arXiv Open Access 2024

A Preliminary Study on Accelerating Simulation Optimization with GPU Implementation

Jinghai He Haoyu Liu Yuhang Wu Zeyu Zheng Tingyu Zhu

Lihat Sumber

Abstrak

We provide a preliminary study on utilizing GPU (Graphics Processing Unit) to accelerate computation for three simulation optimization tasks with either first-order or second-order algorithms. Compared to the implementation using only CPU (Central Processing Unit), the GPU implementation benefits from computational advantages of parallel processing for large-scale matrices and vectors operations. Numerical experiments demonstrate computational advantages of utilizing GPU implementation in simulation optimization problems, and show that such advantage comparatively further increase as the problem scale increases.

Topik & Kata Kunci

cs.DC

Penulis (5)

Jinghai He

Haoyu Liu

Yuhang Wu

Zeyu Zheng

Tingyu Zhu

Format Sitasi

APA MLA BibTeX

He, J., Liu, H., Wu, Y., Zheng, Z., Zhu, T. (2024). A Preliminary Study on Accelerating Simulation Optimization with GPU Implementation. https://arxiv.org/abs/2404.11631

Akses Cepat

Lihat di Sumber

Informasi Jurnal

Tahun Terbit: 2024
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