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  6. [Free White Paper] Basics of Anomaly Detection through Vibration

[Free White Paper] Basics of Anomaly Detection through Vibration

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DX-U1100 Series

last updated:Nov 29, 2023

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By analyzing the common vibration issues in the production site and building an anomaly detection AI, we aim to capture signs of failure and improve productivity through equipment maintenance and machinery upkeep.

We offer free materials to help you understand the basics of vibration analysis and anomaly detection in production environments using AI. Using an edge AI computer (Jetson) and actual vibration sensors, we will explain the process from data collection, data preprocessing, and analysis using the MT method, to the creation of an anomaly detection app, while providing executable Python code. Please take a moment to read it. 【Table of Contents】 1. Overview 2. Vibration Data Collection 3. Vibration Data Preprocessing 4. Anomaly Detection (When there is a single cluster of normal states) 5. Anomaly Detection (When there are multiple clusters of normal states) 6. Creation of Anomaly Detection App 7. Conclusion 【Products Used】 Industrial Edge AI Computer DX-U1000 - Fanless Embedded PC / Equipped with NVIDIA(R) Jetson Nano(TM) / ARM Cortex-A57 / DC Power Supply *For more details, please refer to the PDF document or feel free to contact us.

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[Free White Paper] Basics of Anomaly Detection through Vibration

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  • Detailed explanation of the product! Contec's AI computer pioneering the DX era.
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**Main Features of DX-U1000** - Edge AI accelerator equipped with NVIDIA(R) Jetson Nano(TM) - Long-term supply and maintenance - Adoption of high-reliability, long-life components - Two Gigabit LAN ports interconnect different network layers - Wide temperature range support with guaranteed operation from -20 to 60℃ **Main Specifications** - Installation type: VESA 100 x 100; Wall mount - Supported OS: Linux Ubuntu; SDK JetPack - CPU: ARM Cortex-A57 1.43GHz (4 cores) - Memory: 4GB - GPU: 128 CUDA Core (Maxwell) - AI Performance: 0.5 TFLOPS (FP16) - Display: 1x DisplayPort (eDP v1.4); 1x HDMI - LAN: 2x 1000BASE-T - I/O: 1x USB3.2 Gen1 (USB3.0); 1x USB2.0 - Memory card: 1x Micro SD slot - Expansion bus: 1x M.2 Key B (2230); 1x M.2 Key E (2230)

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P3

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Applications/Examples of results

Applicable to applications that require AI inference processing, such as intrusion detection, people counting, predictive maintenance, and appearance inspection systems.

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    DX-U1100

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DX-U1100 Industrial Edge AI Computer DX-U1000 - Fanless Embedded PC / Equipped with NVIDIA(R) Jetson Nano(TM) / ARM Cortex-A57 / DC Power Supply

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[White Paper] Basics of Anomaly Detection through Vibration

[White Paper] Basics of Anomaly Detection through Vibration

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Industrial Electrical Equipment

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Established in April 1975. We operate globally in the electronics and information-related fields, contributing to the global society as a world pioneer company that utilizes PC technology in automation systems across various sectors. We provide component products and system integration technology. As a comprehensive manufacturer of electronic devices, we offer a wide range of high-quality industrial PCs, expansion boards, network devices, and software as component products, and we also accommodate OEM/ODM and customization based on our innovative advanced core technologies to meet customer needs. Additionally, we prepare industry-specific system packages that combine communication services and system equipment, and we are committed to product development and service provision from the customer's perspective as a total solution vendor.

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