---
title: "Smart campus energy monitoring notes"
description: "Notes and early work around IoT-style energy monitoring and a dashboard for campus buildings — learning project more than a city-scale rollout."
canonical: "https://www.ayushrai.site/research/smart-campus-energy/"
last-updated: "2026-10-16"
---

# Smart campus energy monitoring notes

Source: https://www.ayushrai.site/research/smart-campus-energy/
Markdown: https://www.ayushrai.site/research/smart-campus-energy.md

Notes and early work around IoT-style energy monitoring and a dashboard for campus buildings — learning project more than a city-scale rollout.

Status: Note. Period: 2023-03 – 2023-08.

Not peer-reviewed. Not a municipal deployment claim.

## Context

Older copy named an external funding source and partner; that claim is unverified and not repeated here.

## Methods

- Sensor network concepts
- Basic ML for anomaly / optimization sketches
- Web dashboard prototype

## Technologies

- IoT
- Machine Learning
- Sensor Networks
- Web Dashboard

## Findings

Produced learning artifacts and a monitoring dashboard direction. Softened from '15% energy savings' until measurement methodology is confirmed.

No funding claim verified.

## Needs confirmation

Unverified. Do not cite these as facts.

- Energy savings percentage
- Institutional partnership / funding label
- Scale of sensor deployment

_Unverified award metrics are omitted. Wording matches the public site._