{"id":"W7133086290","doi":"","title":"Wing anti-icing system control modelling and sensitivity analysis: a system identification based approach","year":2003,"lang":"","type":"dissertation","venue":"TSpace","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sensitivity (control systems); Controller (irrigation); System identification; Identification (biology); Control system; Control theory (sociology); Wing; System dynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002383825,0.001028161,0.002119418,0.001757157,0.0007520908,0.0005368569,0.0001969977,0.001130108,0.000001470988],"category_scores_gemma":[0.0001447197,0.001165877,0.0004583994,0.001997934,0.00007580515,0.0002300398,0.00002665317,0.0009918322,0.00001714966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007279868,"about_ca_system_score_gemma":0.00009556507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346786,"about_ca_topic_score_gemma":0.00004153093,"domain_scores_codex":[0.9953697,0.0005203101,0.001238423,0.001359583,0.0006421381,0.000869857],"domain_scores_gemma":[0.9969627,0.0004705909,0.0008390691,0.001207878,0.0003631594,0.0001566032],"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":[0.00004122709,0.00002775997,0.0008148275,0.009986019,0.001589091,0.00003954402,0.002595491,0.9768153,0.00634032,0.001466172,0.000005864113,0.0002783922],"study_design_scores_gemma":[0.0007532071,0.0000212006,0.0006331082,0.002685691,0.005844637,0.00004566928,0.04203017,0.9318889,0.01514868,0.000003232519,0.000001774295,0.0009437704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3458081,0.0007068076,0.6496572,0.00001809165,0.0004611393,0.0006795687,0.00001522839,0.001348334,0.001305436],"genre_scores_gemma":[0.9936969,0.00004597965,0.005296614,0.000006482927,0.00008727828,0.00008957778,0.0002578789,0.0001712033,0.0003480639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6478888,"threshold_uncertainty_score":0.9990791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443642566541189,"score_gpt":0.2432764027328015,"score_spread":0.2288399770673896,"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."}}