Intelligent Sensor Fault Detection System
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Proactively identify and resolve sensor malfunctions with this AI-powered automation workflow. It leverages advanced language models and vector databases to detect anomalies and log critical events, ensuring operational continuity.
About This Workflow
This n8n workflow provides a robust solution for detecting faults within your sensor network. Upon receiving new sensor data via a webhook, the system intelligently processes the information. Text data is split, converted into embeddings using OpenAI, and then stored in a Supabase vector database. When a query is made, it retrieves relevant information from the vector store, uses memory for context, and leverages a Hugging Face language model to analyze potential faults. The system acts as an intelligent agent, capable of diagnosing issues, and logs all detected faults to a Google Sheet for easy review and management.
Key Features
- Real-time Fault Detection: Automatically identifies anomalies in sensor data as it arrives.
- AI-Powered Analysis: Utilizes advanced language models for intelligent diagnosis of sensor issues.
- Scalable Data Storage: Leverages Supabase vector database for efficient storage and retrieval of sensor data embeddings.
- Automated Logging: Records all detected faults and relevant information to a Google Sheet for easy tracking and reporting.
- Extensible with Webhooks: Seamlessly integrates with existing sensor systems via a dedicated webhook endpoint.
How To Use
- Configure Webhook: Set up your sensor system to send data to the provided
sensor_fault_detectorwebhook URL. - Set up OpenAI Credentials: Provide your OpenAI API key in the
Embeddingsnode for vectorization. - Set up Supabase Credentials: Configure your Supabase connection and specify the
sensor_fault_detectorindex name for bothInsertandQuerynodes. - Configure Hugging Face Credentials: Input your Hugging Face API token in the
Chatnode. - Configure Google Sheets Credentials: Authorize the workflow to write to your Google Sheet by providing the
SHEET_IDandLogsheet name in theSheetnode.
Apps Used
Workflow JSON
{
"id": "9d6b5caf-019b-4b1a-9d52-a8558ab236b3",
"name": "Intelligent Sensor Fault Detection System",
"nodes": 17,
"category": "Operations",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 9d6b5caf-019b...
About the Author
Crypto_Watcher
Web3 Developer
Automated trading bots and blockchain monitoring workflows.
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