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Massachusetts Institute of Technology

Innovations in non-intrusive load monitoring

Abstract

dc:description.abstract

A non-intrusive load monitor (NILM) measures power at a central point in an electrical system to monitor the operation of many connected loads. Non-contact power meters sense the electromagnetic fields surrounding a cable and reconstruct the currents in each conductor. This thesis presents a novel calibration method for determining the relationship between fields and currents for a new meter by using an existing meter elsewhere within the distribution network. A complex software pipeline captures, processes, and stores NILM data. Analysis tools are often not directly available to operators of mission-critical systems. An analytical and graphical platform is developed that provides diagnostic and prognostic information about equipment in real time to maintainers of electromechanical systems.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2018

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Aboulian, Andre
Advisor dc:contributor.advisor
  • Steven B. Leeb and John S. Donnal.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/119597
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/119597

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Aboulian, Andre. Innovations in non-intrusive load monitoring. Massachusetts Institute of Technology, 2018. http://hdl.handle.net/1721.1/119597