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融合多狩猎协调策略的爬行动物搜索算法
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作者 力尚龙 刘建华 贾鹤鸣 《计算机应用》 CSCD 北大核心 2024年第9期2818-2828,共11页
爬行动物搜索算法(RSA)具有较强的全局探索能力,但开发能力相对薄弱,在迭代后期无法较好地收敛。针对上述问题,综合教与学优化(TLBO)算法、二次插值的天牛须搜索(BAS)算法和透镜成像反向学习策略,提出一种融合多狩猎协调策略的爬行动物... 爬行动物搜索算法(RSA)具有较强的全局探索能力,但开发能力相对薄弱,在迭代后期无法较好地收敛。针对上述问题,综合教与学优化(TLBO)算法、二次插值的天牛须搜索(BAS)算法和透镜成像反向学习策略,提出一种融合多狩猎协调策略的爬行动物搜索算法(MHCS-RSA)。MHCS-RSA保留了RSA包围阶段(全局探索)和狩猎阶段(局部开发)中狩猎合作的位置更新公式,在狩猎阶段,将狩猎协调融合TLBO算法的学习阶段和二次插值的BAS进行位置更新,以增强算法的开发能力和收敛能力;此外,引入透镜成像反向学习策略以增强算法跳出局部最优的能力。在CEC 2020测试函数上的实验结果表明,MHCS-RSA具有良好的寻优能力、收敛能力以及鲁棒性。最后通过对拉力/压力弹簧设计问题和减速器设计问题的求解,进一步验证了MHCS-RSA求解实际问题的有效性。 展开更多
关键词 爬行动物搜索算法 教与学优化算法 插值的天牛须搜索算法 透镜成像反向学习 工程问题求解
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基于有限差分法的低温防护服优化设计及仿真 被引量:1
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作者 张建霞 邵创新 田坤 《河南工学院学报》 CAS 2021年第5期19-24,共6页
各行各业在低温环境下作业的情况越来越多,如何有效提高低温防护服的耐低温性是一个有待深入研究的问题。文章基于有限差分法对低温防护服进行了优化设计及仿真实验。首先,基于非稳态传热微分方程建立了热传导模型;然后,利用函数方程插... 各行各业在低温环境下作业的情况越来越多,如何有效提高低温防护服的耐低温性是一个有待深入研究的问题。文章基于有限差分法对低温防护服进行了优化设计及仿真实验。首先,基于非稳态传热微分方程建立了热传导模型;然后,利用函数方程插值拟合、二次搜索算法与有限差分法进行了分析求解,不仅得到多层热传递温度分布规律,还得到实际限定工作条件下低温防护服的使用时间及最优厚度参数;最后,通过Matlab平台进行了模拟仿真验证,进而说明了低温防护服使用时间及最优厚度参数的合理性。该低温防护服的优化设计及仿真为低温环境下防护服设计提供了参数支持,奠定了理论基础,具有重要的现实意义。 展开更多
关键词 低温防护服 热传导模型 二次搜索算法 有限差分法 多目标优化
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Theoretical Study of Double Cost Function Linear Quadratic Regulator(LQR)
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作者 姜澜 王信义 永井正夫 《Journal of Beijing Institute of Technology》 EI CAS 2000年第1期80-86,共7页
Double cost function linear quadratic regulator (DLQR) is developed from LQR theory to solve an optimal control problem with a general nonlinear cost function. In addition to the traditional LQ cost function, anothe... Double cost function linear quadratic regulator (DLQR) is developed from LQR theory to solve an optimal control problem with a general nonlinear cost function. In addition to the traditional LQ cost function, another free form cost function was introduced to express the physical need plainly and optimize weights of LQ cost function using the search algorithms. As an instance, DLQR was applied in determining the control input in the front steering angle compensation control (FSAC) model for heavy duty vehicles. The brief simulations show that DLQR is powerful enough to specify the engineering requirements correctly and balance many factors effectively. The concept and applicable field of LQR are expanded by DLQR to optimize the system with a free form cost function. 展开更多
关键词 optimal control linear quadratic regulator (LQR) search algorithm front steering angle compensation control
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A novel PID controller tuning method based on optimization technique 被引量:5
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作者 梁昔明 李山春 HASSAN A B 《Journal of Central South University》 SCIE EI CAS 2010年第5期1036-1042,共7页
An approach for parameter estimation of proportional-integral-derivative(PID) control system using a new nonlinear programming(NLP) algorithm was proposed.SQP/IIPM algorithm is a sequential quadratic programming(SQP) ... An approach for parameter estimation of proportional-integral-derivative(PID) control system using a new nonlinear programming(NLP) algorithm was proposed.SQP/IIPM algorithm is a sequential quadratic programming(SQP) based algorithm that derives its search directions by solving quadratic programming(QP) subproblems via an infeasible interior point method(IIPM) and evaluates step length adaptively via a simple line search and/or a quadratic search algorithm depending on the termination of the IIPM solver.The task of tuning PI/PID parameters for the first-and second-order systems was modeled as constrained NLP problem. SQP/IIPM algorithm was applied to determining the optimum parameters for the PI/PID control systems.To assess the performance of the proposed method,a Matlab simulation of PID controller tuning was conducted to compare the proposed SQP/IIPM algorithm with the gain and phase margin(GPM) method and Ziegler-Nichols(ZN) method.The results reveal that,for both step and impulse response tests,the PI/PID controller using SQP/IIPM optimization algorithm consistently reduce rise time,settling-time and remarkably lower overshoot compared to GPM and ZN methods,and the proposed method improves the robustness and effectiveness of numerical optimization of PID control systems. 展开更多
关键词 PID controller optimization infeasible interior point method sequential quadratic programming SIMULATION
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A Tabu Search Algorithm for Quadratic 0-1 Programming Problem 被引量:2
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作者 周贤伟 王远允 +1 位作者 田新现 郭瑞强 《Chinese Quarterly Journal of Mathematics》 CSCD 1997年第4期98-102, ,共5页
In this paper,quadratic 0-1 programming problem (I) is considered, in terms of its features quadratic 0-1 programming problem is solved by linear approxity heurstic algrothm and a developed tabu search ahgrothm .
关键词 Tabu search linear approximate quaratic 0-1 programming
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