{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:Z32L2ONV742S66IPBCDDWHEYIQ","short_pith_number":"pith:Z32L2ONV","canonical_record":{"source":{"id":"1802.10352","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2018-02-28T10:51:40Z","cross_cats_sorted":[],"title_canon_sha256":"bb250a25b8402a9f4933ff9f081bb440e032647b01bcdc06c093c13760f56ee2","abstract_canon_sha256":"2612ea4f336e0b6e499988e1a55c3a39f7ab2b7cea91d08124fea5854faee8a2"},"schema_version":"1.0"},"canonical_sha256":"cef4bd39b5ff352f790f08863b1c984435720ecd23ba908e1a7055a9f566bdcb","source":{"kind":"arxiv","id":"1802.10352","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1802.10352","created_at":"2026-05-18T00:22:17Z"},{"alias_kind":"arxiv_version","alias_value":"1802.10352v1","created_at":"2026-05-18T00:22:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1802.10352","created_at":"2026-05-18T00:22:17Z"},{"alias_kind":"pith_short_12","alias_value":"Z32L2ONV742S","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_16","alias_value":"Z32L2ONV742S66IP","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_8","alias_value":"Z32L2ONV","created_at":"2026-05-18T12:33:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:Z32L2ONV742S66IPBCDDWHEYIQ","target":"record","payload":{"canonical_record":{"source":{"id":"1802.10352","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2018-02-28T10:51:40Z","cross_cats_sorted":[],"title_canon_sha256":"bb250a25b8402a9f4933ff9f081bb440e032647b01bcdc06c093c13760f56ee2","abstract_canon_sha256":"2612ea4f336e0b6e499988e1a55c3a39f7ab2b7cea91d08124fea5854faee8a2"},"schema_version":"1.0"},"canonical_sha256":"cef4bd39b5ff352f790f08863b1c984435720ecd23ba908e1a7055a9f566bdcb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:22:17.401630Z","signature_b64":"we0+tK03mpQm9YJA6+BNFxW1Wk43qERbRaVX0K4e2lTmULinH8w114T2Mogw7DOT1apFObzUSSOuKE0815IhDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"cef4bd39b5ff352f790f08863b1c984435720ecd23ba908e1a7055a9f566bdcb","last_reissued_at":"2026-05-18T00:22:17.400625Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:22:17.400625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1802.10352","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T00:22:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"otMp54tlpBQpdHcSoqxXLx3sMruxSk4I2BzjCc4z+LrVGqdciQrUHqapLbtTwrMnsisOjmgQ8hhPxum7ykn9DQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-19T08:06:50.332576Z"},"content_sha256":"f18d3c0c8025573ce91336d23f7a3fb5a2d890f817ef422a3cafdc0dc8191d3a","schema_version":"1.0","event_id":"sha256:f18d3c0c8025573ce91336d23f7a3fb5a2d890f817ef422a3cafdc0dc8191d3a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:Z32L2ONV742S66IPBCDDWHEYIQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Regression Monte Carlo for Microgrid Management","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"math.OC","authors_text":"Aditya Maheshwari, Alessandro Balata, Clemence Alasseur, Peter Tankov, Sahar Ben Aziza, Xavier Warin","submitted_at":"2018-02-28T10:51:40Z","abstract_excerpt":"We study an islanded microgrid system designed to supply a small village with the power produced by photovoltaic panels, wind turbines and a diesel generator. A battery storage system device is used to shift power from times of high renewable production to times of high demand. We introduce a methodology to solve microgrid management problem using different variants of Regression Monte Carlo algorithms and use numerical simulations to infer results about the optimal design of the grid."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1802.10352","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T00:22:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ngEnhEaPaah/cYNhY3huBZUpGX9UDzvhjPpWoV88VEdZpRXImDoV4/b/xIK931rTj44N+3KhekGSP56Vb5yzDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-19T08:06:50.333256Z"},"content_sha256":"ae43ddccdce80954deb34f29566bab7c964e55007f81c565f6f861be56086d31","schema_version":"1.0","event_id":"sha256:ae43ddccdce80954deb34f29566bab7c964e55007f81c565f6f861be56086d31"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Z32L2ONV742S66IPBCDDWHEYIQ/bundle.json","state_url":"https://pith.science/pith