{"id":"W1972937834","doi":"10.1109/cca.2014.6981487","title":"Robust H<inf>∞</inf> force control of a solenoid actuator using experimental data and finite element method","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Actuator; Solenoid; Control theory (sociology); Finite element method; Controller (irrigation); System identification; Robust control; Computer science; Control system; Control engineering; Engineering; Mechanical engineering; Data modeling; Electrical engineering; Control (management); Artificial intelligence; Structural 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001007911,0.0003340159,0.0006298745,0.0001067108,0.00008607897,0.00006710865,0.0004007602,0.0001324873,0.0003821492],"category_scores_gemma":[0.000114695,0.0002954615,0.00007203343,0.0001136088,0.00004617075,0.000262726,0.000177018,0.0001110067,0.00003298771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006629618,"about_ca_system_score_gemma":0.00002829525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008096908,"about_ca_topic_score_gemma":0.00005594421,"domain_scores_codex":[0.9979814,0.0001377117,0.0007205521,0.0003813087,0.000344213,0.0004348267],"domain_scores_gemma":[0.9982352,0.0004580958,0.0001387711,0.0009345262,0.00004243627,0.0001910129],"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":[0.00008084926,0.0001783909,0.0004774391,0.0009508455,0.0009024598,0.000004087065,0.005169439,0.2325644,0.7415984,0.002311516,0.004696302,0.01106586],"study_design_scores_gemma":[0.001504614,0.00007099491,0.00002690361,0.0001128654,0.0000764976,0.00002181491,0.0003547734,0.9607601,0.008134064,0.00003116286,0.02855678,0.0003494684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06412511,0.0006673176,0.929516,0.00003117428,0.0003010889,0.0004813355,0.00009235339,0.0001549902,0.004630649],"genre_scores_gemma":[0.9290547,0.00002364425,0.07025661,0.0001069013,0.0001845497,0.00002662534,0.00004803025,0.00006165201,0.000237247],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8649296,"threshold_uncertainty_score":0.9999498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04976747785221258,"score_gpt":0.281573254630648,"score_spread":0.2318057767784354,"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."}}