{"id":"W3027800744","doi":"10.3390/s20102954","title":"An Intelligent Multi-Sensor Variable Spray System with Chaotic Optimization and Adaptive Fuzzy Control","year":2020,"lang":"en","type":"article","venue":"Sensors","topic":"Plant Surface Properties and Treatments","field":"Agricultural and Biological Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Science Foundation of Chongqing; National Natural Science Foundation of China","keywords":"Control theory (sociology); Overshoot (microwave communication); Settling time; Fuzzy logic; Controller (irrigation); Fuzzy control system; Inertia; PID controller; Control system; Chaotic; Nonlinear system; Open-loop controller; Adaptive control; Engineering; Control engineering; Computer science; Step response; Temperature control; Closed loop; Control (management)","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":[0.00004553228,0.0001283286,0.0001654783,0.000004129426,0.0001295071,0.00004855997,0.0000583009,0.00004719489,0.00002819426],"category_scores_gemma":[0.000008955475,0.00004204556,0.00001749966,0.0001061886,0.0000243693,0.00007364256,0.000011797,0.00004903136,0.00002151718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001751053,"about_ca_system_score_gemma":0.0000037182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002775591,"about_ca_topic_score_gemma":0.00005391156,"domain_scores_codex":[0.9992843,0.00007281506,0.0001088621,0.0002592405,0.0001004935,0.0001743475],"domain_scores_gemma":[0.9996711,0.00004348194,0.00005386172,0.00003028299,0.00004632212,0.000154958],"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":[0.002046214,0.000512104,0.03856962,0.00009697152,0.0004318124,0.000197495,0.001699837,0.8265587,0.1219266,0.001244286,0.00003977048,0.006676611],"study_design_scores_gemma":[0.001267901,0.002571666,0.00840763,0.00009361677,0.0001139367,0.00005101388,0.006511425,0.9766227,0.003394221,0.000002983341,0.0005146559,0.0004482511],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977885,0.0001064796,0.0008377355,0.000454957,0.00003124221,0.0003594262,0.0001003008,0.0001052992,0.000216066],"genre_scores_gemma":[0.9964199,0.00002003146,0.003266645,0.0001473906,0.00004558843,0.000006296767,0.00003018771,0.000001517229,0.00006246051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.150064,"threshold_uncertainty_score":0.1714568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609597140978452,"score_gpt":0.1893889709418655,"score_spread":0.163292999532081,"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."}}