{"id":"W2038503456","doi":"10.1109/isciii.2011.6069741","title":"Joint UKF estimator for fault detection and isolation in Heating Ventilation and Air Conditioning systems","year":2011,"lang":"en","type":"article","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Kalman filter; Control theory (sociology); Fault detection and isolation; HVAC; Extended Kalman filter; Computer science; Estimator; Nonlinear system; Control engineering; Robustness (evolution); Engineering; Air conditioning; Actuator; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009192931,0.0006688964,0.001023555,0.0005613,0.0003168511,0.0007635251,0.000688261,0.0008405605,0.001495024],"category_scores_gemma":[0.005284111,0.0002778926,0.0006310411,0.0003411947,0.0003198646,0.001206303,0.0006483492,0.0008244798,0.0004079006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000415618,"about_ca_system_score_gemma":0.001034111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006539535,"about_ca_topic_score_gemma":0.003402692,"domain_scores_codex":[0.999254,0.0001602099,0.00006570714,0.0001793852,0.0002621599,0.00007839733],"domain_scores_gemma":[0.9988101,0.0005725037,0.000161549,0.00009603491,0.0003314454,0.00002834894],"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":[0.000252536,0.00007839175,0.003818478,0.0003013776,0.0001236785,0.0001391842,0.0001749993,0.5985292,0.014351,0.009084756,0.001727236,0.3714192],"study_design_scores_gemma":[0.000009065368,0.00003846817,0.0007622617,0.00001247437,0.00001190597,0.00003790621,0.00001020209,0.9943433,0.002729319,0.0009906597,0.001041598,0.0000129076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006385373,0.000282424,0.9925672,0.00003414654,0.00003914102,0.00001526013,0.00002080871,0.0003162932,0.0003392907],"genre_scores_gemma":[0.698989,0.0005515145,0.2966765,0.00008493986,0.00009816758,0.0001530508,0.0003577753,0.00009516343,0.002993956],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006539535,"threshold_uncertainty_score":0.01300293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01621695723097057,"score_gpt":0.2102498536338214,"score_spread":0.1940328964028508,"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."}}