{"id":"W575978568","doi":"10.1007/978-0-387-92907-1","title":"Fault Diagnosis of Nonlinear Systems Using a Hybrid Approach","year":2009,"lang":"en","type":"book","venue":"Lecture notes in control and information sciences","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; GlobVision (Canada)","funders":"","keywords":"Nonlinear system; Satellite; Fault (geology); Fault detection and isolation; Control engineering; Computer science; Autonomy; Artificial intelligence; Engineering; Control theory (sociology); Aerospace engineering; Control (management); Geology; Political science; Physics; Law; Seismology","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":[0.0002234991,0.0006547756,0.0006866441,0.0007149827,0.0002582242,0.0007042721,0.0007149779,0.0007467886,0.002664428],"category_scores_gemma":[0.0005053474,0.0002938949,0.0006035937,0.0004169474,0.0003714348,0.000636928,0.0005562835,0.000511765,0.0004232101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002445143,"about_ca_system_score_gemma":0.0001597217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001168312,"about_ca_topic_score_gemma":0.001630959,"domain_scores_codex":[0.9998471,0.00002748588,0.00001057879,0.00003051598,0.0000686258,0.00001566035],"domain_scores_gemma":[0.9996554,0.0002186995,0.0000197455,0.00003023026,0.00006741466,0.000008479502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003688828,0.00007963576,0.0007227945,0.0005712853,0.0003210458,0.0003515952,0.0001727461,0.3502933,0.04917377,0.01889427,0.002471645,0.576579],"study_design_scores_gemma":[0.00002003197,0.0001258821,0.0004918814,0.00002195286,0.0000622189,0.0001702737,0.00002680415,0.9777586,0.005082769,0.01351524,0.002702766,0.0000214681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01209723,0.0009476271,0.9826246,0.00007889918,0.0001159253,0.00002555011,0.00003275166,0.0006422462,0.003435228],"genre_scores_gemma":[0.6578677,0.001189969,0.3291184,0.0001510361,0.0001688652,0.0001266837,0.0001905107,0.00011902,0.01106782],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002664428,"threshold_uncertainty_score":0.008913338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097727185027322,"score_gpt":0.2226307647716394,"score_spread":0.2116534929213662,"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."}}