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对全断面隧道掘进装备智能化的一些思考 被引量:34
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作者 杨华勇 周星海 龚国芳 《隧道建设(中英文)》 北大核心 2018年第12期1919-1926,共8页
简要介绍人工智能技术的发展现状、智能工程装备的发展趋势以及全断面隧道掘进装备智能化的国家需求,指出掘进装备智能化将成为隧道工程领域的重大技术挑战和未来行业竞争热点;提出复杂环境下全断面隧道掘进装备智能化面临的科学挑战:1... 简要介绍人工智能技术的发展现状、智能工程装备的发展趋势以及全断面隧道掘进装备智能化的国家需求,指出掘进装备智能化将成为隧道工程领域的重大技术挑战和未来行业竞争热点;提出复杂环境下全断面隧道掘进装备智能化面临的科学挑战:1)复杂工况下掘进状态识别与地质环境感知,2)地质环境与装备掘进运行参数映射规律与匹配,3)多子系统掘进作业的智能规划与协同控制;分析掘进装备智能化的现有研究基础,指出环境与状态感知、施工参数自适应动态调控、多系统协调控制与多目标优化等理论与应用存在的不足;提出掘进状态感知、掘进参数工况自适应动态调控、掘进参数数据挖掘计算、掘进参数的智能优化和决策以及多系统协调智能化控制等包含全断面隧道掘进机设计、制造及运行等各个环节的智能化设想。 展开更多
关键词 全断面隧道掘进装备 人工智能 智能化 环境感知 自适应动态调控 多系统协调控
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Harmony search algorithm with differential evolution based control parameter co-evolution and its application in chemical process dynamic optimization 被引量:1
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作者 范勤勤 王循华 颜学峰 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2227-2237,共11页
A modified harmony search algorithm with co-evolutional control parameters(DEHS), applied through differential evolution optimization, is proposed. In DEHS, two control parameters, i.e., harmony memory considering rat... A modified harmony search algorithm with co-evolutional control parameters(DEHS), applied through differential evolution optimization, is proposed. In DEHS, two control parameters, i.e., harmony memory considering rate and pitch adjusting rate, are encoded as a symbiotic individual of an original individual(i.e., harmony vector). Harmony search operators are applied to evolving the original population. DE is applied to co-evolving the symbiotic population based on feedback information from the original population. Thus, with the evolution of the original population in DEHS, the symbiotic population is dynamically and self-adaptively adjusted, and real-time optimum control parameters are obtained. The proposed DEHS algorithm has been applied to various benchmark functions and two typical dynamic optimization problems. The experimental results show that the performance of the proposed algorithm is better than that of other HS variants. Satisfactory results are obtained in the application. 展开更多
关键词 harmony search differential evolution optimization CO-EVOLUTION self-adaptive control parameter dynamic optimization
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OUTPUT REGULATION PROBLEM FOR A CLASS OF SISO INFINITE DIMENSIONAL SYSTEMS VIA A FINITE DIMENSIONAL DYNAMIC CONTROL
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作者 WANG Xinghu JI Haibo SHENG Jie 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2014年第6期1172-1191,共20页
This paper deals with the output regulation problem for a class of SISO infinite dimensional systems with an uncertain exosystem.For these systems,a concept of relative degree is firstly introduced and used to constru... This paper deals with the output regulation problem for a class of SISO infinite dimensional systems with an uncertain exosystem.For these systems,a concept of relative degree is firstly introduced and used to construct a transformation which leads to the canonical form of output feedback systems.Then,based on this canonical form,by means of an internal model and a recursive adaptive control,the authors obtain an adaptive regulator which solves the problem.It should be pointed out that the proposed regulator is finite dimensional while it is usually infinite dimensional in existing literatures. 展开更多
关键词 Infinite dimensional systems output feedback form output regulation problem.
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