{"title":"实时数据驱动的最大化碳酸化过滤器组吞吐量","authors":"S. O’Kennedy, L. Bertossi, Shane Smith","doi":"10.36961/si29708","DOIUrl":null,"url":null,"abstract":"Volumetric throughput at the carbonatation filters at Malalane white sugar refinery was identified as a bottleneck. Scheduling filter cleaning was found to be one of the major concerns. The maximisation of the throughput via scheduling was approached by data integration and modelling. Linear regressions of the process parameters were implemented in volume space, which allows for the prediction of the remaining run duration of each filter. These predictions are continually used as an input to an algorithm that creates a schedule. The calculations are conducted in the cloud on real-time data and the predictions reported to a web-based user interface for the plant operator to use.","PeriodicalId":54362,"journal":{"name":"Sugar Industry-Zuckerindustrie","volume":"138 1","pages":""},"PeriodicalIF":0.2000,"publicationDate":"2023-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Real-time data driven maximisation of carbonatation filter bank throughput\",\"authors\":\"S. O’Kennedy, L. Bertossi, Shane Smith\",\"doi\":\"10.36961/si29708\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Volumetric throughput at the carbonatation filters at Malalane white sugar refinery was identified as a bottleneck. Scheduling filter cleaning was found to be one of the major concerns. The maximisation of the throughput via scheduling was approached by data integration and modelling. Linear regressions of the process parameters were implemented in volume space, which allows for the prediction of the remaining run duration of each filter. These predictions are continually used as an input to an algorithm that creates a schedule. The calculations are conducted in the cloud on real-time data and the predictions reported to a web-based user interface for the plant operator to use.\",\"PeriodicalId\":54362,\"journal\":{\"name\":\"Sugar Industry-Zuckerindustrie\",\"volume\":\"138 1\",\"pages\":\"\"},\"PeriodicalIF\":0.2000,\"publicationDate\":\"2023-04-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Sugar Industry-Zuckerindustrie\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://doi.org/10.36961/si29708\",\"RegionNum\":4,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"FOOD SCIENCE & TECHNOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Sugar Industry-Zuckerindustrie","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.36961/si29708","RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"FOOD SCIENCE & TECHNOLOGY","Score":null,"Total":0}
Real-time data driven maximisation of carbonatation filter bank throughput
Volumetric throughput at the carbonatation filters at Malalane white sugar refinery was identified as a bottleneck. Scheduling filter cleaning was found to be one of the major concerns. The maximisation of the throughput via scheduling was approached by data integration and modelling. Linear regressions of the process parameters were implemented in volume space, which allows for the prediction of the remaining run duration of each filter. These predictions are continually used as an input to an algorithm that creates a schedule. The calculations are conducted in the cloud on real-time data and the predictions reported to a web-based user interface for the plant operator to use.
期刊介绍:
Sugar Industry / Zuckerindustrie accepts original papers (research reports), review articles, and short communications on all the aspects implied by the journals title and subtitle.