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公开(公告)号:US12112271B2
公开(公告)日:2024-10-08
申请号:US16936184
申请日:2020-07-22
发明人: Mythili Krishnan , Dnyaneshwar Ambhore , Kunal Bhowmick , Lalitha Sundar , Vinita Nair , Arun Purushothaman , Anand Janardhanan , Bhavana Rao
IPC分类号: G06N20/00 , G06N5/02 , G06Q10/04 , G06Q10/0631 , G06Q30/0202
CPC分类号: G06N5/02 , G06Q10/06315 , G06N20/00
摘要: A resource data modeling, forecasting, and simulation system analyzes data pertaining to the data processing tasks and the resources assigned to the data processing tasks to generate short-term forecasts and long-term forecasts of task volumes. The forecasted task volumes are further optimized based on different factors to determine the resources required to handle the forecasted task volume. Various simulations of hypothetical what-if scenarios are also generated based on the forecasts and the resource requirements. The resource data modeling, forecasting and simulation system is based on multi-algorithmic ensemble models for forecasting, automated model selection and the unique simulation methodology based on multiple parameters.