{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003343076,0.0004753035,0.0005078926,0.000360128,0.0001363554,0.0004918046,0.0006101662,0.0006477667,0.002402328],"category_scores_gemma":[0.001160197,0.0003074287,0.0002602502,0.0004535479,0.0002385356,0.0005939889,0.0004275344,0.0007412865,0.0008435557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002712092,"about_ca_system_score_gemma":0.0002125345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004748565,"about_ca_topic_score_gemma":0.004687467,"domain_scores_codex":[0.9998339,0.00003071168,0.00001382325,0.0000378328,0.00006981042,0.00001379092],"domain_scores_gemma":[0.9997569,0.0001371451,0.00001915513,0.00002013928,0.00006152395,0.000005158037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001276804,0.00003958336,0.0003489997,0.0001870817,0.00006795226,0.00004593019,0.00003517525,0.4638191,0.008671977,0.00345183,0.004018386,0.5191863],"study_design_scores_gemma":[0.000002728392,0.00001400696,0.0003531223,0.00001534744,0.000008591506,0.00001729433,0.000002458953,0.995359,0.001491483,0.001581255,0.001148225,0.000006506339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01086384,0.005137281,0.9757164,0.0001796663,0.0002817295,0.0000235336,0.000101217,0.0009255042,0.006770898],"genre_scores_gemma":[0.6499873,0.006050258,0.303415,0.0002230923,0.0004642218,0.0001564171,0.0007807929,0.0002112635,0.03871159],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004748565,"threshold_uncertainty_score":0.009441853,"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."}}