{"id":"W2476016556","doi":"10.1007/978-1-4419-1438-5","title":"Neural Network-Based State Estimation of Nonlinear Systems","year":2009,"lang":"en","type":"book","venue":"Lecture notes in control and information sciences","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Western University","funders":"","keywords":"Estimation; Artificial neural network; Nonlinear system; Computer science; State (computer science); Artificial intelligence; Algorithm; Engineering; Physics; Systems 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005020028,0.0002149608,0.0004179111,0.0003215733,0.0000743682,0.0001689965,0.000141414,0.0001941262,0.000004406082],"category_scores_gemma":[0.00007991162,0.0001745447,0.00005674736,0.0002396104,0.0000957946,0.0007156708,0.000005368844,0.0002312815,0.000006255555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006231335,"about_ca_system_score_gemma":0.0001013769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000351437,"about_ca_topic_score_gemma":0.00003755794,"domain_scores_codex":[0.9985977,0.00003761917,0.0006867826,0.0001116096,0.0003452947,0.0002209623],"domain_scores_gemma":[0.9992674,0.0002511074,0.0002503625,0.0001131383,0.00007207141,0.00004594568],"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":[0.00001408212,0.000001432382,0.00001604644,0.0001362341,0.000007948599,2.566777e-7,0.00007195483,0.9286872,0.000005882038,0.0000615881,0.0001570151,0.0708404],"study_design_scores_gemma":[0.0007003975,0.0001095594,0.0000837318,0.0001899238,0.00001130608,0.000004380071,0.000003224226,0.986834,0.00001392294,0.0003781638,0.01149866,0.0001726778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002499044,0.008023362,0.9271904,0.0003882519,0.002524126,0.002133548,0.0001493583,0.0004886128,0.05660329],"genre_scores_gemma":[0.9988673,0.00005928936,0.000323002,0.0003821797,0.0001307821,0.00002311053,0.00003807609,0.000008943578,0.0001672943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9963683,"threshold_uncertainty_score":0.7117726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005942680166137016,"score_gpt":0.2135050748659297,"score_spread":0.2075623946997927,"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."}}