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基于多目标优化的病态逆问题求解
  • 期刊名称:毛利军,陈少林. 基于多目标优化的病态逆问题求解,华东交通大学学报,Vol.24,No.5, pp:
  • 时间:0
  • 分类:O224[理学—运筹学与控制论;理学—数学] O241.2[理学—计算数学;理学—数学]
  • 作者机构:[1]南京航空航天大学土木工程系,江苏南京210016
  • 相关基金:国家自然基金项目(50508016/E080801)
  • 相关项目:饱和多孔介质近场波动的数值模拟技术
中文摘要:

针对科学和工程研究中的病态逆问题,提出了基于多目标优化的求解方法.该方法将各次观测所得问题方程组残差作为多目标,并进一步将该多目标转化为单一目标,通过遗传算法寻求问题最优解,从而利用多次观测的有效信息,达到稳定病态逆问题解的目的.数值算例表明,该方法在参数反演精度和抗噪方面,显著优于最小二乘法(岱);在中、低噪声水平上的相关性态优于Tikhonov正则化方法.

英文摘要:

The resolution strategy for ill - posed inverse problems encountered in science and engineering researches is put forward, based on multi - objective optimization. In the strategy, the residues of the equations of inverse problem corresponding with each measure are regarded as multi - objectives to be optimized, then the multi - objective is incorporated to one objective which can be optimized using genetic algorithm. Using the efficient information of each measure, the strat- egy gives a robust solution for the ill - pose inverse problem. Numerical examples show that the strategy' s performances in solution precision and noise immunity are significantly better than least square method (LS) and Tikhonov regularization method when measurement noise lies in medium and low levels.

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