{"id":"W3195686327","doi":"10.1177/1045389x211041168","title":"Dynamic modeling for soft dielectric elastomer actuator considering different input frequencies and external loads","year":2021,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Dielectric materials and actuators","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Higher Education Discipline Innovation Project; Natural Science Foundation of Hubei Province; National Natural Science Foundation of China","keywords":"Control theory (sociology); Nonlinear system; Hysteresis; Superposition principle; Phenomenological model; Creep; Actuator; Constraint (computer-aided design); Generalization; Computer science; Engineering; Materials science; Mathematics; Mathematical analysis; Physics; Mechanical 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":[0.0002174418,0.0006819665,0.0005182163,0.0003997586,0.0003621631,0.0006340711,0.0008637305,0.0008754064,0.001314507],"category_scores_gemma":[0.000249698,0.0002921684,0.0006469486,0.0002427317,0.0004344845,0.0009605021,0.0005924719,0.0005801824,0.0003142776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003232608,"about_ca_system_score_gemma":0.0004900474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002629965,"about_ca_topic_score_gemma":0.001872898,"domain_scores_codex":[0.9998424,0.00002354845,0.00001158854,0.00005096584,0.00005303279,0.00001846336],"domain_scores_gemma":[0.9999,0.00003009978,0.00002301145,0.00001403446,0.0000269989,0.000005806848],"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":[0.0000453855,0.00003986849,0.0008626918,0.0001896906,0.00003211342,0.0002575146,0.0001644325,0.915867,0.05102498,0.01190571,0.0003491317,0.01926149],"study_design_scores_gemma":[0.000002455194,0.00001900496,0.0001634794,0.000004440981,0.000005421484,0.00002589076,0.00001085934,0.9969417,0.001483995,0.0007017732,0.0006354439,0.000005427692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03971343,0.0005663363,0.9496972,0.0001819537,0.00004667051,0.00006163058,0.0001162876,0.0002961096,0.009320475],"genre_scores_gemma":[0.9507411,0.00120738,0.03663395,0.00007161118,0.00003463667,0.0003528455,0.0001994748,0.00004926563,0.01070969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002629965,"threshold_uncertainty_score":0.005229235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030740558119851,"score_gpt":0.2204378487771705,"score_spread":0.210130443195972,"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."}}