{"id":"W3190480790","doi":"10.1088/1361-665x/ac1578","title":"A novel semi-active switching control scheme for magnetorheological elastomer-based vibration isolator under dynamic input saturation","year":2021,"lang":"en","type":"article","venue":"Smart Materials and Structures","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Magnetorheological elastomer; Isolator; Magnetorheological fluid; Control theory (sociology); Vibration isolation; Vibration control; Vibration; Engineering; Computer science; Structural engineering; Electronic engineering; Acoustics; Control (management); Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001157766,0.0002001707,0.0003260961,0.00004075637,0.0001476645,0.0001624295,0.00005249467,0.0002219377,0.0002270026],"category_scores_gemma":[0.00007942448,0.0001536491,0.00006196798,0.00006024823,0.00003653517,0.0001690483,0.00001652347,0.00009470044,0.000002044703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002796557,"about_ca_system_score_gemma":0.00003526056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004533033,"about_ca_topic_score_gemma":0.00002561718,"domain_scores_codex":[0.9990426,0.00006012309,0.0003319267,0.0002592321,0.00009425991,0.0002118324],"domain_scores_gemma":[0.9995654,0.0001194834,0.00005159128,0.0001112341,0.00008259488,0.00006973319],"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":[0.000158223,0.00001113195,0.00007658503,0.00005204983,0.00005372145,0.000001271117,0.00002528314,0.0037279,0.9885805,0.006373471,0.0000458632,0.0008939943],"study_design_scores_gemma":[0.006633525,0.0004162205,0.1387981,0.00004722356,0.000121517,0.00004427086,0.0001050111,0.5402955,0.3005863,0.01096355,0.001147679,0.0008410143],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5869842,0.0001820705,0.4113648,0.0002560208,0.0007291939,0.0002260364,0.0001181226,0.0001089217,0.00003058249],"genre_scores_gemma":[0.992668,0.00002048104,0.006265833,0.000565913,0.0002240671,0.00005193932,0.0001604198,0.00001937777,0.00002390999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6879942,"threshold_uncertainty_score":0.6265627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007602963214337015,"score_gpt":0.2161964450013995,"score_spread":0.2085934817870624,"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."}}