{"id":"W7127350135","doi":"10.1109/ccece64018.2025.11364517","title":"H <sub>∞</sub> Control Design for Large-Scale Systems Based on Different Graphon Functions","year":2025,"lang":"","type":"article","venue":"","topic":"Neural Networks Stability and Synchronization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Focus (optics); Control (management); Control system; Robust control; Control theory (sociology); Systems design","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":[0.001031982,0.0005089048,0.0006410273,0.0003567506,0.001112291,0.0006921181,0.0006485035,0.0003014407,0.00002921219],"category_scores_gemma":[0.0001168395,0.0004390846,0.0004078278,0.001221341,0.00008528135,0.0003469082,0.00009296338,0.0003116708,0.00003124753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002740317,"about_ca_system_score_gemma":0.0002816606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001116532,"about_ca_topic_score_gemma":0.00008579799,"domain_scores_codex":[0.995686,0.0008622796,0.0008598272,0.001219345,0.0004674784,0.0009050695],"domain_scores_gemma":[0.9959421,0.002043044,0.0002133072,0.001148147,0.0004370424,0.0002163584],"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":[0.0009281539,0.002391944,0.001670946,0.0006392652,0.0001812569,0.000003220364,0.0001718767,0.9031863,0.004502648,0.04388655,0.01937747,0.0230604],"study_design_scores_gemma":[0.003551668,0.0009699343,0.0009745847,0.0002757714,0.0001347568,8.389795e-7,0.00005684003,0.9853111,0.006696128,0.0007937599,0.0008420763,0.0003925645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005481892,0.0003836565,0.9809201,0.002311217,0.006364363,0.003860486,0.0000834993,0.0002640711,0.0003306583],"genre_scores_gemma":[0.9960535,0.00003614467,0.0008898471,0.00151353,0.0002119718,0.0005817233,0.00003040005,0.00002286163,0.0006600218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9905716,"threshold_uncertainty_score":0.9998061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490599218323386,"score_gpt":0.2207104348826865,"score_spread":0.2058044426994526,"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."}}