A Graph-based Benchmark dataset for Printed Circuit Netlist Partitioning

As a critical component of electronic design automation and reverse engineering, printed circuit netlist partitioning has long been a significant research topic in this field. Recent advancements in graph machine learning techniques have brought new opportunities for netlist partitioning research. However, the lack of high-quality benchmark datasets with partitioning-labeled netlist data remains a major challenge. To promote research consistency and domain alignment, this paper proposes a construction method for netlist graph data in Protel 2 format and accordingly creates a labeled partitioned printed circuit netlist graph dataset-BenchPCNP. Five electronic designers followed the IPC-2612 design standards to partition 50 production-verified practical circuits, thereby constructing this dataset. The dataset covers 54 distinct partition module labels with clear module partitioning annotations, serving as a reliable performance evaluation benchmark for subsequent research.

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Publication Details

Journal
Scientific Data
Published
2026-02-25
DOI
https://doi.org/10.1038/s41597-026-06818-y
Primary Topic
VLSI and FPGA Design Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

A Graph-based Benchmark dataset for Printed Circuit Netlist Partitioning

Kai Qiao, Yuena Wei, Jian Chen, Jinjin Hai et al.
Scientific Data
VLSI and FPGA Design Techniques
article

A Graph-based Benchmark dataset for Printed Circuit Netlist Partitioning

Kai Qiao, Yuena Wei, Jian Chen, Jinjin Hai, Jie Yang, Bin Yan, Jun Shu
article en

Abstract

As a critical component of electronic design automation and reverse engineering, printed circuit netlist partitioning has long been a significant research topic in this field. Recent advancements in graph machine learning techniques have brought new opportunities for netlist partitioning research. However, the lack of high-quality benchmark datasets with partitioning-labeled netlist data remains a major challenge. To promote research consistency and domain alignment, this paper proposes a construction method for netlist graph data in Protel 2 format and accordingly creates a labeled partitioned printed circuit netlist graph dataset-BenchPCNP. Five electronic designers followed the IPC-2612 design standards to partition 50 production-verified practical circuits, thereby constructing this dataset. The dataset covers 54 distinct partition module labels with clear module partitioning annotations, serving as a reliable performance evaluation benchmark for subsequent research.

Scientific Data
PLA Information Engineering University (CN), Henan University of Engineering (CN)
Openalex Percentile: Top 45%
VLSI and FPGA Design Techniques
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