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Dive into the research topics where Xinggao Liu is active.

Publication


Featured researches published by Xinggao Liu.


Engineering Optimization | 2017

An effective simultaneous approach with variable time nodes for dynamic optimization problems

Long Xiao; Jiong Ying; Xinggao Liu; Liang Ma

ABSTRACT An effective simultaneous approach with variable time nodes is proposed to solve the dynamic optimization problems with multiple control components, where the variable time nodes for each control component are considered as parameters directly and the interval between the neighbouring variable nodes is further refined uniformly to ensure accuracy. Consequently, the method does not treat all the nodes as parameters to ensure efficiency. The gradient formulae and the sensitivities of the states with respect to the controls and the variable time nodes are further derived to solve the nonlinear programming problem transformed from the original dynamic optimization problem. The complete framework and detailed steps of the proposed method are also given. Two classic constrained dynamic optimization problems have been tested as an illustration, and detailed comparisons of the reported literature methods are carried out. The research results show the characteristics and the effectiveness of the proposed approach.


Chemical Engineering & Technology | 2012

Prediction of the Melt Index Based on the Relevance Vector Machine with Modified Particle Swarm Optimization

H. Jiang; Yonghong Xiao; Jiubao Li; Xinggao Liu


Chemical Engineering & Technology | 2005

Investigating Control Schemes for an Ideal Thermally Coupled Distillation Column (ITCDIC)

Yu Zhu; Xinggao Liu


Chemical Engineering & Technology | 2011

Adaptive Robust Generic Model Control of High-Purity Internal Thermally Coupled Distillation Column

Xinggao Liu; Chengyu Wang; Lin Cong


Chemical Engineering & Technology | 2014

Control Parameterization‐Based Adaptive Particle Swarm Approach for Solving Chemical Dynamic Optimization Problems

You Zhou; Xinggao Liu


Chemical Engineering & Technology | 2010

Melt Index Prediction Based on Adaptive Particle Swarm Optimization Algorithm-Optimized Radial Basis Function Neural Networks

Chengye Zhao; Xinggao Liu; Feng Ding


Chemical Engineering & Technology | 2011

Modeling and Behavior Analyses of Internal Thermally Coupled Air Separation Columns

Z. B. Yan; Xinggao Liu


Chemical Engineering & Technology | 2016

An adaptive pseudospectral method for constrained dynamic optimization problems in chemical engineering

Long Xiao; Xinggao Liu; Shiming He


Chemical Engineering & Technology | 2014

Sidestream Analysis and Optimization of Full Tower Internal Thermally Coupled Air Separation Columns

Liang Chang; Xinggao Liu


Chemical Engineering & Technology | 2013

Melt Index Prediction by Fuzzy Functions and Weighted Least Squares Support Vector Machines

M. Zhang; Xinggao Liu

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