{"id":"W7117484923","doi":"10.21608/svusrc.2025.440556.1307","title":"A Frequency Stability Improving of Microgrids Using Virtual Inertia Control Based on PID and PIDA Controller","year":2025,"lang":"en","type":"article","venue":"SVU-International Journal of Engineering Sciences and Applications","topic":"Frequency Control in Power Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Control theory (sociology); PID controller; Automatic frequency control; Controller (irrigation); Microgrid; Inertia; Frequency deviation; Wind power","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":[0.0005325277,0.0001283947,0.0002456731,0.0003223475,0.0000567205,0.00007541328,0.000283042,0.00004531728,0.000004575766],"category_scores_gemma":[0.000103132,0.0001131624,0.00006470257,0.0002205726,0.0001243147,0.0001745965,0.00001603939,0.0001404832,1.937909e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008283329,"about_ca_system_score_gemma":0.00008062269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003554716,"about_ca_topic_score_gemma":0.000003222536,"domain_scores_codex":[0.9989283,0.00001695692,0.0005116879,0.0001447338,0.0002562049,0.0001421135],"domain_scores_gemma":[0.999211,0.0002560924,0.0001426634,0.00009562899,0.0002336615,0.00006100287],"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":[0.00002556524,0.00006580294,0.006717479,0.00009209954,0.0001703389,0.000001750665,0.00007099553,0.5458649,0.4243445,0.01569407,0.0000190349,0.00693343],"study_design_scores_gemma":[0.001378781,0.00009427182,0.004752777,0.0001804407,0.00004457906,0.00001751597,0.00006119214,0.9887798,0.003988777,0.0003012492,0.0002622933,0.0001383188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3159543,0.001669487,0.6808143,0.0002562725,0.0006414066,0.0002666069,0.00004165169,0.00003507971,0.0003208644],"genre_scores_gemma":[0.9964874,0.00002190269,0.003295711,0.00004554795,0.0001219295,0.00001607922,5.54575e-7,0.000007965423,0.000002940888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6805331,"threshold_uncertainty_score":0.4614629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006285701346019955,"score_gpt":0.2292901379207096,"score_spread":0.2230044365746896,"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."}}