{"id":"W4402955993","doi":"10.1016/j.ijmecsci.2024.109753","title":"Experiment-in-the-Loop system for fast and effective tuning of active vibration controllers","year":2024,"lang":"en","type":"article","venue":"International Journal of Mechanical Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Control theory (sociology); Vibration; Loop (graph theory); Active vibration control; Vibration control; Control engineering; Computer science; Engineering; Control (management); Physics; Acoustics; Mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009094059,0.00004895559,0.0001251094,0.0001055537,0.00002154641,0.00006827831,0.0001960681,0.0000243621,0.000003966339],"category_scores_gemma":[0.0000695862,0.00003015046,0.00005019526,0.00008618033,0.00003073252,0.0001917298,0.000008663983,0.00006012974,5.761256e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006008954,"about_ca_system_score_gemma":0.00002142939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008173545,"about_ca_topic_score_gemma":0.000003321908,"domain_scores_codex":[0.9992436,0.00004630496,0.0002695002,0.00005838267,0.0003172072,0.00006504842],"domain_scores_gemma":[0.9992386,0.0005934454,0.00006701792,0.00002030516,0.00005871171,0.00002198559],"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":[0.0003421157,0.00009960244,0.0001432525,0.0005648654,0.0009446216,0.00009805762,0.02027898,0.06665963,0.5297059,0.1223514,0.0004366327,0.258375],"study_design_scores_gemma":[0.0008793106,0.0003930945,0.0001872472,0.001207454,0.00002477679,0.0002341916,0.01150205,0.933486,0.0505866,0.001105994,0.0002985292,0.00009469246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6955205,0.0009208551,0.2979807,0.0006692978,0.003076776,0.0003754588,0.00001050525,0.00002140493,0.001424544],"genre_scores_gemma":[0.9994884,0.00001287127,0.0003349292,0.00001138351,0.0001342094,0.00001214663,2.400047e-7,0.000002849996,0.000003033494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8668264,"threshold_uncertainty_score":0.12295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391291581165715,"score_gpt":0.281993647145075,"score_spread":0.2680807313334178,"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."}}