{"id":"W4380563858","doi":"10.1117/12.2663917","title":"A robust fault detection and identification strategy for aerospace systems","year":2023,"lang":"en","type":"article","venue":"","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Aerospace; Kalman filter; Actuator; Identification (biology); Fault detection and isolation; Nonlinear system; Computer science; System identification; Filter (signal processing); Extended Kalman filter; Fault (geology); Hydraulic machinery; Control engineering; Avionics; Control theory (sociology); Engineering; Artificial intelligence; Data modeling; Control (management); Aerospace 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041396,0.0007163904,0.0006926205,0.0005226349,0.0002906845,0.0004438611,0.0006138178,0.0006422236,0.001101383],"category_scores_gemma":[0.0009964567,0.0001910759,0.000490925,0.0002470481,0.0003973485,0.0007057095,0.0005114726,0.0005929173,0.0003075797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003881566,"about_ca_system_score_gemma":0.0006892775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003064999,"about_ca_topic_score_gemma":0.002040458,"domain_scores_codex":[0.9997262,0.00003649173,0.00001949882,0.00008123097,0.000105177,0.00003122845],"domain_scores_gemma":[0.9996791,0.0001055038,0.00007822168,0.00002967698,0.00009484295,0.00001273882],"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":[0.000127632,0.0000637983,0.0004357732,0.0001886753,0.00007394686,0.0002211922,0.0001274089,0.5309656,0.04328756,0.01429652,0.001742028,0.4084698],"study_design_scores_gemma":[0.000009627976,0.0001421053,0.0002327619,0.000006853697,0.00001186133,0.00006511965,0.000009031476,0.9919786,0.00431361,0.002055329,0.001162671,0.00001240624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005285042,0.0002164529,0.9934749,0.00006206793,0.00002754397,0.00001672557,0.00001102557,0.0002736224,0.0006326676],"genre_scores_gemma":[0.7442934,0.0004010888,0.2515121,0.0001431964,0.00009392836,0.0001273424,0.0001036705,0.00004482791,0.003280387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003064999,"threshold_uncertainty_score":0.006094277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02761509727894376,"score_gpt":0.2345172937053464,"score_spread":0.2069021964264026,"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."}}