NDLI: An in depth study into using EMI signatures for appliance identification

Please wait, while we are loading the content...

PresenceSense: zero-training algorithm for individual presence detection based on power monitoring

WattShare: detailed energy apportionment in shared living spaces within commercial buildings

PowerPlay: creating virtual power meters through online load tracking

Occupancy monitoring using environmental & context sensors and a hierarchical analysis framework

Minimizing electricity costs by sharing energy in sustainable microgrids

Distributed independent actuation for irrigation control

Distributed control of a swarm of buildings connected to a smart grid: demo abstract

BlueSentinel: a first approach using iBeacon for an energy efficient occupancy detection system

SolarCast: a cloud-based black box solar predictor for smart homes

An in depth study into using EMI signatures for appliance identification

An energy-harvesting sensor architecture and toolkit for building monitoring and event detection

Collaborative energy conservation in a microgrid

Comparison of linear correlation and a statistical dependency measure for inferring spatial relation of temperature sensors in buildings

SolarCast - an open web service for predicting solar power generation in smart homes: demo abstract

Discerning electrical and water usage by individuals in homes

Data driven investigation of faults in HVAC systems with model, cluster and compare (MCC)

The ECO data set and the performance of non-intrusive load monitoring algorithms

Piloteur: a lightweight platform for pilot studies of smart homes

Quantifying flexibility of residential thermostatically controlled loads for demand response: a data-driven approach

Social spring: encounter-based path refinement for indoor tracking systems

Nerv -- contextual information retrieval for Google Glass: demo abstract

Strategy-proof thermal comfort voting in buildings

Optimal energy incentive design for occupant-engaged commercial building control: demo abstract

Towards automating the deployment of energy saving approaches in buildings

A restful API to control a energy plus smart grid-ready residential building: demo abstract

Optimal HVAC building control with occupancy prediction

NILMTK v0.2: a non-intrusive load monitoring toolkit for large scale data sets: demo abstract

QiLoc---a Qi-wireless based platform for robust user-initiated indoor location services: demo abstract

Model-free occupancy-based control of variable-air-volume terminal boxes: demo abstract

Flexhouse-2 - an open source building automation platform with a focus on flexible control: demo abstract

An iBeacon primer for indoor localization: demo abstract

SPA: smart meter privacy analyzer: demo abstract

BEAD - building energy asset discovery tool for automating smart building analytics: demo abstract

Writing scalable building efficiency applications using normalized metadata: demo abstract

PLAID: a public dataset of high-resoultion electrical appliance measurements for load identification research: demo abstract

Automated diagnostics for AHU-VAV systems using pattern matching: demo abstract

BuildingSherlock: fault management framework for HVAC systems: demo abstract

Mortar.io: a concrete building automation system: demo abstract

Estimating human interactions with electrical appliances for activity-based energy savings recommendations: poster abstract

The transactional network platform: poster abstract

Bits and watts: improving energy disaggregation performance using power line communication modems: poster abstract

Low cost HVAC systems for energy management in developing countries: poster abstract

Applying extended kalman filters to adaptive thermal modelling in homes: poster abstract

Water or slime? A platform for automating water treatment systems: poster abstract

eAir: an energy efficient air quality management system in residential buildings: poster abstract

Occupant engaged fast demand responses for commercial buildings: poster abstract

SBD: a signature-based detection for activities of appliances: poster abstract

Low power and low cost tide gauge sensor node using a long distance communication technology -MAD-SS-: poster abstract

Generating home energy footprint by assigning fixture usage to individuals in homes: poster abstract

An in depth study into using EMI signatures for appliance identification

Content Provider	ACM Digital Library
Author	Singh, Amarjeet Gulati, Manoj Ram, Shobha Sundar
Abstract	Energy conservation is a key factor towards long term energy sustainability. Real-time end user energy feedback, using disaggregated electric load composition, can play a pivotal role in motivating consumers towards energy conservation. Recent works have explored using high frequency conducted electromagnetic interference (EMI) on power lines as a single point sensing parameter for monitoring common home appliances. However, key questions regarding the reliability and feasibility of using EMI signatures for non-intrusive load monitoring over multiple appliances across different sensing paradigms remain unanswered. This work presents some of the key challenges towards using EMI as a unique and time invariant feature for load disaggregation. In-depth empirical evaluations of a large number of appliances in different sensing configurations are carried out, in both laboratory and real world settings. Insights into the effects of external parameters such as line impedance, background noise and appliance coupling on the EMI behavior of an appliance are realized through simulations and measurements. A generic approach for simulating the EMI behavior of an appliance that can then be used to do a detailed analysis of real world phenomenology is presented. The simulation approach is validated with EMI data from a router. Our EMI dataset - High Frequency EMI Dataset (HFED) is also released.
Starting Page	70
Ending Page	79
Page Count	10
File Format	PDF
ISBN	9781450331449
DOI	10.1145/2674061.2674070
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2014-11-03
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Emi Electromagnetic interference (emi) Buck converter Direct current (dc) Nilm Alternating current (ac) Smps High pass filter
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in