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Further Improvement on Dynamic Programming for Optimal Bit Allocation

机译:动态规划的最佳位分配的进一步改进

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Dynamic programming algorithms based on Lagrange multiplier method is often used for obtaining an optimal bit allocation strategy to minimize the total distortion given a constrained rate budget in both source and channel coding applications. Due to possible large quantizer set and improper initialization, the algorithm often suffers from heavy computational complexity. There have been many solutions in recent years to the above question. In this paper, a simple but efficient algorithm is presented to further speed up the convergence of the algorithm. This algorithm can be easily realized and get the final solution much faster. The experimental result shows that our new algorithm can figure out the optimal solution with a speed 5-7 times faster than the original algorithm.
机译:在源和信道编码应用中,在给定速率预算的情况下,基于拉格朗日乘数法的动态编程算法通常用于获得最佳的比特分配策略,以使总失真最小化。由于可能存在大量的量化器集和不正确的初始化,因此该算法通常会遭受沉重的计算复杂性。近年来,对于上述问题有许多解决方案。本文提出了一种简单有效的算法来进一步加快算法的收敛速度。该算法可以轻松实现,并更快地获得最终解决方案。实验结果表明,我们的新算法能够以比原始算法快5-7倍的速度找出最优解。

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