{"id":"W4291286093","doi":"10.1038/s41598-022-17065-7","title":"Coupled power generators require stability buffers in addition to inertia","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eidgenössische Technische Hochschule Zürich; Singapore-ETH Centre; National Research Foundation Singapore; National Research Foundation; York University","keywords":"Inertia; Stability (learning theory); Power (physics); Computer science; Physics; Thermodynamics; Machine learning","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008686041,0.00009202678,0.0001156631,0.0001846183,0.0001691564,0.00008915846,0.00007727095,0.0000247054,0.001947638],"category_scores_gemma":[0.00005576916,0.00009969166,0.00003915283,0.0007341095,0.00002506672,0.0001688247,0.00005584248,0.0001025843,0.000009722281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002318879,"about_ca_system_score_gemma":0.00004621574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002150486,"about_ca_topic_score_gemma":0.00006674707,"domain_scores_codex":[0.9987381,0.00003292517,0.0003496158,0.000367308,0.0002918623,0.0002202007],"domain_scores_gemma":[0.9994036,0.000008552165,0.00004477151,0.0004142299,0.00005193198,0.00007689375],"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":[0.00001313347,0.00005408085,0.002355532,0.00001813842,0.000009130795,0.0001435748,0.0009355764,0.8265879,0.1473005,0.00001787658,0.02082147,0.00174306],"study_design_scores_gemma":[0.0008943477,0.0001420856,0.007142222,0.00004325001,0.0000258606,0.0001628668,0.001065744,0.6289122,0.04685413,0.001825601,0.3117393,0.001192395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912617,0.0002116152,0.001207456,0.00006819152,0.00630067,0.0003410843,0.00001533038,0.0001632831,0.0004306468],"genre_scores_gemma":[0.9992079,0.000001535491,0.0003353929,0.00003804363,0.00002397944,0.0001108942,0.0001422947,0.00001494276,0.0001249807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2909178,"threshold_uncertainty_score":0.9989647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006318261274881058,"score_gpt":0.18490371211759,"score_spread":0.178585450842709,"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."}}