.22792704","doi":"https://doi.org/10.5281/zenodo.22792704","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22792704","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Software"},{"id":"doi:10.5281/zenodo.22792705","doi":"https://doi.org/10.5281/zenodo.22792705","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22792705","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Software"}],"best_oa_location":{"id":"doi:10.5281/zenodo.22792704","doi":"https://doi.org/10.5281/zenodo.22792704","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22792704","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Software"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7220404762","https://openalex.org/W7204902955","https://openalex.org/W7171797635","https://openalex.org/W7220719419","https://openalex.org/W7162646376","https://openalex.org/W7169526038","https://openalex.org/W7127626612","https://openalex.org/W7202039891","https://openalex.org/W7202247540","https://openalex.org/W4416237351"],"abstract_inverted_index":{"PhyAgent-TWM":[0,169,236],"is":[1,170],"a":[2,72],"fully":[3],"reproducible":[4,123],"research":[5],"package":[6,127],"accompanying":[7],"the":[8,62,129,166,174,199,212,235],"study":[9],"From":[10],"Prognosis":[11],"to":[12,164,172,179],"Action:":[13],"A":[14],"Physics-Grounded":[15],"Agentic":[16],"AI":[17],"Framework":[18],"for":[19,56,67],"Autonomous":[20],"and":[21,52,82,95,108,114,122,141,145,161,211,238,245],"Uncertainty-Aware":[22],"Tool-Wear":[23],"Management":[24],"in":[25],"Smart":[26],"Manufacturing.":[27],"The":[28,59,100,126,227],"framework":[29],"integrates":[30],"multimodal":[31],"condition":[32],"evidence,":[33],"physics-grounded":[34,74],"degradation":[35],"modelling,":[36],"remaining":[37],"useful":[38],"life":[39],"(RUL)":[40],"prognosis,":[41],"tool-group-aware":[42],"conformal":[43],"uncertainty":[44],"quantification,":[45],"explicit":[46],"engineering":[47],"knowledge,":[48],"sequential":[49,148],"decision":[50,142],"logic,":[51],"deterministic":[53,73],"safety":[54],"constraints":[55],"tool-management":[57],"actions.":[58],"repository":[60,157,228],"provides":[61],"complete":[63],"reproducibility":[64],"benchmark":[65,101,131],"used":[66],"decision-level":[68],"validation.":[69],"It":[70],"contains":[71,128],"digital":[75],"surrogate":[76],"comprising":[77],"300":[78],"independent":[79],"tool":[80,88],"trajectories":[81],"32,382":[83],"machining":[84],"cycles,":[85],"partitioned":[86],"at":[87],"level":[89],"into":[90],"180":[91],"training,":[92],"60":[93,96],"calibration,":[94],"held-out":[97],"test":[98],"trajectories.":[99],"includes":[102],"process-context":[103],"variables,":[104],"sensor-derived":[105],"features,":[106],"wear":[107],"RUL":[109],"targets,":[110],"controlled":[111],"sensor":[112],"disturbances":[113],"dropout":[115],"events,":[116],"fixed":[117,135],"data":[118,133,225],"partitions,":[119],"leakage":[120],"controls,":[121],"evaluation":[124],"outputs.":[125],"synthetic":[130],"dataset,":[132,202],"dictionary,":[134],"train/calibration/test":[136],"splits,":[137],"experiment":[138],"configuration,":[139],"predictive":[140],"metrics,":[143],"robustness":[144],"ablation":[146],"results,":[147],"replay":[149],"outputs,":[150],"figure-generation":[151],"assets,":[152],"manuscript":[153],"figures,":[154],"supplementary":[155],"material,":[156],"metadata,":[158],"licensing":[159],"information,":[160],"documentation":[162],"required":[163],"reproduce":[165],"reported":[167],"analyses.":[168],"intended":[171],"evaluate":[173],"transition":[175],"from":[176],"prognostic":[177],"prediction":[178],"auditable":[180],"maintenance":[181,248],"action":[182],"without":[183],"claiming":[184],"causal":[185],"machine-control":[186],"effects":[187],"that":[188],"are":[189,216],"unsupported":[190],"by":[191],"existing":[192],"public":[193],"milling":[194,201,205],"datasets.":[195],"Public":[196],"resources":[197],"including":[198],"Piecuch-Zabinski":[200],"PHM":[203],"2010":[204],"challenge,":[206],"NASA":[207],"Milling":[208],"Wear":[209],"repository,":[210],"Denkena-Klemme-Stiehl":[213],"cross-machine":[214],"dataset":[215],"therefore":[217],"treated":[218],"as":[219],"external-validation":[220],"targets":[221],"rather":[222],"than":[223],"redistributed":[224],"sources.":[226],"supports":[229],"transparent":[230],"replication,":[231],"benchmarking,":[232],"extension":[233],"of":[234,242],"architecture,":[237],"future":[239],"external":[240],"validation":[241],"physics-grounded,":[243],"uncertainty-aware":[244],"safety-constrained":[246],"autonomous":[247],"systems.":[249]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-09-17T00:00:00"}