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Author

Byeong-Kwon Ju

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Open access 2026

Sensing- and Periphery-Aware Modeling of a Hybrid MTJ–CMOS Nonvolatile 1-bit Sign-Weight Memory Subsystem for Energy-Constrained Edge Inference

The spin-transfer-torque magnetic random access memory (STT-MRAM) is attractive for nonvolatile 1-bit sign-weight storage, but a favorable cell or local-read metric does not establish subsystem efficiency. We analyze a hybrid magnetic tunnel junction (MTJ)–complementary metal–oxide–semiconductor (CMOS) memory subsystem...

Byeong-Gwon Kim, Byeong-Kwon Ju, Ki-Young Lee · 0 citations
Open access Sep 2026

Offline Extrinsic-Calibration-Free Cone-Based ROI Filtering for Lightweight Distributed Multi-Sensor Fusion on Edge Systems

We propose a lightweight cone-based Region of Interest (ROI) filtering method for camera–LiDAR fusion on distributed edge systems. Multiple Neural Processing Unit (NPU) nodes perform camera inference, and a central edge board combines their detections with LiDAR point clouds. The relative rotation is obtained from IMU...

Yongju Park, Sanghyeok Hwangbo, Hyoeun Kim et al. · 0 citations

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