ISSN2320-2882
Impact Factor9.17
UGC ParametersAligned
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CrossRefDOI
ESTD2013
Peer ReviewTransparent
AccessOpen
Submission: Always Open
Paper Title
IOT-Based Smart Energy Monitory System For Educational Institutions
Authors
Anand Hegde , Arvind Bharadwaj , Kunaal Pramod
Keywords
Smart Meters, Energy Monitoring, Machine Learning, Anomaly Detection, Time-Series Forecasting, Flutter, FastAPI, COMBED Dataset, IoT Analytics, Sustainable Computing
Abstract
This research presents a fully implemented, end-to-end smart energy monitoring system integrating machine learning, a real-time backend service, and a Flutter-based mobile application. The system utilizes the publicly available COMBED dataset to simulate real-time smart meter readings at 30-second intervals via WebSocket streaming. Four machine learning models--KMeans clustering, Isolation Forest anomaly detection, LSTM short-term forecasting, and ARIMA long-term forecasting--enable comprehensive energy analysis including pattern recognition, anomaly alerts, and multi-horizon predictions.
A FastAPI backend provides REST endpoints and WebSocket support with model inference latency below 100 ms. The Flutter application delivers a mobile-first dashboard with real-time charts, anomaly lists, bill estimation in INR, and forecast visualizations. Twilio SMS integration provides automated alerts for critical anomalies.
This work distinguishes itself from prior literature through complete implementation, real-time simulation using open datasets, mobile-first architecture, and deployable multi-model integration. The system is reproducible, scalable, and extendable to real IoT smart meter hardware.
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How To Cite
Choose the style your journal or department asks for, then copy it. Every version below is generated from this paper's own record.
IJCRT — journal style
"IOT-Based Smart Energy Monitory System For Educational Institutions", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.13, Issue 11, page no.d962-d979, November 2025, Available :https://ijcrt.org/papers/IJCRT2511472.pdf
APA — 7th edition
Hegde, A., Bharadwaj, A., & Pramod, K. (2025). IOT-Based Smart Energy Monitory System For Educational Institutions. International Journal of Creative Research Thoughts, 13(11), d962-d979. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472
MLA — 9th edition
Hegde, Anand, et al. "IOT-Based Smart Energy Monitory System For Educational Institutions." International Journal of Creative Research Thoughts, vol. 13, no. 11, 2025, pp. d962-d979, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472.
Chicago — 17th, bibliography
Hegde, Anand, Arvind Bharadwaj, and Kunaal Pramod. "IOT-Based Smart Energy Monitory System For Educational Institutions." International Journal of Creative Research Thoughts 13, no. 11 (2025): d962-d979. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472.
Harvard — author–date
Hegde, A., Bharadwaj, A. and Pramod, K. (2025) 'IOT-Based Smart Energy Monitory System For Educational Institutions', International Journal of Creative Research Thoughts, 13(11), pp. d962-d979. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472
IEEE — numbered reference
A. Hegde, A. Bharadwaj and K. Pramod, "IOT-Based Smart Energy Monitory System For Educational Institutions," IJCRT, vol. 13, no. 11, pp. d962-d979, Nov. 2025.
Vancouver — biomedical
Hegde A, Bharadwaj A, Pramod K. IOT-Based Smart Energy Monitory System For Educational Institutions. IJCRT. 2025 Nov;13(11):d962-d979.
AMA — 11th edition
Hegde A, Bharadwaj A, Pramod K. IOT-Based Smart Energy Monitory System For Educational Institutions. IJCRT. 2025;13(11):d962-d979. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2511472,
author = {Anand Hegde and Arvind Bharadwaj and Kunaal Pramod},
title = {IOT-Based Smart Energy Monitory System For Educational Institutions},
journal = {International Journal of Creative Research Thoughts},
volume = {13},
number = {11},
pages = {d962-d979},
year = {2025},
month = {November},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Hegde, Anand
AU - Bharadwaj, Arvind
AU - Pramod, Kunaal
TI - IOT-Based Smart Energy Monitory System For Educational Institutions
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 13
IS - 11
PY - 2025
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472
SP - d962-d979
ER -
Issue
Volume 13 Issue 11,
November-2025
Pages : d962-d979
Article Information
- Published In
- International Journal of Creative Research Thoughts — Volume 13, Issue 11, November 2025
- Pages
- d962-d979
- Published
- November 2025
- Registration ID
- IJCRT_296722
- Published Paper ID
- IJCRT2511472
- Research Area
- Science and Technology
- Author Type
- Indian Author
- Location
- BANGALORE, KARNATAKA, India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 290
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511472
- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2511472.pdf
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International Journal of Creative Research Thoughts
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