{"id":"W2911975575","doi":"10.1051/cocv/2019004","title":"Modeling and stabilization of current-controlled piezo-electric beams with dynamic electromagnetic field","year":2019,"lang":"en","type":"article","venue":"ESAIM Control Optimisation and Calculus of Variations","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Piezoelectricity; Beam (structure); Cantilever; Boundary value problem; Mathematical analysis; Inertia; Constrained-layer damping; Classical mechanics; Boundary layer; Mechanics; Magnetic field; Physics; Viscoelasticity; Field (mathematics); Mathematics; Acoustics; Vibration; Optics; Vibration control; Structural engineering; 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":[0.0003551771,0.0004974844,0.0004410168,0.00031116,0.0002752524,0.0006882391,0.001053674,0.0008960351,0.001498975],"category_scores_gemma":[0.0003654168,0.0002700651,0.0005230902,0.0002207745,0.0007288689,0.0006743714,0.0007802459,0.0005569267,0.0002495086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004856792,"about_ca_system_score_gemma":0.0005168035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00225975,"about_ca_topic_score_gemma":0.001511195,"domain_scores_codex":[0.9998257,0.00003388841,0.000009722999,0.0000440675,0.00006921706,0.00001735792],"domain_scores_gemma":[0.9998819,0.0000431843,0.00002887943,0.00001163288,0.00002674468,0.000007728841],"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":[0.00004643409,0.0000583669,0.0004179491,0.00009609282,0.00002892588,0.0001582545,0.0001568627,0.8834144,0.03918387,0.06471389,0.0004100544,0.01131492],"study_design_scores_gemma":[0.000006938713,0.00002578121,0.0001022096,0.000004031721,0.000003831556,0.00001131833,0.00001043488,0.9944811,0.001275255,0.003480429,0.0005942753,0.000004347788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05492219,0.0005058619,0.9275499,0.0003493463,0.00007799191,0.00006728795,0.00008670518,0.0002756747,0.01616507],"genre_scores_gemma":[0.9469312,0.0006607909,0.03505077,0.00009317099,0.00004577138,0.0003062462,0.00009805126,0.00003997307,0.01677411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00225975,"threshold_uncertainty_score":0.005014539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004115210389548799,"score_gpt":0.200705972785854,"score_spread":0.1965907623963052,"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."}}