{"id":"W4230678360","doi":"10.32920/ryerson.14646519","title":"Modeling and control design of residential HVAC systems for operating cost reduction","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Australasian Society for Human Biology; Independent Electricity System Operator; Mitacs","keywords":"HVAC; Controller (irrigation); Energy consumption; Automotive engineering; Electricity; Engineering; Energy conservation; Air conditioning; Control engineering; Computer science; Mechanical engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002166273,0.0001248634,0.0002402992,0.00006029923,0.00004818872,0.0001071832,0.00005845472,0.0001923971,0.000003578136],"category_scores_gemma":[0.00002062716,0.0001339688,0.0000388377,0.00003392978,0.000007022943,0.00008073659,0.00003634244,0.000125905,2.520664e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003377157,"about_ca_system_score_gemma":0.00003451746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625996,"about_ca_topic_score_gemma":0.000004112515,"domain_scores_codex":[0.9993245,0.00003171826,0.000290855,0.0001774036,0.00007454222,0.0001010018],"domain_scores_gemma":[0.9996507,0.00002815839,0.00003890131,0.0001414422,0.0001168695,0.00002392266],"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":[0.000009132866,0.000003668116,0.000001644837,0.0003593226,0.00007653855,2.206019e-7,0.00005972875,0.9949325,0.004025501,0.0003138693,0.00004695544,0.0001708676],"study_design_scores_gemma":[0.000272148,0.000008827258,4.195738e-7,0.0002450934,0.00005395917,0.000005380501,0.0001323435,0.9963913,0.002705333,0.00005431618,0.000002331901,0.0001285644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01868375,0.001763258,0.9779024,0.000007857486,0.0009404495,0.0005147288,0.00000690599,0.0001179373,0.00006277636],"genre_scores_gemma":[0.968466,0.0004065811,0.03062058,0.000002081229,0.0001611484,0.0001932774,0.00005533786,0.00003103908,0.00006389127],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9497823,"threshold_uncertainty_score":0.5463089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377750043031548,"score_gpt":0.2283523848916894,"score_spread":0.2045748844613739,"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."}}