{"id":"W2999085032","doi":"10.18280/jesa.520614","title":"Simulation of Model Predictive Controller Based Oscillatory Water Pumping System for Residential Applications","year":2019,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Model predictive control; Control theory (sociology); Controller (irrigation); Computer science; Control engineering; Environmental science; Engineering; Control (management); Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001985472,0.0004697246,0.0005101033,0.0002864939,0.0003801718,0.0005550692,0.0006311983,0.0007075948,0.007023333],"category_scores_gemma":[0.0003923828,0.0001856685,0.0004337473,0.0002728223,0.0002583348,0.0004157654,0.0003139282,0.0005970619,0.0003904589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003367498,"about_ca_system_score_gemma":0.00045185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009253768,"about_ca_topic_score_gemma":0.006002142,"domain_scores_codex":[0.99991,0.00002609446,0.00000679643,0.00001270433,0.00002687115,0.00001758853],"domain_scores_gemma":[0.9997911,0.0001057092,0.00002123374,0.00001445541,0.00005536772,0.00001217701],"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":[0.0001541676,0.00005707095,0.0009303118,0.0001376969,0.00001579983,0.0001889812,0.00006696431,0.9883264,0.004013221,0.0008410038,0.0006988436,0.004569469],"study_design_scores_gemma":[0.00001882221,0.00007573281,0.0003798314,0.000005205658,0.000006586105,0.00001059935,0.00002031368,0.9976466,0.001298247,0.0001948798,0.0003391577,0.000003974861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7550085,0.0004406779,0.1869514,0.0004747155,0.0001921512,0.0002759752,0.001688893,0.003162347,0.05180543],"genre_scores_gemma":[0.9918755,0.00009836705,0.004440582,0.00001585159,0.000003858273,0.0001066742,0.0002297342,0.00002611892,0.003203264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009253768,"threshold_uncertainty_score":0.02349538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168354742288111,"score_gpt":0.230338509667886,"score_spread":0.2186549622450049,"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."}}