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数据驱动系统方法概述

许建新 侯忠生

自动化学报2009,Vol.35Issue(6):668-675,8.
自动化学报2009,Vol.35Issue(6):668-675,8.DOI:10.3724/SP.J.1004.2009.00668

数据驱动系统方法概述

Notes on Data-driven System Approaches

许建新 1侯忠生2

作者信息

  • 1. Department of Electrical and Computer Engineering, National University of Singapore, Singapore 117576, Singapore
  • 2. Advanced Control Systems Laboratory, School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing 100044, P.R. China
  • 折叠

摘要

Abstract

In this paper, we present several considerations centered around the data-driven system approaches. We briefly explore three main issues: the evolving relationship between off-line and on-line data processing methods, the complementary relationship between the data-driven and model-based methods, and the perspectives of data-driven system approaches. Instead of offering solutions to data-driven system problems, which is impossible at the present level of knowledge and research, in this article we aim at categorizing and classifying open problems, exploring possible directions that may offer alternatives or potentials for the four key fields of interests: control, decision making, scheduling, and fault diagnosis.

关键词

Data-driven/principal relations/problem classification/research directions

Key words

Data-driven/principal relations/problem classification/research directions

分类

信息技术与安全科学

引用本文复制引用

许建新,侯忠生..数据驱动系统方法概述[J].自动化学报,2009,35(6):668-675,8.

基金项目

Supported by State Key Program of National Natural Science Foundation of China (60834001) and National Natural Science Foundation of China (60774022) (60834001)

自动化学报

OA北大核心CSCDCSTPCD

0254-4156

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