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浅谈Java语言的输入数据的方法 被引量:1
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作者 钟锡珍 《科技信息》 2010年第17期37-37,75,共2页
本文主要介绍了在Java语言基础编程学习中涉及到的一些数据输入的方法及其编程用法技巧。
关键词 JAVA语言 数据输入方 编程用法
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Process optimization with consideration of uncertainties——An overview 被引量:6
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作者 Ying Chen Zhihong Yuan Bingzhen Chen 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第8期1700-1706,共7页
Optimization under uncertainty is a challenging topic of practical importance in the Process Systems Engineering.Since the solution of an optimization problem generally exhibits high sensitivity to the parameter varia... Optimization under uncertainty is a challenging topic of practical importance in the Process Systems Engineering.Since the solution of an optimization problem generally exhibits high sensitivity to the parameter variations, the deterministic model which neglects the parametric uncertainties is not suitable for practical applications. This paper provides an overview of the key contributions and recent advances in the field of process optimization under uncertainty over the past ten years and discusses their advantages and limitations thoroughly. The discussion is focused on three specific research areas, namely robust optimization, stochastic programming and chance constrained programming, based on which a systematic analysis of their applications, developments and future directions are presented. It shows that the more recent trend has been to integrate different optimization methods to leverage their respective superiority and compensate for their drawbacks. Moreover, data-driven optimization, which combines mathematical programming methods and machine learning algorithms, has become an emerging and competitive tool to handle optimization problems in the presence of uncertainty based on massive historical data. 展开更多
关键词 Optimization under uncertainty Robust optimization Stochastic programming Chance constrained programming Data-driven optimization
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