 |
 |
|
DataSys 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
- AICT 2023, The Nineteenth Advanced International Conference on Telecommunications
- ICIW 2023, The Eighteenth International Conference on Internet and Web Applications and Services
- ICIMP 2023, The Eighteenth International Conference on Internet Monitoring and Protection
- SMART 2023, The Twelfth International Conference on Smart Cities, Systems, Devices and Technologies
- IMMM 2023, The Thirteenth International Conference on Advances in Information Mining and Management
- INFOCOMP 2023, The Thirteenth International Conference on Advanced Communications and Computation
- MOBILITY 2023, The Thirteenth International Conference on Mobile Services, Resources, and Users
- SPWID 2023, The Ninth International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
- ACCSE 2023, The Eighth International Conference on Advances in Computation, Communications and Services
ComputationWorld 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
- SERVICE COMPUTATION 2023, The Fifteenth International Conference on Advanced Service Computing
- CLOUD COMPUTING 2023, The Fourteenth International Conference on Cloud Computing, GRIDs, and Virtualization
- FUTURE COMPUTING 2023, The Fifteenth International Conference on Future Computational Technologies and Applications
- COGNITIVE 2023, The Fifteenth International Conference on Advanced Cognitive Technologies and Applications
- ADAPTIVE 2023, The Fifteenth International Conference on Adaptive and Self-Adaptive Systems and Applications
- CONTENT 2023, The Fifteenth International Conference on Creative Content Technologies
- PATTERNS 2023, The Fifteenth International Conference on Pervasive Patterns and Applications
- COMPUTATION TOOLS 2023, The Fourteenth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking
- BUSTECH 2023, The Thirteenth International Conference on Business Intelligence and Technology
NetWare 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- SENSORCOMM 2023, The Seventeenth International Conference on Sensor Technologies and Applications
- SENSORDEVICES 2023, The Fourteenth International Conference on Sensor Device Technologies and Applications
- SECURWARE 2023, The Seventeenth International Conference on Emerging Security Information, Systems and Technologies
- AFIN 2023, The Fifteenth International Conference on Advances in Future Internet
- CENICS 2023, The Sixteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
- ICQNM 2023, The Seventeenth International Conference on Quantum, Nano/Bio, and Micro Technologies
- FASSI 2023, The Ninth International Conference on Fundamentals and Advances in Software Systems Integration
- GREEN 2023, The Eighth International Conference on Green Communications, Computing and Technologies
NexTech 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- UBICOMM 2023, The Seventeenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
- ADVCOMP 2023, The Seventeenth International Conference on Advanced Engineering Computing and Applications in Sciences
- SEMAPRO 2023, The Seventeenth International Conference on Advances in Semantic Processing
- AMBIENT 2023, The Thirteenth International Conference on Ambient Computing, Applications, Services and Technologies
- EMERGING 2023, The Fifteenth International Conference on Emerging Networks and Systems Intelligence
- DATA ANALYTICS 2023, The Twelfth International Conference on Data Analytics
- GLOBAL HEALTH 2023, The Twelfth International Conference on Global Health Challenges
- CYBER 2023, The Eighth International Conference on Cyber-Technologies and Cyber-Systems
TrendNews 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- CORETA 2023, Advances on Core Technologies and Applications
- DIGITAL 2023, Advances on Societal Digital Transformation
SocSys 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
SoftNet 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
- ICSEA 2023, The Eighteenth International Conference on Software Engineering Advances
- ICSNC 2023, The Eighteenth International Conference on Systems and Networks Communications
- CENTRIC 2023, The Sixteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
- VALID 2023, The Fifteenth International Conference on Advances in System Testing and Validation Lifecycle
- SIMUL 2023, The Fifteenth International Conference on Advances in System Simulation
- SOTICS 2023, The Thirteenth International Conference on Social Media Technologies, Communication, and Informatics
- INNOV 2023, The Twelfth International Conference on Communications, Computation, Networks and Technologies
- HEALTHINFO 2023, The Eighth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing
IARIA Congress 2023, The 2023 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
November 13, 2023 to November 17, 2023 - Valencia, Spain
|
|
|
|
|
|
ThinkMind // ENERGY 2021, The Eleventh International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies // View article energy_2021_3_30_30020
Non-Intrusive Load Monitoring of Single and Aggregated Profiles with a Hidden Markov Model
 Authors:
Nadège Miquey
Etta Grover-Silva Keywords: load monitoring, machine learning, disaggregation, energy efficiency. Abstract:
Awareness raising programs to encourage energy efficient behaviour are important in the context of the current energy transition. Sensors and connected devices allowing for data collection are easily available providing an opportunity to collect electric consumption data from individual appliances. The effective use of these data sources is necessary to optimize an energy efficiency coaching program. This paper presents a methodology for non-intrusive load monitoring analysis on individual smart plugs to identify an unknown appliance and disaggregated an aggregated load profile, such as a power strip. The automatic detection of a connected appliance allows for appliance usage suggestions to be provided quickly without the need of an end-user input. The disaggregation of an aggregated curve such as a power strip allows for the optimization of the number of smart plugs required to represent a significant proportion of the total energy use of the household. The down sampling of high resolution data was also performed to observe the performance of the methodology on lower resolution data. The single appliance identification models all had very high accuracy (between 94 - 100 %). The disaggregation of an aggregated profile in the kitchen use case also had high accuracy for data with a resolution of less than one minute (95 - 99 %). The disaggregation of an aggregated profile for a multi-media use case had a lower performance when more than two appliances were considered (55 - 85 %). Pages: 48 to 53 Copyright: Copyright (c) IARIA, 2021 Publication date: May 30, 2021 Published in: conference ISSN: 2308-412X ISBN: 978-1-61208-855-6 Location: Valencia, Spain Dates: from May 30, 2021 to June 3, 2021
|
|
SERVICES  CONTACT
2010 - 2022 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy. |
|
|
|
