{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T03:19:22Z","timestamp":1770693562841,"version":"3.49.0"},"reference-count":32,"publisher":"IEEE","license":[{"start":{"date-parts":[[2021,11,2]],"date-time":"2021-11-02T00:00:00Z","timestamp":1635811200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,11,2]],"date-time":"2021-11-02T00:00:00Z","timestamp":1635811200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,11,2]]},"DOI":"10.1109\/la-cci48322.2021.9769784","type":"proceedings-article","created":{"date-parts":[[2022,5,11]],"date-time":"2022-05-11T16:31:46Z","timestamp":1652286706000},"page":"1-6","source":"Crossref","is-referenced-by-count":4,"title":["PM2.5 prediction with Recurrent Neural Networks and Data Augmentation"],"prefix":"10.1109","author":[{"given":"Anibal","family":"Flores","sequence":"first","affiliation":[{"name":"Universidad Nacional de Moquegua,Artificial Intelligence Research Group,Moquegua,Peru"}]},{"given":"Jose","family":"Valeriano-Zapana","sequence":"additional","affiliation":[{"name":"Universidad Nacional de Moquegua,Atmospheric Sciences Research Group,Moquegua,Peru"}]},{"given":"Victor","family":"Yana-Mamani","sequence":"additional","affiliation":[{"name":"Universidad Nacional de Moquegua,School of System Engineering and Informatics,Moquegua,Peru"}]},{"given":"Hugo","family":"Tito-Chura","sequence":"additional","affiliation":[{"name":"Universidad Nacional de Moquegua,Artificial Intelligence Research Group,Moquegua,Peru"}]}],"member":"263","reference":[{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1080\/01430750.2018.1490349"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/en13143517"},{"key":"ref30","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-030-80126-7_36","article-title":"Wind speed time series prediction with deep learning and data augmentation","author":"flores","year":"2021","journal-title":"Lecture Notes in Networks and System"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1007\/978-3-030-55180-3_28","article-title":"Comparison of hybrid recurrent neural networks for univariate time series forecasting","author":"flores","year":"2021","journal-title":"Advances in Intelligent Systems and Computing"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2019.100944"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2940701"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.32604\/cmes.2019.06272"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2019.07.367"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1780\/1\/012015"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/rs13071284"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3072280"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/s10666-018-9633-3"},{"key":"ref4","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2020.139140","article-title":"Imputation methods for addressing missing data in short-term monitoring of air pollutants","volume":"730","author":"hadeed","year":"2020","journal-title":"Science of The Total Environment"},{"key":"ref28","article-title":"Time Series Data Augmentation for Deep Learning: A Survey","author":"wen","year":"2020"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0197-0"},{"key":"ref3","article-title":"Transfer learning for long-interval consecutive missing values imputation without external features in air pollution time series","volume":"44","author":"ma","year":"2019","journal-title":"Advanced Engineering Informatics"},{"key":"ref6","article-title":"Calidad del aire y salud","year":"2018","journal-title":"Organización Mundial de la Salud"},{"key":"ref5","article-title":"Global estimates of mortality associated with longterm exposure to outdoor fine particulate matter","author":"burnett","year":"2018","journal-title":"Academy of Sciences of the United States of America"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2019.0100807"},{"key":"ref8","first-page":"1","article-title":"Constructing Long Short-Term Memory based deep recurrent neural networks for large vocabulary speech recognition","author":"li","year":"2014"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.apr.2020.09.003"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2021.145035"},{"key":"ref9","first-page":"1","article-title":"Learning phrase representations using RNN enconder-decoder for statistical machine traslation","author":"kyunghyun","year":"2014"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.apr.2019.04.005"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s11356-020-11065-8"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/math8122178"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.envint.2021.106445"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph18031024"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3390\/atmos12050607"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2020.10.013"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3390\/app11094001"}],"event":{"name":"2021 IEEE Latin American Conference on Computational Intelligence (LA-CCI)","location":"Temuco, Chile","start":{"date-parts":[[2021,11,2]]},"end":{"date-parts":[[2021,11,4]]}},"container-title":["2021 IEEE Latin American Conference on Computational Intelligence (LA-CCI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9769800\/9769778\/09769784.pdf?arnumber=9769784","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T17:01:40Z","timestamp":1656349300000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9769784\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,11,2]]},"references-count":32,"URL":"https:\/\/doi.org\/10.1109\/la-cci48322.2021.9769784","relation":{},"subject":[],"published":{"date-parts":[[2021,11,2]]}}}