{"id":"W2257365734","doi":"10.5539/mas.v9n11p176","title":"Research of the Robust Stability of Control Systems Using a New Approach to the Lyapunov Functions Construction","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lyapunov function; Control theory (sociology); Mathematics; Stability (learning theory); Lyapunov equation; State vector; Lyapunov redesign; State (computer science); Applied mathematics; Matrix (chemical analysis); Computer science; Control (management); Nonlinear system; Algorithm; Physics","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":[0.002277955,0.00008012333,0.0001392604,0.0001045921,0.0002093739,0.0000493406,0.000718504,0.00003799025,8.731734e-7],"category_scores_gemma":[0.000156807,0.0000511385,0.00001677466,0.001307492,0.0008292074,0.0001782839,0.0001647819,0.0002021115,0.000001661126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002111218,"about_ca_system_score_gemma":0.0003383656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001145386,"about_ca_topic_score_gemma":0.000007108671,"domain_scores_codex":[0.9985562,0.00004017686,0.0002250332,0.0002408795,0.0006952939,0.0002423987],"domain_scores_gemma":[0.998786,0.00005876628,0.00005794187,0.0007286292,0.0002798035,0.00008882614],"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":[0.00001363313,0.00001509946,0.00009569966,0.00003744517,0.000003313681,1.323388e-8,0.0006696685,0.7925174,0.201998,0.002575943,0.0002166923,0.001857092],"study_design_scores_gemma":[0.0001335466,0.000007993261,0.00005726179,0.00002258164,0.00000547674,0.000004752667,0.001123781,0.9757504,0.02051954,0.002124752,0.0001842582,0.00006568598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02826305,0.00006523773,0.9670405,0.00002522503,0.0001311076,0.0005908705,0.00001967113,0.00009067538,0.003773608],"genre_scores_gemma":[0.9520634,6.580779e-7,0.0478468,0.000004574358,0.00002979102,0.00003740434,5.615104e-7,0.000009474548,0.000007334401],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9238003,"threshold_uncertainty_score":0.3055249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1663164094929411,"score_gpt":0.322315379889196,"score_spread":0.1559989703962549,"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."}}