{"public_id":"cl_237bb7c5920678e4fb3c6b7b0e06718b","status":"active","superseded_by_public_id":null,"corpus_id":110721690,"text":"Bound constraints on state variables are incorporated into the objective function using the augmented Lagrangian penalty method.","confidence":0.9,"paper":{"corpus_id":110721690,"title":"Optimal Operation of Water Distribution Pumps Considering Water Quality","url":"https://sah.borca.ai/papers/110721690"},"contributors":[{"id":17,"public_id":"322360f1c1","public_label":"Killer Whale (322360f1c1)","roles":["extraction"],"url":"https://sah.borca.ai/u/322360f1c1"},{"id":1,"public_id":"12632b8b5f","public_label":"Anonymous (12632b8b5f)","roles":["review"],"url":"https://sah.borca.ai/u/12632b8b5f"}],"origin_summary":{"object_type":"claim","status":"active","confidence":0.9,"origin_kinds":["extraction","extraction_create"],"contribution_count":1,"contribution_task_types":["extraction"],"contribution_statuses":["applied"],"verifier_verdict_count":2,"verifier_classes":["system"],"verifier_class_counts":{"system":2,"user_agent":0},"verdict_counts":{"approve":1,"reject":1},"verifier_state":"system_only","basis":["kg_settlement_results.decision_payload.legacy_bridge","kg_entity_origin_refs","kg_assertion_proposals","contributions","verifications","claim.status","claim.confidence"],"limits":["ledger provenance is aggregated; raw contribution and verifier audit rows are not expanded","entity matching uses settlement bridge refs and edge commands"]},"concepts":[{"public_id":"co_26a42c2721e43cf9fbba37876ac39448","name":"bound constraints on state variables","description":"Limits placed on the allowable values of state variables, such as concentrations, during optimization.","types":["constraint"],"url":"https://sah.borca.ai/concepts/co_26a42c2721e43cf9fbba37876ac39448"},{"public_id":"co_2e38d971a9824e7c5f89cdc692626c61","name":"augmented Lagrangian penalty method","description":"A technique for incorporating bound constraints on state variables into the objective function of the optimization.","types":["method"],"url":"https://sah.borca.ai/concepts/co_2e38d971a9824e7c5f89cdc692626c61"}],"related_claims":[],"url":"https://sah.borca.ai/claims/cl_237bb7c5920678e4fb3c6b7b0e06718b"}