{"id":"W2216643104","doi":"10.5539/mas.v10n1p1","title":"Robust Control with Genetic Algorithms of a Permanent Magnet Synchronous Machine Driving an Elastic Load Variable Inertia","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Sensorless Control of Electric Motors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Inertia; Computer science; Variable (mathematics); MATLAB; PID controller; Controller (irrigation); Simple (philosophy); Bang–bang control; Algorithm; Optimal control; Control (management); Control engineering; Mathematics; Mathematical optimization; Artificial intelligence; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004443841,0.0002593355,0.0003507697,0.0001854039,0.00008665412,0.00007761783,0.0005635481,0.0000586077,0.00001948433],"category_scores_gemma":[0.00003897931,0.0002249857,0.00002098238,0.0005871207,0.0002481242,0.0001948124,0.0000414636,0.0001831231,0.00001315514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003348753,"about_ca_system_score_gemma":0.000332263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001133107,"about_ca_topic_score_gemma":0.00004911158,"domain_scores_codex":[0.997769,0.00001700937,0.0003064821,0.0004528136,0.0008328269,0.0006218732],"domain_scores_gemma":[0.998849,0.0000545198,0.00007653459,0.0004983271,0.0001697665,0.0003517921],"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":[0.00003213356,0.00004579995,0.0003335923,0.00001800017,0.00001613811,0.000008296536,0.0003435459,0.7852485,0.208919,0.0001107848,0.0000111909,0.004912994],"study_design_scores_gemma":[0.001557468,0.0001997029,0.002116611,0.00001591427,0.00004326167,0.00003372768,0.00002741502,0.9937964,0.001747358,0.0001641439,0.00002117295,0.0002768419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2921493,0.0003193441,0.7043467,0.000008740359,0.00009476297,0.000367831,0.000005514423,0.0001787474,0.002528995],"genre_scores_gemma":[0.9722914,0.000003285809,0.02749246,0.0000336734,0.00006085232,0.00005005772,0.00000200189,0.00004313703,0.00002319414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.680142,"threshold_uncertainty_score":0.917465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00980758251637533,"score_gpt":0.1857100824780959,"score_spread":0.1759024999617206,"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."}}