We propose a new gradient method for holography, where a phase-only hologram is parameterized by not only the phase but also amplitude. The key idea of our approach is the formulation of a phase-only hologram using an auxiliary amplitude. We optimize the parameters using the so-called Wirtinger flow algorithm in the Cartesian domain, which is a gradient method defined on the basis of the Wirtinger calculus. At the early stage of optimization, each element of the hologram exists inside a complex circle, and it can take a large gradient while diverging from the origin. This characteristic contributes to accelerating the gradient descent. Meanwhile, at the final stage of optimization, each element evolves along a complex circle, similar to previous state-of-the-art gradient methods. The experimental results demonstrate that our method outperforms previous methods, primarily due to the optimization of the amplitude.
翻译:我们提出了一种用于全息术的新型梯度方法,其中纯相位全息图不仅通过相位参数化,还通过振幅参数化。该方法的核心思想是利用辅助振幅构建纯相位全息图。我们在笛卡尔域中采用基于Wirtinger微积分的Wirtinger流算法优化参数,该算法是一种建立在Wirtinger微积分基础上的梯度方法。在优化初期,全息图的每个元素位于复数圆内,可在偏离原点时取较大梯度,这一特性有助于加速梯度下降。而在优化末期,每个元素沿复数圆演化,与现有最先进梯度方法类似。实验结果表明,由于引入了振幅优化,本方法性能优于现有方法。