/Z32L2ONV742S66IPBCDDWHEYIQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Z32L2ONV742S66IPBCDDWHEYIQ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-05-19T08:06:50Z","links":{"resolver":"https://pith.science/pith/Z32L2ONV742S66IPBCDDWHEYIQ","bundle":"https://pith.science/pith/Z32L2ONV742S66IPBCDDWHEYIQ/bundle.json","state":"https://pith.science/pith/Z32L2ONV742S66IPBCDDWHEYIQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Z32L2ONV742S66IPBCDDWHEYIQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:Z32L2ONV742S66IPBCDDWHEYIQ","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":"2612ea4f336e0b6e499988e1a55c3a39f7ab2b7cea91d08124fea5854faee8a2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2018-02-28T10:51:40Z","title_canon_sha256":"bb250a25b8402a9f4933ff9f081bb440e032647b01bcdc06c093c13760f56ee2"},"schema_version":"1.0","source":{"id":"1802.10352","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1802.10352","created_at":"2026-05-18T00:22:17Z"},{"alias_kind":"arxiv_version","alias_value":"1802.10352v1","created_at":"2026-05-18T00:22:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1802.10352","created_at":"2026-05-18T00:22:17Z"},{"alias_kind":"pith_short_12","alias_value":"Z32L2ONV742S","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_16","alias_value":"Z32L2ONV742S66IP","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_8","alias_value":"Z32L2ONV","created_at":"2026-05-18T12:33:04Z"}],"graph_snapshots":[{"event_id":"sha256:ae43ddccdce80954deb34f29566bab7c964e55007f81c565f6f861be56086d31","target":"graph","created_at":"2026-05-18T00:22:17Z","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"},"paper":{"abstract_excerpt":"We study an islanded microgrid system designed to supply a small village with the power produced by photovoltaic panels, wind turbines and a diesel generator. A battery storage system device is used to shift power from times of high renewable production to times of high demand. We introduce a methodology to solve microgrid management problem using different variants of Regression Monte Carlo algorithms and use numerical simulations to infer results about the optimal design of the grid.","authors_text":"Aditya Maheshwari, Alessandro Balata, Clemence Alasseur, Peter Tankov, Sahar Ben Aziza, Xavier Warin","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2018-02-28T10:51:40Z","title":"Regression Monte Carlo for Microgrid Management"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1802.10352","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:f18d3c0c8025573ce91336d23f7a3fb5a2d890f817ef422a3cafdc0dc8191d3a","target":"record","created_at":"2026-05-18T00:22:17Z","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":"2612ea4f336e0b6e499988e1a55c3a39f7ab2b7cea91d08124fea5854faee8a2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2018-02-28T10:51:40Z","title_canon_sha256":"bb250a25b8402a9f4933ff9f081bb440e032647b01bcdc06c093c13760f56ee2"},"schema_version":"1.0","source":{"id":"1802.10352","kind":"arxiv","version":1}},"canonical_sha256":"cef4bd39b5ff352f790f08863b1c984435720ecd23ba908e1a7055a9f566bdcb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cef4bd39b5ff352f790f08863b1c984435720ecd23ba908e1a7055a9f566bdcb","first_computed_at":"2026-05-18T00:22:17.400625Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:22:17.400625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"we0+tK03mpQm9YJA6+BNFxW1Wk43qERbRaVX0K4e2lTmULinH8w114T2Mogw7DOT1apFObzUSSOuKE0815IhDw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:22:17.401630Z","signed_message":"canonical_sha256_bytes"},"source_id":"1802.10352","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f18d3c0c8025573ce91336d23f7a3fb5a2d890f817ef422a3cafdc0dc8191d3a","sha256:ae43ddccdce80954deb34f29566bab7c964e55007f81c565f6f861be56086d31"],"state_sha256":"149693ac3441fcc7c9611726e2fe75b1a6d6e30afe530b656fb4ddf92c439035"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mtGExTqD87k/8uAW730oEY4pXPKS/u5QIq2cGPkAjGRRLBJm7EH3MBcMbE7GVWIO+HN9AkrJEPpzi02cSHO+BQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-19T08:06:50.336893Z","bundle_sha256":"34d93c978307db92e687d9f7cf8d5c8af7fb3eec3a2ea970a6ed192ebd467a6a"}}