{"title":"NARX neural prediction of oscillationalinstability at the IBR-2M reactor","authors":"M. Dima, M. Dima, M. Mihailescu","doi":"10.22323/1.429.0031","DOIUrl":null,"url":null,"abstract":"During the start-up regime of the IBR-2M power fluctuations appear, which the Automatic Regulator system dampens. Their origin is not completely clear, however it is known that the major reactivity sources are from design – respectively the OPO and DPO reflectors: their axial fluctuations towards the active zone and their relative phase of intersecting each other facing the center of the active zone. A neuromorphic solution is sought to anticipate (5-10 s) such fluctuations. We present encouraging preliminary results obtained with a Non-linear Autoregressive Exogenous (NARX) neural network, the main features of the fluctuations being anticipatable.","PeriodicalId":262901,"journal":{"name":"Proceedings of The 6th International Workshop on Deep Learning in Computational Physics — PoS(DLCP2022)","volume":"193 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of The 6th International Workshop on Deep Learning in Computational Physics — PoS(DLCP2022)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.22323/1.429.0031","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
During the start-up regime of the IBR-2M power fluctuations appear, which the Automatic Regulator system dampens. Their origin is not completely clear, however it is known that the major reactivity sources are from design – respectively the OPO and DPO reflectors: their axial fluctuations towards the active zone and their relative phase of intersecting each other facing the center of the active zone. A neuromorphic solution is sought to anticipate (5-10 s) such fluctuations. We present encouraging preliminary results obtained with a Non-linear Autoregressive Exogenous (NARX) neural network, the main features of the fluctuations being anticipatable.