{"id":"https://openalex.org/W3181926339","doi":"https://doi.org/10.1109/lcsys.2021.3096826","title":"Data-Driven Tuning for Chance-Constrained Optimization: Two Steps Towards Probabilistic Performance Guarantees","display_name":"Data-Driven Tuning for Chance-Constrained Optimization: Two Steps Towards Probabilistic Performance Guarantees","publication_year":2021,"publication_date":"2021-07-13","ids":{"openalex":"https://openalex.org/W3181926339","doi":"https://doi.org/10.1109/lcsys.2021.3096826","mag":"3181926339"},"language":"en","primary_location":{"id":"doi:10.1109/lcsys.2021.3096826","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcsys.2021.3096826","pdf_url":null,"source":{"id":"https://openalex.org/S4306422535","display_name":"IEEE Control Systems Letters","issn_l":"2475-1456","issn":["2475-1456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Control Systems Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023006370","display_name":"Ashley M. Hou","orcid":"https://orcid.org/0000-0002-2317-0454"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ashley M. Hou","raw_affiliation_strings":["University of Wisconsin\u2013Madison, Madison, WI, USA","Department of Electrical & Computer Engineering, University of Wisconsin-Madison, Madison WI, USA"],"raw_orcid":"https://orcid.org/0000-0002-2317-0454","affiliations":[{"raw_affiliation_string":"University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]},{"raw_affiliation_string":"Department of Electrical & Computer Engineering, University of Wisconsin-Madison, Madison WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005034793","display_name":"Line Roald","orcid":"https://orcid.org/0000-0003-4378-7272"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Line A. Roald","raw_affiliation_strings":["University of Wisconsin\u2013Madison, Madison, WI, USA","Department of Electrical & Computer Engineering, University of Wisconsin-Madison, Madison WI, USA"],"raw_orcid":"https://orcid.org/0000-0003-4378-7272","affiliations":[{"raw_affiliation_string":"University of Wisconsin\u2013Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]},{"raw_affiliation_string":"Department of Electrical & Computer Engineering, University of Wisconsin-Madison, Madison WI, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":null,"apc_paid":null,"fwci":0.3333,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.74543892,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"6","issue":null,"first_page":"1400","last_page":"1405"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11413","display_name":"Risk and Portfolio Optimization","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.7318342924118042},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6688758134841919},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6635303497314453},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5775995850563049},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.5306251049041748},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.47618237137794495},{"id":"https://openalex.org/keywords/power-flow","display_name":"Power flow","score":0.4536539614200592},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.35651975870132446},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21281442046165466},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.1623547375202179},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10620754957199097}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.7318342924118042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6688758134841919},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6635303497314453},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5775995850563049},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.5306251049041748},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.47618237137794495},{"id":"https://openalex.org/C2986056383","wikidata":"https://www.wikidata.org/wiki/Q556030","display_name":"Power flow","level":4,"score":0.4536539614200592},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.35651975870132446},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21281442046165466},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.1623547375202179},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10620754957199097},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lcsys.2021.3096826","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcsys.2021.3096826","pdf_url":null,"source":{"id":"https://openalex.org/S4306422535","display_name":"IEEE Control Systems Letters","issn_l":"2475-1456","issn":["2475-1456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Control Systems Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1187720986","display_name":null,"funder_award_id":"DE-AC02-06CH11347","funder_id":"https://openalex.org/F4320320398","funder_display_name":"Office of Energy"}],"funders":[{"id":"https://openalex.org/F4320320398","display_name":"Office of Energy","ror":"https://ror.org/00vjrcd64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1567406329","https://openalex.org/W1647779468","https://openalex.org/W1967729795","https://openalex.org/W2018878471","https://openalex.org/W2033225140","https://openalex.org/W2094435766","https://openalex.org/W2103012681","https://openalex.org/W2143514150","https://openalex.org/W2167412190","https://openalex.org/W2229909773","https://openalex.org/W2288478885","https://openalex.org/W2486886792","https://openalex.org/W2625248137","https://openalex.org/W2889189059","https://openalex.org/W2963502116","https://openalex.org/W2972484138","https://openalex.org/W3006887517","https://openalex.org/W3036119865","https://openalex.org/W3045892001","https://openalex.org/W3046922084","https://openalex.org/W3048727147","https://openalex.org/W3082400234","https://openalex.org/W3156227718","https://openalex.org/W4233413206"],"related_works":["https://openalex.org/W4388311650","https://openalex.org/W1974056099","https://openalex.org/W4245343541","https://openalex.org/W2386077341","https://openalex.org/W563589758","https://openalex.org/W5922282","https://openalex.org/W2954004777","https://openalex.org/W2949638731","https://openalex.org/W2951102138","https://openalex.org/W1586572182"],"abstract_inverted_index":{"Parameters":[0],"involved":[1],"in":[2,109,122,137,152],"the":[3,19,99,106,110,123,130,133,141,158],"formulation":[4],"of":[5,21,98,117,143,157],"optimization":[6],"problems":[7,51],"are":[8,36],"often":[9],"partially":[10],"unknown":[11],"or":[12],"random.":[13],"A":[14,95],"popular":[15],"way":[16],"to":[17,38,65,69,103],"mitigate":[18],"effect":[20],"uncertainty":[22],"is":[23,86,102],"using":[24],"joint":[25,48],"chance":[26,49],"constraints,":[27],"which":[28],"guarantee":[29,104],"constraint":[30],"satisfaction":[31],"with":[32],"high":[33,115],"probability":[34,116,142],"but":[35],"challenging":[37],"solve.":[39],"In":[40],"this":[41],"letter,":[42],"we":[43],"analyze":[44,128],"an":[45,89],"approach":[46,101],"for":[47],"constrained":[50],"that":[52,61,105],"involves":[53],"iteratively":[54],"tuning":[55,66],"problem":[56],"parameters.":[57],"We":[58,74,126,148],"first":[59,111],"show":[60],"existing":[62],"naive":[63],"approaches":[64],"can":[67],"lead":[68],"solutions":[70],"without":[71],"feasibility":[72,134],"guarantees.":[73],"then":[75],"introduce":[76],"a":[77,81,90,114,145,153],"two-step":[78,100],"approach,":[79],"where":[80],"tuning-based":[82],"solution":[83,92,107],"generation":[84],"step":[85,112,139],"followed":[87],"by":[88],"posteriori":[91],"verification":[93],"step.":[94,125],"main":[96],"challenge":[97],"generated":[108],"has":[113],"being":[118],"verified":[119],"as":[120],"feasible":[121,146],"second":[124],"therefore":[127],"how":[129],"relationship":[131],"between":[132],"criteria":[135],"used":[136],"each":[138],"impacts":[140],"obtaining":[144],"solution.":[147],"demonstrate":[149],"our":[150],"results":[151],"numerical":[154],"case":[155],"study":[156],"optimal":[159],"power":[160],"flow":[161],"problem.":[162]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
