{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:JUDSSO4LE4BPESMZJYK6STIZKA","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"a82f6183d17210e6d38c643ad8a2c372b2bb1bb9ce78947a1a9af96ccfe45bb4","cross_cats_sorted":["cs.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-11-13T04:23:05Z","title_canon_sha256":"d2dc212ed50462228261434d8f7c86b3388d02cdca46fece78c30315f67ad49d"},"schema_version":"1.0","source":{"id":"2411.08329","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.08329","created_at":"2026-07-05T11:19:50Z"},{"alias_kind":"arxiv_version","alias_value":"2411.08329v1","created_at":"2026-07-05T11:19:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.08329","created_at":"2026-07-05T11:19:50Z"},{"alias_kind":"pith_short_12","alias_value":"JUDSSO4LE4BP","created_at":"2026-07-05T11:19:50Z"},{"alias_kind":"pith_short_16","alias_value":"JUDSSO4LE4BPESMZ","created_at":"2026-07-05T11:19:50Z"},{"alias_kind":"pith_short_8","alias_value":"JUDSSO4L","created_at":"2026-07-05T11:19:50Z"}],"graph_snapshots":[{"event_id":"sha256:2e9bf9bbcd1fe47299f9d12202e591449b681499efa0d6d3ca6eeaaa136f26b5","target":"graph","created_at":"2026-07-05T11:19:50Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2411.08329/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Existing machine learning-based surrogate modeling methods for transient stability constrained-optimal power flow (TSC-OPF) lack certifications in the presence of unseen disturbances or uncertainties. This may lead to divergence of TSC-OPF or insecure control strategies. This paper proposes a neural network certification-informed power system transient stability preventive control method considering the impacts of various uncertainty resources, such as errors from measurements, fluctuations in renewable energy sources (RESs) and loads, etc. A deep belief network (DBN) is trained to estimate th","authors_text":"Junbo Zhao, Tong Su","cross_cats":["cs.SY"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-11-13T04:23:05Z","title":"Neural Network Certification Informed Power System Transient Stability Preventive Control with Renewable Energy"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.08329","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:1b30baad902d8db2729f3e6b1f8953b3ed6ce534780a309e3d1687e9de700ec0","target":"record","created_at":"2026-07-05T11:19:50Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"a82f6183d17210e6d38c643ad8a2c372b2bb1bb9ce78947a1a9af96ccfe45bb4","cross_cats_sorted":["cs.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-11-13T04:23:05Z","title_canon_sha256":"d2dc212ed50462228261434d8f7c86b3388d02cdca46fece78c30315f67ad49d"},"schema_version":"1.0","source":{"id":"2411.08329","kind":"arxiv","version":1}},"canonical_sha256":"4d07293b8b2702f249994e15e94d19503b397708ec343b1cbab210eb6c6b5980","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4d07293b8b2702f249994e15e94d19503b397708ec343b1cbab210eb6c6b5980","first_computed_at":"2026-07-05T11:19:50.028965Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:19:50.028965Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pB9/o378FnCSRFgNjkbQStSOlxDfEUAWm7l5y8wgp4+HRSyIuI/5DuwPnDOxjAN0BYQRwWB1gxfWRBB2/fTeDA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:19:50.029397Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.08329","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1b30baad902d8db2729f3e6b1f8953b3ed6ce534780a309e3d1687e9de700ec0","sha256:2e9bf9bbcd1fe47299f9d12202e591449b681499efa0d6d3ca6eeaaa136f26b5"],"state_sha256":"31ac0f83ca655f026599e79a0af741893607714939f8029ca579cbe796ed0296"}