{"id":"W1028453535","doi":"10.1007/s11081-015-9282-1","title":"Constrained problem formulations for power optimization of aircraft electro-thermal anti-icing systems","year":2015,"lang":"en","type":"article","venue":"Optimization and Engineering","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis; McGill University","funders":"","keywords":"Icing; Mathematical optimization; Computer science; Convergence (economics); Optimization problem; Power (physics); Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001513661,0.001706185,0.00155743,0.0008293438,0.0004677831,0.002225075,0.001370247,0.001974019,0.008581988],"category_scores_gemma":[0.004807646,0.000872075,0.0009781165,0.001314912,0.0008304327,0.001343031,0.001228375,0.001776052,0.0006191694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270264,"about_ca_system_score_gemma":0.001464906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009116975,"about_ca_topic_score_gemma":0.007261977,"domain_scores_codex":[0.9993922,0.0002733031,0.00002832048,0.00008370947,0.0001642917,0.00005814233],"domain_scores_gemma":[0.9981589,0.00134582,0.0001110288,0.00005581282,0.0002821512,0.00004631027],"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":[0.00001408294,0.00001871014,0.00005978545,0.00007478771,0.00001858858,0.00001986048,0.00001236545,0.9836232,0.0001700135,0.01081282,0.0008440819,0.004331748],"study_design_scores_gemma":[0.000006718838,0.000009123765,0.00004983833,0.00001050642,0.000004956661,0.000003942722,0.000007763299,0.9943367,0.00007414942,0.00486319,0.0006303511,0.000002783685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008483876,0.001240478,0.9671496,0.0006173674,0.0001568981,0.0001363589,0.0005007935,0.0001001442,0.02161445],"genre_scores_gemma":[0.6624578,0.003243837,0.2965494,0.0006969493,0.0004115858,0.001413573,0.001600615,0.0004551145,0.03317109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009116975,"threshold_uncertainty_score":0.02870965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00951036878113416,"score_gpt":0.196660483267986,"score_spread":0.1871501144868518,"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."}}