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# Next-Gen AMI 2.0 Smart Meter Analytics on Google Cloud
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# Next-Gen Smart Meter Data Analytics on Google Cloud
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[![IEEE PES](https://img.shields.io/badge/IEEE%20PES-Cloud4PowerGrid-blue)](https://github.com/IEEE-PES-TF-Cloud4PowerGrid/cloud_adoption_tutorials)
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[![GCP](https://img.shields.io/badge/Google%20Cloud-Platform-orange)](https://cloud.google.com/)
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[![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](LICENSE)
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This tutorial demonstrates a cloud-native architecture for ingesting, storing, and analyzing high-frequency data from **second-generation Advanced Metering Infrastructure (AMI 2.0)** smart meters using **Google Cloud Platform** services.
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This tutorial demonstrates a cloud-native architecture for ingesting, storing, and analyzing high-frequency data from **Advanced Metering Infrastructure (AMI)** smart meters using **Google Cloud Platform** services.
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## 🎯 Overview
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AMI 2.0 represents a significant evolution from legacy smart meters:
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AMI represents a significant evolution from legacy smart meters:
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| Feature | Legacy AMI | AMI 2.0 |
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| Feature | Legacy Smart Meter | AMI |
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|---------|-----------|---------|
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| Sampling Rate | 5-60 minutes | **1 second** (or faster) |
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| Data per Meter/Day | ~288-1,440 readings | **86,400 readings** |
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```
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┌─────────────────────────────────────────────────────────────────────────────┐
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AMI 2.0 Smart Meter Analytics │
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Smart Meter Data Analytics │
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└─────────────────────────────────────────────────────────────────────────────┘
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┌──────────────────┐ ┌──────────────────┐ ┌──────────────────────┐
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│ Edge Layer │ │ Cloud Ingestion │ │ Stream Processing │
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│ (Power Poles) │ │ │ │ │
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│ │ │ │ │ │
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│ ┌────────────┐ │ │ ┌────────────┐ │ │ ┌────────────────┐ │
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│ │ AMI 2.0 │──┼──5G──┼──│ Pub/Sub │──┼─────┼──│ Dataflow │ │
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│ │ AMI │──┼──5G──┼──│ Pub/Sub │──┼─────┼──│ Dataflow │ │
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│ │ Meters │ │ / │ │ Topic │ │ │ │ Pipeline │ │
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│ │ (1Hz data) │ │ Sat │ └────────────┘ │ │ └───────┬────────┘ │
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│ └────────────┘ │ │ │ │ │ │
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| Service | Usage | Est. Cost/Hour |
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|---------|-------|----------------|
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| VM | 2c/8G | ~$1.00 |
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| Pub/Sub | 10 msg/s | ~$0.01 |
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| Dataflow | 2 workers | ~$0.20 |
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| BigQuery | Storage + queries | ~$0.01 |
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| Cloud Storage | 1 GB | ~$0.01 |
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| **Total** | | **~$0.25/hour** |
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| **Total** | | **~$1.25/hour** |
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### Cost Control Tips
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Contributions are welcome! Please see the main repository's contributing guidelines.
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The preparation of this tutorial is with help of multiple GenAI tools.
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---
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**IEEE PES Task Force on Cloud for Power Grid**

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