{"id":"W2117869186","doi":"10.1002/aic.14000","title":"Active fault isolation of nonlinear process systems","year":2012,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fault detection and isolation; Nonlinear system; Fault (geology); Process (computing); Residual; Control theory (sociology); Actuator; Stuck-at fault; Engineering; Isolation (microbiology); Operating point; Computer science; Control engineering; Control (management); Algorithm; Electronic 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":[0.0007814912,0.001057581,0.0007612456,0.0004095281,0.00036471,0.0009014016,0.0008857171,0.0007418204,0.001071998],"category_scores_gemma":[0.002951562,0.0003405071,0.0004735949,0.0002098695,0.0009067234,0.001051882,0.001294354,0.0009075747,0.0002242696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000555753,"about_ca_system_score_gemma":0.0005216475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009814416,"about_ca_topic_score_gemma":0.0005166269,"domain_scores_codex":[0.9993443,0.000134467,0.00004391207,0.0001755691,0.0002177965,0.00008394584],"domain_scores_gemma":[0.9982399,0.001050348,0.0003263592,0.0001311836,0.0002038282,0.00004836738],"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":[0.000284632,0.00008539944,0.0005717289,0.0003429539,0.00005284963,0.0002320229,0.0002677077,0.8566522,0.0336876,0.01219975,0.0002392179,0.09538393],"study_design_scores_gemma":[0.00001717217,0.0001008603,0.0001078986,0.00001016669,0.00001105327,0.00003031741,0.00001328057,0.9883451,0.007013296,0.003942477,0.0004025422,0.000005855166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03835345,0.0004072302,0.9593524,0.00008234136,0.00003148702,0.00003277606,0.00001145127,0.0002670156,0.001461906],"genre_scores_gemma":[0.9732304,0.000211444,0.02515728,0.00002584831,0.00003304823,0.00003906214,0.00002598447,0.00002040011,0.001256422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001071998,"threshold_uncertainty_score":0.004132986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009085555628369137,"score_gpt":0.2414430852314249,"score_spread":0.2323575296030558,"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."}}