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基于数据的流程工业生产过程指标预测方法综述

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Date of Publication:2017-01-01

Journal:自动化学报

Affiliation of Author(s):电子信息与电气工程学部

Issue:6

Page Number:944-954

ISSN No.:0254-4156

Abstract:It is of great significance to predict production process indicators in process industry for production scheduling,safety production and energy saving.Currently,various data-driven approaches for predicting these indicators are proposed,including the following three aspects:feature selection,prediction model construction and model parameter optimization.This paper surveys the above three aspects and summaries the merits and demerits of these approaches.Finally,future research directions of production process prediction of key indicators in process industry are suggested with respect to industrial big data and knowledge automation.

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