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Author

Takuya Azumi

4 papers indexed here

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Preprint Sep 2026

Sim-to-Real Aware End-to-End Learning Environment for Micromobility

While end-to-end autonomous driving systems show promise, their application to micromobility vehicles is hindered by simulators failing to capture specific kinematics, such as differential drives and omni-wheels. This paper pro- poses a sim-to-real-aware, vehicle-specific end-to-end learning environment for the WHILL M...

Shouma Amano, Takuya Azumi · 0 citations
Preprint Open access Sep 2026

Model-Based Retargeting to Many-Core CPS: Simulink-to-OpenCL Workflow

This paper addresses the software portability gap between Model-Based Development (MBD) and advanced many-core execution for Cyber-Physical Systems (CPS). We present a workflow-preserving retargeting approach for Simulink-based CPS applications with candidate-wise data parallelism to OpenCL-based many-core processors....

Ryuga Chiba, Hiroshi Fujimoto, Takuya Azumi · 0 citations
Open access 2026

SC-IOCI: Multiple Infrastructure LiDAR-Based 3-D Object Detection via Intermediate Output Compression and Integration in Split Computing

3D object detection based on LiDAR point cloud data and deep neural networks (DNNs) plays a critical role in autonomous driving systems. Although state-of-the-art models achieve high accuracy, deploying them on edge devices remains challenging due to their computational complexity and latency. Furthermore, single-LiDAR...

Shouma Amano, Taisuke Noguchi, Takuya Azumi · 0 citations
Open access 2026

Evaluation Platform for Tracing of Autonomous Driving System Combined AUTOSAR AP and ROS 2

Autonomous driving systems demand strict real-time properties and safety for practical realization, and development is progressing in heterogeneous environments where the industry standard AUTomotive Open System ARchitecture (AUTOSAR) Adaptive Platform (AUTOSAR AP) and Robot Operating System 2 (ROS 2) coexist; however,...

Ryudai Iwakami, Shunsuke Ito, Hiroyuki Hanyu et al. · 0 citations

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