{"id":"W4417053655","doi":"10.1109/safeprocess67117.2025.11267919","title":"Research on the Design of Control Strategy and Capacity Optimization for the Hybrid Energy Storage System Assisting Thermal Power Frequency Modulation Based on Harris Hawk Optimization Algorithm","year":2025,"lang":"","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Automatic frequency control; Energy storage; Frequency regulation; Supercapacitor; Capacity optimization; Power (physics); Energy (signal processing); Control theory (sociology); Automatic Generation Control","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":[0.0004227486,0.0007360258,0.0007304992,0.0002812272,0.0003254095,0.0008812824,0.0006212282,0.000431247,0.001986405],"category_scores_gemma":[0.0006102837,0.0003051513,0.0004610026,0.0003806683,0.0004395719,0.000728547,0.0004734956,0.0005238149,0.0001895617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005238985,"about_ca_system_score_gemma":0.0007612851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003911419,"about_ca_topic_score_gemma":0.002286493,"domain_scores_codex":[0.9998239,0.00003367533,0.00001011155,0.00005671487,0.00004845933,0.0000270883],"domain_scores_gemma":[0.9998196,0.00006713052,0.00002956204,0.00001099492,0.00006157107,0.00001115825],"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":[0.00004443063,0.00003208383,0.0004838081,0.0001345365,0.00004937968,0.00005325659,0.00006350152,0.9393882,0.004594181,0.01258512,0.001075659,0.04149587],"study_design_scores_gemma":[0.000004501623,0.00002221606,0.00006888206,0.000002943081,0.000005597922,0.000007804932,0.000007175834,0.9983571,0.0003148732,0.0009083609,0.0002973241,0.000003074449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02781502,0.000922106,0.9622111,0.0002313531,0.00006818647,0.00005381144,0.00003356837,0.0001660894,0.008498737],"genre_scores_gemma":[0.9550088,0.0006982146,0.04070882,0.00008065297,0.0000486559,0.000112163,0.00005191945,0.00003581481,0.003255103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003911419,"threshold_uncertainty_score":0.007777274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846625799450431,"score_gpt":0.2427268011494758,"score_spread":0.2142605431549715,"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."}}