{"id":1130,"date":"2025-11-24T14:43:00","date_gmt":"2025-11-24T17:43:00","guid":{"rendered":"https:\/\/www.ufpb.br\/inova\/?post_type=patente&#038;p=1130"},"modified":"2025-12-02T14:49:54","modified_gmt":"2025-12-02T17:49:54","slug":"short-history-battery-rul-prediction-sistema-de-predicao-de-vida-util-remanescente-para-prognostico-de-armazenamento-de-energia-via-stacking-hibrido","status":"publish","type":"patente","link":"https:\/\/www.ufpb.br\/inova\/patente\/short-history-battery-rul-prediction-sistema-de-predicao-de-vida-util-remanescente-para-prognostico-de-armazenamento-de-energia-via-stacking-hibrido\/","title":{"rendered":"Short-History Battery RUL Prediction: Sistema de Predi\u00e7\u00e3o de Vida \u00datil Remanescente para Progn\u00f3stico de Armazenamento de Energia via Stacking H\u00edbrido"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Short-History Battery RUL Prediction: Sistema de Predi\u00e7\u00e3o de Vida \u00datil Remanescente para Progn\u00f3stico de Armazenamento de Energia via Stacking H\u00edbrido (LGBM e CNN1D-LSTM\/GRU) \u00e9 um sistema computacional avan\u00e7ado para estimar RUL de baterias \u00edon-l\u00edtio com hist\u00f3rico curto (6 ciclos), usando dados padr\u00e3o V-I-T (tens\u00e3o, corrente, temperatura) coletados por BMS\/cicladores. O sistema combina engenharia ampla de atributos nos processos de carga\/descarga, an\u00e1lises derivativas IC\/DV, com intelig\u00eancia artificial via modelagem profunda multirramos\/multicanais (CNN1D-LSTM\/GRU), integradas por stacking h\u00edbrido com LightGBM, entregando predi\u00e7\u00f5es confi\u00e1veis de vida remanescente em cen\u00e1rios operacionais de baterias. \u00c9 aplic\u00e1vel a manuten\u00e7\u00e3o preditiva, triagem para segundo uso, caracteriza\u00e7\u00e3o laboratorial e auditoria t\u00e9cnica, com arquitetura modular pronta para integra\u00e7\u00e3o a BMS\/EMS, implanta\u00e7\u00e3o em nuvem e evolu\u00e7\u00e3o para edge e ambientes de P&amp;D.<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Modalidade:<\/summary>\n<p class=\"wp-block-paragraph\">Programa de computador\/software<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Dep\u00f3sito:<\/summary>\n<p class=\"wp-block-paragraph\">24\/11\/2025<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Data da cria\u00e7\u00e3o:<\/summary>\n<p class=\"wp-block-paragraph\">10\/10\/2025<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Transfer\u00eancia tecnol\u00f3gica:<\/summary>\n<p class=\"wp-block-paragraph\">inova@reitoria.ufpb.br<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Not\u00edcia relacionada:<\/summary>\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n","protected":false},"excerpt":{"rendered":"<p>Short-History Battery RUL Prediction: Sistema de Predi\u00e7\u00e3o de Vida \u00datil Remanescente para Progn\u00f3stico de Armazenamento [&hellip;]<\/p>\n","protected":false},"featured_media":724,"template":"","meta":{"footnotes":""},"patente_type":[19,24],"class_list":["post-1130","patente","type-patente","status-publish","has-post-thumbnail","hentry","patente_type-energia","patente_type-ti"],"_links":{"self":[{"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/patente\/1130","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/patente"}],"about":[{"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/types\/patente"}],"version-history":[{"count":1,"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/patente\/1130\/revisions"}],"predecessor-version":[{"id":1131,"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/patente\/1130\/revisions\/1131"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/media\/724"}],"wp:attachment":[{"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/media?parent=1130"}],"wp:term":[{"taxonomy":"patente_type","embeddable":true,"href":"https:\/\/www.ufpb.br\/inova\/wp-json\/wp\/v2\/patente_type?post=1130"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}