プレフィックス和演算によるロボットダイナミクスの並列計算
Parallel Dynamics Computation using Prefix Sum Operations
関節ロボットの逆・順ダイナミクスをプレフィックス和（スキャン）演算で並列化する枠組みを提案し、CUDA実装でCPU逐次計算より大幅な高速化を実現した。
著者: Yajue Yang, Yuanqing Wu, Jia Pan
分類: cs.RO
原文アブストラクト
We propose a new parallel framework for fast computation of inverse and forward dynamics of articulated robots based on prefix sums (scans). We re-investigate the well-known recursive Newton-Euler formulation of robot dynamics and show that the forward-backward propagation process for robot inverse dynamics is equivalent to two scan operations on certain semigroups. We show that the state-of-the-art forward dynamics algorithms may almost completely be cast into a sequence of scan operations, with unscannable parts clearly identified. This suggests a serial-parallel hybrid approach for systems with a moderate number of links. We implement our scan based algorithms on Nvidia CUDA platform with performance compared with multithreading CPU-based recursive algorithms; a significant level of acceleration is demonstrated.
