{"id":"W1969547495","doi":"10.1177/1077546308094246","title":"Direct Optimal Vibration Control of a Piezoelastic Plate","year":2009,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; British Columbia Institute of Technology","funders":"","keywords":"Optimal control; Control theory (sociology); Controller (irrigation); Mathematics; Algebraic equation; Parametric statistics; Linear-quadratic regulator; Vibration; Vibration control; Active vibration control; Actuator; Mathematical optimization; Nonlinear system; Computer science; Control (management); Physics","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":[0.000248508,0.0001513333,0.0004174572,0.0001606163,0.00005877275,0.00006612008,0.00008212408,0.00009561626,0.00005543963],"category_scores_gemma":[0.0001206562,0.0001312785,0.0001103944,0.000109903,0.00003093687,0.0006325572,0.000002471793,0.0001687908,0.000003415597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002158101,"about_ca_system_score_gemma":0.00004378743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.980916e-7,"about_ca_topic_score_gemma":0.000001819152,"domain_scores_codex":[0.9987937,0.00006309447,0.0006758554,0.00008450269,0.000232201,0.0001506998],"domain_scores_gemma":[0.9991367,0.0002019004,0.0002921968,0.00007933603,0.0001752989,0.0001145984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001447338,0.0001783891,0.0003239431,0.00006055777,0.0004017453,0.0000206026,0.0006224133,0.4747816,0.4901868,0.004257582,0.000591668,0.02712736],"study_design_scores_gemma":[0.008212767,0.00130426,0.008942434,0.00008904411,0.0002302268,0.00006045097,0.00007398037,0.9679095,0.01220898,0.0002714238,0.0004735229,0.0002234403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04186978,0.0006096254,0.9558338,0.0007244631,0.0002334869,0.0001708107,0.00001338941,0.00004146514,0.0005031873],"genre_scores_gemma":[0.9981264,0.0000697295,0.001069362,0.0004503539,0.0002551271,0.000002610254,0.000001927632,0.00001101142,0.00001346644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9562566,"threshold_uncertainty_score":0.5353381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004922316592041683,"score_gpt":0.1970170325623069,"score_spread":0.1920947159702652,"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."}}