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要点】:该论文探讨了通过顺序凸规划(SCP)等鲁棒控制优化技术,提高量子近似优化算法(QAOA)在面临已知误差源但误差大小未知的噪声 intermediate scale quantum (NISQ) 设备中的模拟误差的可行性,从而改善了QAOA在存在相干误差和初始状态准备错误时的目标景观和整体电路保真度。

方法】:采用顺序凸规划进行鲁棒控制优化。

实验】:通过实验验证了鲁棒优化技术能显著降低QAOA模拟误差,改善了在特定误差源影响下的QAOA目标函数 landscape和整体电路保真度,实验数据未在文中具体提及。