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SimonLi2000 authored Jul 8, 2024
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Expand Up @@ -5,8 +5,7 @@ This is the codebase for our paper "Introducing Edge Intelligence to Smart Meter

## Overview

Low-cost smart meters are ubiquitous in smart grids. Enabling resource-constraint smart meters to perform deep learning is quite challenging. Our end-edge-cloud framework reveals a new path for edge intelligence on smart meters. It improves 95.6% memory footprint, 94.8% training time, and 50% communication overhead, achieving comparable or even superior forecasting accuracy to the
resource-unlimited methods. We provide code for established experimental and simulation platforms.
Low-cost smart meters are ubiquitous in smart grids. Enabling resource-constraint smart meters to perform deep learning is quite challenging. Our end-edge-cloud framework reveals a new path for edge intelligence on smart meters. It improves 95.6% memory footprint, 94.8% training time, and 50% communication overhead, achieving comparable or even superior forecasting accuracy to that of conventional methods trained on high-capacity servers. We provide code for established experimental and simulation platforms.

![content](figures/framework.jpg)

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