{"id":"W3033176342","doi":"10.1109/eeeic/icpseurope49358.2020.9160629","title":"Optimal Operation of Home Energy Management Systems in the Presence of the Inverter-based Heating, Ventilation and Air Conditioning System","year":2020,"lang":"en","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"HVAC; Air conditioning; Energy management system; Computer science; Electricity; Scheduling (production processes); Energy management; Automotive engineering; Ventilation (architecture); Inverter; Linear programming; Mathematical optimization; Simulation; Energy (signal processing); Engineering; Electrical engineering; Voltage; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001493463,0.00007031523,0.0001012458,0.00004354157,0.00002917925,0.00001905339,0.0001315997,0.00002007533,0.000004021864],"category_scores_gemma":[0.000003823081,0.00004829359,0.00002055966,0.0001725461,0.00001921259,0.00007857486,0.00003861168,0.0000335533,4.050542e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003047304,"about_ca_system_score_gemma":0.000003475224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001583329,"about_ca_topic_score_gemma":0.00001729696,"domain_scores_codex":[0.9993458,0.00006283463,0.0002389175,0.00009288414,0.0001862015,0.00007338588],"domain_scores_gemma":[0.9997512,0.00003065513,0.00004507167,0.0001450561,0.00001476737,0.00001326033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003795939,0.000005800574,0.001153047,0.0005020567,0.00001980498,9.351839e-7,0.0002396947,0.9825295,0.0005501612,0.01469796,0.0002220089,0.00007518317],"study_design_scores_gemma":[0.0002251848,0.00002130874,0.0115717,0.0001532506,0.00001491252,5.776783e-7,0.001076121,0.983363,0.003375108,0.000001810992,0.0001478332,0.0000492264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7954397,0.0002099236,0.19855,0.0002423894,0.0003716784,0.0005245005,0.000005529183,0.0001069095,0.004549452],"genre_scores_gemma":[0.9995456,0.000004847241,0.0002880784,0.00005467828,0.00002421649,0.00005259789,0.000007185806,0.000007912448,0.00001493415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2041059,"threshold_uncertainty_score":0.1969355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008651215297382862,"score_gpt":0.1779578516203559,"score_spread":0.169306636322973,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}