Coordinate descent method is a unconstrained optimization technique. When it is applied to support vector machine （SVM）, at each step the method updates one component of w by solving a one-variable sub-problem while...Coordinate descent method is a unconstrained optimization technique. When it is applied to support vector machine （SVM）, at each step the method updates one component of w by solving a one-variable sub-problem while fixing other components. All components of w update after one iteration. Then go to next iteration. Though the method converges and converges fast in the beginning, it converges slow for final convergence. To improve the speed of final convergence of coordinate descent method, Hooke and Jeeves algorithm which adds pattern search after every iteration in coordinate descent method was applied to SVM and a global Newton algorithm was used to solve one-variable subproblems. We proved the convergence of the algorithm. Experimental results show Hooke and Jeeves＇ method does accelerate convergence specially for final convergence and achieves higher testing accuracy more quickly in classification.展开更多
提出了一种混合演化算法求解多目标优化问题.演化算法是解决多目标优化问题的有效方法,在全局优化问题中具有很好的鲁棒性,但其局部搜索性能有待改善.Hooke and Jeeves方法是一经典的局部搜索算法,将其与演化算法结合求解多目标优化问题...提出了一种混合演化算法求解多目标优化问题.演化算法是解决多目标优化问题的有效方法,在全局优化问题中具有很好的鲁棒性,但其局部搜索性能有待改善.Hooke and Jeeves方法是一经典的局部搜索算法,将其与演化算法结合求解多目标优化问题,提高了解的收敛质量,因而从整体上提高了算法的性能,并且测试结果也说明了该算法的可行性.展开更多
提出一种电压源换流器高压直流输电(voltage source converter based on high voltage direct current,VSC-HVDC)的新型控制策略。基于VSC-HVDC的稳态模型,通过坐标变换和变量代换推导出一组功率传输方程。结合PI控制器和非线性逆系统...提出一种电压源换流器高压直流输电(voltage source converter based on high voltage direct current,VSC-HVDC)的新型控制策略。基于VSC-HVDC的稳态模型,通过坐标变换和变量代换推导出一组功率传输方程。结合PI控制器和非线性逆系统的思想设计了相应的控制器,并推导出在该控制器下VSC-HVDC的有功功率和无功功率的传输极限。从圆特性出发,在理论上证明所设计的控制器可以实现有功功率和无功功率的完全独立控制。采用Hooke-Jeeves算法对控制器的参数进行了优化。PSCAC/EMTDC下的仿真结果表明:采用优化后的PI参数,系统性能得到很大改善;而且所设计的控制器可以实现有功功率和无功功率的独立控制,并具有快速的响应速度、良好的稳定性和较好的鲁棒性。展开更多
基金supported by the National Natural Science Foundation of China (6057407560705004)
文摘Coordinate descent method is a unconstrained optimization technique. When it is applied to support vector machine （SVM）, at each step the method updates one component of w by solving a one-variable sub-problem while fixing other components. All components of w update after one iteration. Then go to next iteration. Though the method converges and converges fast in the beginning, it converges slow for final convergence. To improve the speed of final convergence of coordinate descent method, Hooke and Jeeves algorithm which adds pattern search after every iteration in coordinate descent method was applied to SVM and a global Newton algorithm was used to solve one-variable subproblems. We proved the convergence of the algorithm. Experimental results show Hooke and Jeeves＇ method does accelerate convergence specially for final convergence and achieves higher testing accuracy more quickly in classification.
文摘提出了一种混合演化算法求解多目标优化问题.演化算法是解决多目标优化问题的有效方法,在全局优化问题中具有很好的鲁棒性,但其局部搜索性能有待改善.Hooke and Jeeves方法是一经典的局部搜索算法,将其与演化算法结合求解多目标优化问题,提高了解的收敛质量,因而从整体上提高了算法的性能,并且测试结果也说明了该算法的可行性.
文摘提出一种电压源换流器高压直流输电(voltage source converter based on high voltage direct current,VSC-HVDC)的新型控制策略。基于VSC-HVDC的稳态模型,通过坐标变换和变量代换推导出一组功率传输方程。结合PI控制器和非线性逆系统的思想设计了相应的控制器,并推导出在该控制器下VSC-HVDC的有功功率和无功功率的传输极限。从圆特性出发,在理论上证明所设计的控制器可以实现有功功率和无功功率的完全独立控制。采用Hooke-Jeeves算法对控制器的参数进行了优化。PSCAC/EMTDC下的仿真结果表明:采用优化后的PI参数,系统性能得到很大改善;而且所设计的控制器可以实现有功功率和无功功率的独立控制,并具有快速的响应速度、良好的稳定性和较好的鲁棒性。
