{"id":"W2241256076","doi":"10.1109/epec.2015.7379942","title":"Model predictive control based home energy management system in smart grid","year":2015,"lang":"en","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Model predictive control; Smart grid; Computer science; Energy management; Control (management); Energy management system; Grid; Energy (signal processing); Engineering; Artificial intelligence; Electrical engineering","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":[0.0002542363,0.0002188939,0.000241079,0.0002914376,0.00001671919,0.00002935604,0.0002154271,0.00006287128,0.00001234553],"category_scores_gemma":[0.000002953326,0.0002152923,0.00005011033,0.0002350103,0.00001464977,0.0001311237,0.00005561042,0.00007314021,0.00004292514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005792877,"about_ca_system_score_gemma":0.00001470969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001000456,"about_ca_topic_score_gemma":0.0001134429,"domain_scores_codex":[0.9987392,0.00003242936,0.0002889021,0.0002523028,0.0003231615,0.0003640174],"domain_scores_gemma":[0.9993968,0.00001956051,0.00002067497,0.0003764177,0.00003368868,0.0001528531],"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":[0.00003002346,0.00002608702,0.0005384675,0.00007786781,0.00008694279,0.00004262572,0.00002317526,0.9708991,0.000006333633,0.01432563,0.01370042,0.0002433468],"study_design_scores_gemma":[0.002199086,0.00002973781,0.0009248132,0.00004387412,0.00003171906,9.198643e-7,0.0001708893,0.9896132,0.00007657332,0.00009107024,0.006585483,0.0002325723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002651895,0.00008723587,0.8358468,0.00005288602,0.001059969,0.0002274424,0.00001171861,0.0009468652,0.1591151],"genre_scores_gemma":[0.9958657,0.000008312892,0.002644027,0.0001856621,0.000116223,0.0003002834,0.0000184341,0.00005016874,0.000811176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9932138,"threshold_uncertainty_score":0.8779363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020683193578442,"score_gpt":0.1709097154593687,"score_spread":0.1607028835235843,"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."}}