{"id":"W4385273673","doi":"10.35833/mpce.2022.000138","title":"Hierarchical Frequency-dependent Chance Constrained Unit Commitment for Bulk AC/DC Hybrid Power Systems with Wind Power Generation","year":2023,"lang":"en","type":"article","venue":"Journal of Modern Power Systems and Clean Energy","topic":"Energy Load and Power Forecasting","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Natural Science Foundation of China","keywords":"Electric power system; Power system simulation; Wind power; Control theory (sociology); Upgrade; Frequency deviation; Power (physics); Computer science; Engineering; Automatic frequency control; Electrical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006284565,0.0003810548,0.0006257077,0.0002835006,0.000187046,0.0002214393,0.0002343201,0.000151854,0.00001446697],"category_scores_gemma":[0.00001892331,0.0003029728,0.0001351636,0.000173388,0.00007295902,0.0002774615,0.00003618009,0.0002940594,0.000002634222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056747,"about_ca_system_score_gemma":0.00008259493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006149738,"about_ca_topic_score_gemma":0.00004666277,"domain_scores_codex":[0.9976697,0.00009270325,0.0008709023,0.0002871232,0.0005463425,0.000533235],"domain_scores_gemma":[0.9987221,0.000114325,0.0003346083,0.0002767662,0.0002507748,0.000301418],"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":[0.0002641709,0.0001482685,0.0004200246,0.0003197643,0.001322886,0.0006197177,0.00215112,0.9205751,0.02527308,0.04103076,0.004706341,0.003168699],"study_design_scores_gemma":[0.009834531,0.00473759,0.0007953208,0.003275347,0.0003384134,0.006385055,0.003609674,0.8638231,0.009787976,0.001142396,0.09355964,0.002711014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7621436,0.005148173,0.2239736,0.0001535358,0.004625459,0.0003445656,0.0001406603,0.0002081379,0.003262289],"genre_scores_gemma":[0.9984412,0.0002121282,0.000170744,0.00005053274,0.0003350494,0.00002430966,0.00002999827,0.0001019585,0.0006340329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2362977,"threshold_uncertainty_score":0.9999422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197259095391996,"score_gpt":0.2181326773625969,"score_spread":0.1984067678233974,"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."}}