1. 种利用 GPU 加速的轨迹线热力图生成 显示方法.
- Author
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朱峥嵘, 黄亚锋, and 赵立营
- Subjects
- *
CENTRAL processing units , *PARALLEL programming , *KERNEL functions , *PIXELS , *THRESHOLD (Perception) - Abstract
Objectives: To deal with the high computation expense in data-intensive heat map generation, parallel computing technology based on graphic processing unit(GPU) is introduced to the heat map generation filed. With combination of trajectory line model, we propose a novel method for trajectory line heat map generation and display based on GPU. Methods: Firstly, in order to avoid discontinuity and inhomogeneity of heat value resulted from different dense of trajectory points or unreasonable neighborhood threshold, trajectory line model is adopted to improve the effect of generated heat map. Secondly, aiming at the problem of low efficiency of heat map generation caused by large-scale data calculation, the proposed method can improve the efficiency greatly via a combination of GPU parallel computing, tuning of kernel function parameter, loop unrolling and pixel buffer object. Results: Experimental results show that processing speed of the proposed method is from 5 to 30 times faster than CPU(central processing unit) )-based implementation. Conclusions: Additionally, the accelerator ratio tends to be higher as the resolution of heat map or the increase of trajectory data. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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