{"id":"W2022784940","doi":"10.1109/epec.2014.41","title":"Optimal Filter Placement and Sizing Using Ant Colony Optimization in Electrical Distribution System","year":2014,"lang":"en","type":"article","venue":"","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Total harmonic distortion; Sizing; Ant colony optimization algorithms; Ant colony; Harmonic; Computer science; Mathematical optimization; Filter (signal processing); Voltage; Control theory (sociology); Electric power system; Power (physics); Distortion (music); Electronic engineering; Algorithm; Engineering; Mathematics; Electrical engineering; Acoustics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002364277,0.00007074124,0.0001004745,0.00003285374,0.0000346807,0.00003733814,0.00003141757,0.00005549333,0.000008876234],"category_scores_gemma":[0.00001580111,0.00007139045,0.00001159851,0.00009334934,0.000007611345,0.00008187369,0.00001651791,0.00007404984,0.000002048964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002025556,"about_ca_system_score_gemma":0.000006496521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001533031,"about_ca_topic_score_gemma":0.000003630254,"domain_scores_codex":[0.9994781,0.00003168023,0.0001597991,0.0000935124,0.0000770961,0.0001597995],"domain_scores_gemma":[0.9998433,0.00003629491,0.0000141535,0.00005821253,0.00001102247,0.00003701936],"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":[0.000006590892,0.000008687713,0.0001157696,0.00004876843,0.000004769306,0.000001060477,0.00008368637,0.9966813,0.0008184013,0.001947295,0.00004461617,0.0002390446],"study_design_scores_gemma":[0.0002513115,0.00002186849,0.0002772317,0.00003036287,0.000006574738,0.000004801214,0.00005641696,0.9980067,0.0008763485,0.000001973635,0.0003743692,0.00009205901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2865542,0.00006909154,0.7128279,0.0000127916,0.00005675738,0.00007053693,0.000003981113,0.00008659658,0.0003181641],"genre_scores_gemma":[0.9875156,0.00001609551,0.0123842,0.00001475622,0.00002539168,0.000003924028,0.00002484467,0.00000786919,0.000007338755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7009614,"threshold_uncertainty_score":0.2911218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166015352959653,"score_gpt":0.2263254805890837,"score_spread":0.2097239452931184,"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."}}