{"id":"W2155341655","doi":"10.1109/epec.2009.5420374","title":"Optimization and control of a photovoltaic powered water pumping system","year":2009,"lang":"en","type":"article","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Stator; Photovoltaic system; Centrifugal pump; Rotor (electric); Current (fluid); Control theory (sociology); Induction motor; Torque; Vector control; Direct torque control; Water pumping; Electronic speed control; Submersible pump; Computer science; Engineering; Control (management); Electrical engineering; Physics; Voltage; Mechanical engineering; Impeller","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":[0.0003818006,0.0004580113,0.0005605053,0.000170873,0.0003398646,0.0009270082,0.0004262255,0.0006559179,0.001411837],"category_scores_gemma":[0.0005404121,0.0003090565,0.0002498406,0.0003454351,0.0004167701,0.0003505176,0.0004130024,0.0003865825,0.0002669646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000448562,"about_ca_system_score_gemma":0.0005825843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003731484,"about_ca_topic_score_gemma":0.002776709,"domain_scores_codex":[0.9998098,0.00005316698,0.0000076673,0.00003866044,0.0000630572,0.00002775791],"domain_scores_gemma":[0.9998683,0.00005074687,0.00002957127,0.000005687785,0.00003822605,0.000007476331],"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":[0.00006888186,0.00004127486,0.0002781846,0.00008918975,0.00003262925,0.00009090767,0.00003440415,0.960684,0.01281422,0.00284294,0.0005340207,0.02248931],"study_design_scores_gemma":[0.00001936376,0.00008522299,0.0002102654,0.000003481101,0.000009854304,0.000007826385,0.000007334574,0.99703,0.001479512,0.0005429874,0.0005988727,0.00000534043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1687515,0.0006412919,0.8103201,0.0005061511,0.00009339116,0.0001172696,0.0001181132,0.0004511736,0.019001],"genre_scores_gemma":[0.9740077,0.0002163336,0.02107838,0.00004301309,0.0000209345,0.0001175285,0.00003865171,0.00002209075,0.004455423],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003731484,"threshold_uncertainty_score":0.007419527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005762372362932739,"score_gpt":0.2050573938670676,"score_spread":0.1992950215041349,"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."}}