{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T03:27:54Z","timestamp":1777865274317,"version":"3.51.4"},"reference-count":36,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Shell Brazil"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/access.2026.3684493","type":"journal-article","created":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T19:54:13Z","timestamp":1776369253000},"page":"60122-60145","source":"Crossref","is-referenced-by-count":0,"title":["Multi-Scenario Causal Discovery for Time-Series Analysis in Dynamic Systems"],"prefix":"10.1109","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8814-1403","authenticated-orcid":false,"given":"Ahmed","family":"Esmin","sequence":"first","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2162-8393","authenticated-orcid":false,"given":"Manuel","family":"Castro","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2263-5341","authenticated-orcid":false,"given":"Bruno C\u00e9sar De Oliveira","family":"Souza","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Augusto","family":"Lustosa","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pedro Ribeiro Mendes","family":"J\u00fanior","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8217-7250","authenticated-orcid":false,"given":"Rafael De Oliveira","family":"Werneck","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maiara Moreira","family":"Gon\u00e7alves","sequence":"additional","affiliation":[{"name":"Centro de Estudos de Petróleo (CEPETRO), UNICAMP, Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8283-3764","authenticated-orcid":false,"given":"Leopoldo Lusquino","family":"Filho","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marcelo","family":"Zampieri","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Oscar","family":"Linares","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Valdir","family":"Estevam","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elayne","family":"Morais","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Denis Jos\u00e9","family":"Schiozer","sequence":"additional","affiliation":[{"name":"Faculdade de Engenharia Mecânica (FEM), UNICAMP, Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Leonardo","family":"Machado","sequence":"additional","affiliation":[{"name":"Shell, Rio de Janeiro, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexandre","family":"Ferreira","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1724-9780","authenticated-orcid":false,"given":"Alessandra","family":"Dav\u00f3lio","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4236-8212","authenticated-orcid":false,"given":"Anderson","family":"Rocha","sequence":"additional","affiliation":[{"name":"Instituto de Computação (IC), Artificial Intelligence Laboratory (Recod.ai), Universidade Estadual de Campinas (UNICAMP), Campinas, São Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1214\/09-ss057"},{"key":"ref2","volume-title":"The Book of Why: The New Science of Cause and Effect","author":"Pearl","year":"2018"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1126\/sciadv.aau4996"},{"key":"ref4","first-page":"1388","article-title":"Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets","volume-title":"Proc. Conf. Uncertainty Artif. Intell. (UAI)","author":"Runge"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1038\/s43017-023-00431-y"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-37929-w"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-15195-y"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-019-10105-3"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-021-01621-0"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.2118\/30711-pa"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3390\/make1010019"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-016-0987-z"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2019.107299"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.2307\/1912791"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-27752-1"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/access.2021.3133496"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3389\/fninf.2013.00006"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-statistics-040120-010930"},{"key":"ref19","first-page":"1595","article-title":"DYNOTEARS: Structure learning from time-series data","volume-title":"Proc. 23rd Int. Conf. Artif. Intell. Stat. (AISTATS)","author":"Pamfil"},{"key":"ref20","first-page":"154","article-title":"Causal inference on time series using restricted structural equation models","volume-title":"Proc. 26th Adv. Neural Inf. Process. Syst. (NeurIPS)","volume":"26","author":"Peters"},{"key":"ref21","first-page":"689","article-title":"Nonlinear causal discovery with additive noise models","volume-title":"Proc. 21st Adv. Neural Inf. Process. Syst. (NeurIPS)","author":"Hoyer"},{"issue":"56","key":"ref22","first-page":"1709","article-title":"Estimation of a structural vector autoregression model using non-Gaussianity","volume":"11","author":"Hyv\u00e4rinen","year":"2010","journal-title":"J. Mach. Learn. Res."},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1063\/1.5025050"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/tsp.2015.2500893"},{"key":"ref25","first-page":"97","article-title":"Sparse causal discovery in multivariate time series","volume-title":"Proc. Workshop Causality: Objectives Assessment (Causality)","volume":"6","author":"Haufe"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/e23020143"},{"key":"ref27","first-page":"27","article-title":"Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values","volume-title":"Proc. NeurIPS Competition Demonstration Track","author":"Weichwald"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.petrol.2021.108988"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.48072\/2525-7579.rog.2022.298"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.2118\/220059-ms"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.2118\/177140-ms"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1214\/18-aoas1176"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1103\/physrevlett.85.461"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.2118\/95322-pa"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.petrol.2017.10.020"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.2118\/93140-ms"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/11482440.pdf?arnumber=11482440","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T06:08:28Z","timestamp":1777529308000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11482440\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":36,"URL":"https:\/\/doi.org\/10.1109\/access.2026.3684493","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}