{"id":"W4407738120","doi":"10.1007/s40815-024-01911-z","title":"Modeling and Control of Dielectric Elastomer Actuator Based on T–S Fuzzy Model Framework and LMI Theory","year":2025,"lang":"en","type":"article","venue":"International Journal of Fuzzy Systems","topic":"Dielectric materials and actuators","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Higher Education Discipline Innovation Project; China Scholarship Council; National Natural Science Foundation of China","keywords":"Computational intelligence; Actuator; Elastomer; Dielectric; Fuzzy logic; Computer science; Control (management); Control theory (sociology); Materials science; Mathematics; Artificial intelligence; Composite material","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":[0.000438273,0.000130082,0.0003014961,0.0004075936,0.00002173507,0.00007556268,0.0001704621,0.00008740776,0.000004499886],"category_scores_gemma":[0.0001527538,0.0001064094,0.00006034154,0.00009461908,0.00001811453,0.0001045661,0.00001217146,0.0001741791,6.581889e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006097246,"about_ca_system_score_gemma":0.00005185453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006176758,"about_ca_topic_score_gemma":2.713039e-7,"domain_scores_codex":[0.9989543,0.0000433443,0.0004879578,0.00009031792,0.0002997413,0.0001243582],"domain_scores_gemma":[0.9992499,0.000273823,0.0001319928,0.00007686144,0.0002098294,0.00005762792],"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":[0.0004553897,0.00005854659,0.0001454067,0.0001901048,0.0005377841,0.00001323891,0.0001512291,0.9403687,0.009490123,0.04193078,0.0001260624,0.006532676],"study_design_scores_gemma":[0.0007511696,0.00006872562,0.00004722054,0.0005775988,0.00004429112,0.00001442258,0.00003441389,0.9890606,0.001021266,0.00821312,0.00007354282,0.00009360092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6193714,0.002044776,0.3741421,0.0001130182,0.001474362,0.0001226011,0.00002232677,0.00002238361,0.002687127],"genre_scores_gemma":[0.9990883,0.0001877047,0.0004134068,0.00009326621,0.0001698093,0.000004415996,6.427176e-7,0.00001452913,0.0000279391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3797169,"threshold_uncertainty_score":0.4339251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004824033822656054,"score_gpt":0.2231116333934295,"score_spread":0.2182875995707734,"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."}}