{"id":"W4407597914","doi":"10.1016/j.ymssp.2025.112447","title":"An adaptive active vibration control for flexible beam systems under unknown deterministic disturbances","year":2025,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"Ministry of Science and Technology of the People's Republic of China; National Natural Science Foundation of China","keywords":"Control theory (sociology); Vibration; Vibration control; Active vibration control; Beam (structure); Adaptive control; Control (management); Computer science; Input shaping; Control engineering; Engineering; Structural engineering; Physics; Acoustics; Artificial intelligence","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":[0.0002795479,0.000448695,0.000417216,0.0001806889,0.0002474789,0.0004485126,0.000525544,0.0005650454,0.001509397],"category_scores_gemma":[0.0006810562,0.0002016892,0.0002689294,0.0002002556,0.0004285079,0.0003605488,0.0005469131,0.000398866,0.0001366605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001708078,"about_ca_system_score_gemma":0.0002596574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002063911,"about_ca_topic_score_gemma":0.0020618,"domain_scores_codex":[0.9998374,0.00003166699,0.000008589902,0.00004231192,0.00006213164,0.00001792423],"domain_scores_gemma":[0.9998229,0.00009411231,0.00001907209,0.00001134781,0.00004465479,0.000007938807],"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":[0.0003723231,0.00008146337,0.0003797552,0.0003077772,0.00009622331,0.0001776761,0.0001656846,0.7559372,0.06321968,0.01474832,0.001088966,0.1634249],"study_design_scores_gemma":[0.00001531204,0.0000887694,0.0001961673,0.000003752843,0.000007945814,0.00001162049,0.000003699483,0.9979529,0.0009269227,0.0005094606,0.0002797934,0.000003567918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0414455,0.0003595405,0.9541516,0.0001323796,0.0001225692,0.00003646274,0.00002220838,0.0001369145,0.003592848],"genre_scores_gemma":[0.9768063,0.0001694139,0.01964519,0.00003897632,0.00006201365,0.00006179704,0.00002089667,0.00001305058,0.003182426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002063911,"threshold_uncertainty_score":0.005049467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522303317868604,"score_gpt":0.2474910536736306,"score_spread":0.2322680204949446,"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."}}