{"id":"https://openalex.org/W7167583732","doi":"https://doi.org/10.48550/arxiv.2607.04569","title":"LLMs for Agentic Home Energy Management","display_name":"LLMs for Agentic Home Energy Management","publication_year":2026,"publication_date":"2026-07-06","ids":{"openalex":"https://openalex.org/W7167583732","doi":"https://doi.org/10.48550/arxiv.2607.04569"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2607.04569","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.04569","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2607.04569","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122069037","display_name":"Sokipriala Jonah","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jonah, Sokipriala","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Moses, Queen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Moses, Queen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Babatunde, Abiola","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Babatunde, Abiola","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Ajao-Olarinoye, Michael","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ajao-Olarinoye, Michael","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Bammeke, Daniel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bammeke, Daniel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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/T10603","display_name":"Smart Grid Energy Management","score":0.7732999920845032,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10603","display_name":"Smart Grid Energy Management","score":0.7732999920845032,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11185","display_name":"Integrated Energy Systems Optimization","score":0.07259999960660934,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.02930000051856041,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/oracle","display_name":"Oracle","score":0.538100004196167},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4625000059604645},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.4255000054836273},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.4083999991416931},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.37929999828338623},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.36039999127388},{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.3488999903202057},{"id":"https://openalex.org/keywords/reservation","display_name":"Reservation","score":0.31439998745918274},{"id":"https://openalex.org/keywords/runway","display_name":"Runway","score":0.3066999912261963}],"concepts":[{"id":"https://openalex.org/C55166926","wikidata":"https://www.wikidata.org/wiki/Q2892946","display_name":"Oracle","level":2,"score":0.538100004196167},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4625000059604645},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.4255000054836273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41190001368522644},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.4083999991416931},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3815999925136566},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.37929999828338623},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.36039999127388},{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.3488999903202057},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.34470000863075256},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.32899999618530273},{"id":"https://openalex.org/C2777632111","wikidata":"https://www.wikidata.org/wiki/Q1937518","display_name":"Reservation","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C81155309","wikidata":"https://www.wikidata.org/wiki/Q184590","display_name":"Runway","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.3052999973297119},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.30300000309944153},{"id":"https://openalex.org/C2776060655","wikidata":"https://www.wikidata.org/wiki/Q52389","display_name":"Tariff","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.2854999899864197},{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.28369998931884766},{"id":"https://openalex.org/C204495577","wikidata":"https://www.wikidata.org/wiki/Q1205349","display_name":"Callback","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C2777276756","wikidata":"https://www.wikidata.org/wiki/Q5196446","display_name":"Customer base","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2809999883174896},{"id":"https://openalex.org/C2778970885","wikidata":"https://www.wikidata.org/wiki/Q3587607","display_name":"Rural electrification","level":4,"score":0.27639999985694885},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.2700999975204468},{"id":"https://openalex.org/C520301825","wikidata":"https://www.wikidata.org/wiki/Q380170","display_name":"Energy conservation","level":2,"score":0.2678999900817871},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.26409998536109924},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.2583000063896179},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2565000057220459},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2607.04569","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.04569","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2607.04569","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.04569","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8245042562484741}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Home":[0],"Energy":[1],"Management":[2],"Systems":[3],"(HEMS)":[4],"can":[5],"reduce":[6,95],"residential":[7],"electricity":[8],"costs,":[9],"but":[10,147,163],"many":[11],"require":[12],"users":[13],"to":[14],"express":[15],"everyday":[16],"preferences":[17],"as":[18],"technical":[19],"constraints.":[20],"This":[21],"paper":[22],"presents":[23],"a":[24,60,74,144,223],"tool-calling":[25],"ReAct":[26],"agent":[27],"that":[28,100,207],"converts":[29],"natural-language":[30],"requests":[31],"into":[32],"schedules":[33],"for":[34],"multiple":[35],"household":[36,49],"appliances":[37],"using":[38],"half-hourly":[39],"Octopus":[40],"Agile":[41],"prices,":[42],"weather":[43],"forecasts,":[44],"photovoltaic":[45],"generation":[46],"estimates,":[47],"and":[48,73,85,117,137,156,191,195,222,230],"demand":[50],"data.":[51],"Five":[52],"large":[53],"language":[54],"model":[55],"backends":[56],"are":[57,226],"evaluated":[58,176],"against":[59],"mixed-integer":[61],"linear":[62],"programming":[63],"benchmark":[64],"across":[65],"dynamic":[66],"tariff":[67,90],"conditions,":[68,162],"constraint":[69,125],"conflicts,":[70],"weather-aware":[71],"scheduling,":[72],"seven-day":[75,177],"rolling":[76],"deployment.":[77],"Native":[78],"function":[79],"calling":[80],"achieves":[81,122],"high":[82],"scheduling":[83,153],"success":[84],"near-optimal":[86],"cost":[87,102,155],"on":[88],"ordinary":[89],"days,":[91],"whereas":[92],"text-parsed":[93],"actions":[94],"reliability.":[96],"Constraint-conflict":[97],"testing":[98],"shows":[99],"low":[101],"does":[103],"not":[104],"guarantee":[105],"safe":[106],"or":[107,166],"feasible":[108],"behaviour.":[109],"Claude":[110],"Sonnet":[111],"4.6":[112],"performs":[113],"best":[114],"in":[115,140],"power-cap":[116],"infeasibility":[118],"scenarios,":[119],"while":[120],"Qwen-3":[121],"higher":[123],"overall":[124],"compliance":[126],"than":[127],"GPT-4o-mini.":[128],"The":[129,200],"evaluation":[130],"also":[131],"identifies":[132],"fabricated":[133],"schedules,":[134],"failed":[135],"commitments,":[136],"reasoning-to-action":[138],"failures":[139],"which":[141],"models":[142],"explain":[143],"deadline":[145],"correctly":[146],"commit":[148],"an":[149,188,214],"invalid":[150],"schedule.":[151],"Weather-aware":[152],"reduces":[154],"increases":[157],"solar":[158],"self-consumption":[159],"under":[160,170],"overcast":[161],"provides":[164],"limited":[165],"adverse":[167],"economic":[168],"value":[169],"some":[171],"dynamic-price":[172],"regimes.":[173],"Across":[174],"the":[175,179,184,192,197],"period,":[178],"agents":[180],"capture":[181],"96.7-98.0%":[182],"of":[183],"savings":[185],"available":[186,227],"between":[187],"off-peak":[189],"timer":[190],"MILP":[193],"oracle":[194],"outperform":[196],"rule-based":[198],"policies.":[199],"results":[201],"support":[202],"LLM-based":[203],"HEMS":[204],"orchestration,":[205],"provided":[206],"every":[208],"committed":[209],"schedule":[210],"is":[211],"checked":[212],"by":[213],"independent":[215],"deterministic":[216],"feasibility":[217],"validator":[218],"before":[219],"actuation.":[220],"Code":[221],"live":[224],"demonstration":[225],"at":[228],"https://github.com/sokistar24/ecohome-experiments":[229],"https://www.ecohomeagent.com/.":[231]},"counts_by_year":[],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2026-07-08T00:00:00"}
