Search Results for author: Zhigang Wei

Found 3 papers, 2 papers with code

HLSFactory: A Framework Empowering High-Level Synthesis Datasets for Machine Learning and Beyond

1 code implementation1 May 2024 Stefan Abi-Karam, Rishov Sarkar, Allison Seigler, Sean Lowe, Zhigang Wei, Hanqiu Chen, Nanditha Rao, Lizy John, Aman Arora, Cong Hao

HLSFactory has three main stages: 1) a design space expansion stage to elaborate single HLS designs into large design spaces using various optimization directives across multiple vendor tools, 2) a design synthesis stage to execute HLS and FPGA tool flows concurrently across designs, and 3) a data aggregation stage for extracting standardized data into packaged datasets for ML usage.

Benchmarking Design Synthesis

HLSDataset: Open-Source Dataset for ML-Assisted FPGA Design using High Level Synthesis

1 code implementation17 Feb 2023 Zhigang Wei, Aman Arora, Ruihao Li, Lizy K. John

Machine Learning (ML) has been widely adopted in design exploration using high level synthesis (HLS) to give a better and faster performance, and resource and power estimation at very early stages for FPGA-based design.

An Olfactory EEG Signal Classification Network Based on Frequency Band Feature Extraction

no code implementations5 Feb 2022 Biao Sun, Zhigang Wei, Pei Liang, Huirang Hou

Considering these, the focus of this letter is to classify the olfactory EEG signals by exploiting the spectral-domain information of specific frequency bands.

Classification EEG

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