Weimin Chen

Weimin Chen

台灣 臺北市 臺北市
374 人關注 371 位聯絡人

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關於

https://weimin023.github.io/

- Parallel Computing | DSP Algorithms | HPC
- CUDA…

活動

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工作經歷

  • Tron Future Tech 圖片

    Tron Future Tech

    新竹地區

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    Zhubei, Taiwan, Taiwan

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    Zhubei City, Taiwan, Taiwan

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    台灣 新竹市

教育背景

  • 國立交通大學 圖片

    國立交通大學

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    - Automotive Radar DSP
    - IC front-end design
    - Deep learning

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專案

  • [Digital Image Processing] Synthetic-Aperture Radar (SAR) Image Processing Acceleration

    • Accelerated the processing pipeline of open-source SAR images using GPU.
    • Since SAR images are much larger than GPU memory, techniques such as batching, CUDA streams, cuBLAS, cuFFT, and customized kernels were used to boost processing speed by 7–8 times, achieving even real-time performance.

  • [Digital Image Processing] Connected Components Labeling (CCL) Hardware Acceleration

    • Connected Components Labeling (CCL) is a technique to detect different objects in an image by assigning each object a unique label used in computer vision.
    •Algorithm optimization significantly reduced atomic operations, achieving a 10x speedup on the AGX Orin embedded device.

  • [Digital Signal Processing] CUDA Acceleration for Super Resolution DOA Estimation

    • Design shared memory layout to improve memory access patterns and bank conflicts.
    • Mixed programming with CUDA cores and Tensor cores to achieve extremely high throughput.
    • Extensive experimentation to optimize GEMM.
    • Operator optimization with kernel fusion.
    • Minimize kernel launching overheads with CUDA Graph.
    • Tuning kernels to achieve maximum efficiency on embedded systems.
    • Performance analysis and profiling with Nsight Compute and Nsight System

  • [GUI] Quantitative Trading Strategies Dashboard

    • Develop an interactive stock historical price search dashboard using Qt6 and C++.
    • Implement quantitative trading strategies in collaboration with a stock analyst

  • [EDA] A SystemVerilog Abstract Syntax Tree Visualizer

    • The visualizer provides an intuitive and interactive representation of the abstract syntax tree.

語言能力

  • Mandarin Chinese

    母語

  • English

    中高級（商務會話）

  • Japanese

    中高級（商務會話）

  • Minnan Chinese

    中高級（商務會話）

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其他相似會員

研習以下課程，培養專業技能

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