{"id":"W4389722300","doi":"10.1177/01436244231221254","title":"Heating and cooling supply estimation to control buildings temperature using resistor-capacitor thermal model, unscented kalman filter, and nonlinear least square method","year":2023,"lang":"en","type":"article","venue":"Building Services Engineering Research and Technology","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Kalman filter; Temperature control; Resistor; Control theory (sociology); Nonlinear system; Water cooling; Engineering; Computer science; Control (management); Control engineering; Mechanical engineering; Voltage; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004738067,0.0007964499,0.0005592451,0.0002940241,0.000280184,0.0005910799,0.0005864705,0.0005449049,0.0006946272],"category_scores_gemma":[0.001359227,0.0003867445,0.0006528868,0.0003654358,0.0003100566,0.0008015377,0.000467683,0.0006446962,0.000257079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006377578,"about_ca_system_score_gemma":0.0009210886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01559636,"about_ca_topic_score_gemma":0.01099702,"domain_scores_codex":[0.999525,0.0001115229,0.00002707677,0.0001596006,0.0001469883,0.00002988867],"domain_scores_gemma":[0.9996277,0.0001370186,0.00006521546,0.00003467744,0.0001252065,0.00001016358],"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":[0.00006440545,0.00004917389,0.001400228,0.00012233,0.00004702087,0.00004913043,0.00009938335,0.9181647,0.01110612,0.002027833,0.0004704839,0.06639922],"study_design_scores_gemma":[0.000002701906,0.00001512516,0.000201026,0.000002354234,0.000005965059,0.000007039505,0.000004413544,0.9980593,0.001266306,0.0002021416,0.0002271601,0.000006422906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01566982,0.000151102,0.9827126,0.00006138325,0.00002693338,0.00002536383,0.00002520639,0.0003756617,0.0009519173],"genre_scores_gemma":[0.8248621,0.0004623701,0.1702244,0.00005565137,0.00004127053,0.0001271181,0.0001358749,0.00006389448,0.004027375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01559636,"threshold_uncertainty_score":0.03101116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486714056057604,"score_gpt":0.277317764845032,"score_spread":0.262450624284456,"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."}}