Meter Reading AI Agent
Overview
Meter Reading AI Agent is a solution that automatically reads values from images of meters not equipped for digital acquisition, such as pressure gauges, thermometers, flow meters, power meters, and water meters. Combining AWS Bedrock AgentCore Runtime with knowledge bases and storage infrastructure, it supports the digitalization of field measurements.
Features
1. High-Precision Image Analysis with AI
Utilizes multimodal LLM to automatically interpret pointers and scales. Considers reading procedures for each meter type and outputs values with confidence scores.
2. Meter Identification via QR Code
Automatically retrieves meter information from attached QR codes, improving reading accuracy and operational efficiency.
3. Knowledge Base Integration
References meter specifications registered in Bedrock Knowledge Base to apply appropriate reading logic and validation.
4. Data Pipeline and Visualization
Reading results are stored from DynamoDB via Kinesis Data Firehose to S3 Tables (Apache Iceberg). Time-series data can be visualized on dashboards.
Architecture
Installation
- Supports deployment using AWS CloudFormation templates.
- See the setup guide for prerequisites, deployment procedures, and sample dashboard construction methods.
- Also includes instructions for registering instruction documents and meter specification files to Knowledge Base and synchronization procedures.