Energy Disaggregation Using Two-Stage Fusion of Binary Device Detectors

Energy Disaggregation Using Two-Stage Fusion of Binary Device Detectors

A data-driven methodology to improve the energy disaggregation accuracy during Non-Intrusive Load Monitoring is proposed. In detail, the method uses a two-stage classification scheme, with the first stage consisting of classification models processing the aggregated signal in parallel and each of th...

Detaylı Bibliyografya
Asıl Yazarlar:	Pascal A. Schirmer, Iosif Mporas, Akbar Sheikh-Akbari
Materyal Türü:	Makale
Dil:	English
Baskı/Yayın Bilgisi:	MDPI AG 2020-05-01
Seri Bilgileri:	Energies
Konular:	energy disaggregation non-intrusive load monitoring regression fusion
Online Erişim:	https://www.mdpi.com/1996-1073/13/9/2148

Benzer Materyaller

Robust energy disaggregation using appliance-specific temporal contextual information
Yazar:: Pascal Alexander Schirmer, ve diğerleri
Baskı/Yayın Bilgisi: (2020-02-01)

Identification of TV Channel Watching from Smart Meter Data Using Energy Disaggregation
Yazar:: Pascal A. Schirmer, ve diğerleri
Baskı/Yayın Bilgisi: (2021-04-01)

Energy Disaggregation Using Elastic Matching Algorithms
Yazar:: Pascal A. Schirmer, ve diğerleri
Baskı/Yayın Bilgisi: (2020-01-01)

Device and Time Invariant Features for Transferable Non-Intrusive Load Monitoring
Yazar:: Pascal A. Schirmer, ve diğerleri
Baskı/Yayın Bilgisi: (2022-01-01)

2D Transformations of Energy Signals for Energy Disaggregation
Yazar:: Pascal A. Schirmer, ve diğerleri
Baskı/Yayın Bilgisi: (2022-09-01)

MC-NILM: A Multi-Chain Disaggregation Method for NILM
Yazar:: Hao Ma, ve diğerleri
Baskı/Yayın Bilgisi: (2021-07-01)

Disaggregating Transform Learning for Non-Intrusive Load Monitoring
Yazar:: Megha Gaur, ve diğerleri
Baskı/Yayın Bilgisi: (2018-01-01)

A Novel Non-Intrusive Load Monitoring Algorithm for Unsupervised Disaggregation of Household Appliances
Yazar:: D. Criado-Ramón, ve diğerleri
Baskı/Yayın Bilgisi: (2024-02-01)

A Fusion Load Disaggregation Method Based on Clustering Algorithm and Support Vector Regression Optimization for Low Sampling Data
Yazar:: Quanbo Yuan, ve diğerleri
Baskı/Yayın Bilgisi: (2019-02-01)

A Bayesian Approach to Unsupervised, Non-Intrusive Load Disaggregation
Yazar:: Luca Massidda, ve diğerleri
Baskı/Yayın Bilgisi: (2022-06-01)

Low-complexity energy disaggregation using appliance load modelling
Yazar:: Hana Altrabalsi, ve diğerleri
Baskı/Yayın Bilgisi: (2016-01-01)

Variational Regression for Multi-Target Energy Disaggregation
Yazar:: Nikolaos Virtsionis Gkalinikis, ve diğerleri
Baskı/Yayın Bilgisi: (2023-02-01)

Non-Intrusive Load Monitoring Approaches for Disaggregated Energy Sensing: A Survey
Yazar:: Ahmed Zoha, ve diğerleri
Baskı/Yayın Bilgisi: (2012-12-01)

The ‘SmartNIALMeter’ electrical appliance disaggregation dataset
Yazar:: Manuel Vogel, ve diğerleri
Baskı/Yayın Bilgisi: (2024-10-01)

Unsupervised approach for load disaggregation with devices interactions
Yazar:: Aiad, Misbah, ve diğerleri
Baskı/Yayın Bilgisi: (2016)

Benchmarking Optimization-Based Energy Disaggregation Algorithms
Yazar:: Oladayo S. Ajani, ve diğerleri
Baskı/Yayın Bilgisi: (2022-02-01)

Neural Fourier Energy Disaggregation
Yazar:: Christoforos Nalmpantis, ve diğerleri
Baskı/Yayın Bilgisi: (2022-01-01)

A power extraction approach with load state modification for energy disaggregation
Yazar:: Yusen Zhang, ve diğerleri
Baskı/Yayın Bilgisi: (2025-01-01)

Optimization-Based Energy Disaggregation: A Constrained Multi-Objective Approach
Yazar:: Jeewon Park, ve diğerleri
Baskı/Yayın Bilgisi: (2023-01-01)

Energy disaggregation of overlapping home appliances consumptions using a cluster splitting approach
Yazar:: Aiad, Misbah, ve diğerleri
Baskı/Yayın Bilgisi: (2020)

An Iterative Load Disaggregation Approach Based on Appliance Consumption Pattern
Yazar:: Huijuan Wang, ve diğerleri
Baskı/Yayın Bilgisi: (2018-04-01)

Non-Intrusive Load Disaggregation by Convolutional Neural Network and Multilabel Classification
Yazar:: Luca Massidda, ve diğerleri
Baskı/Yayın Bilgisi: (2020-02-01)

Improving Non-Intrusive Load Disaggregation through an Attention-Based Deep Neural Network
Yazar:: Veronica Piccialli, ve diğerleri
Baskı/Yayın Bilgisi: (2021-02-01)

Non-Intrusive Load Monitoring (NILM) for Energy Disaggregation Using Soft Computing Techniques
Yazar:: Cristina Puente, ve diğerleri
Baskı/Yayın Bilgisi: (2020-06-01)

Low-Rate Non-Intrusive Load Disaggregation with Graph Shift Quadratic Form Constraint
Yazar:: Bing Qi, ve diğerleri
Baskı/Yayın Bilgisi: (2018-04-01)

DRA-net: A new deep learning framwork for non-intrusive load disaggregation
Yazar:: Fang Yu, ve diğerleri
Baskı/Yayın Bilgisi: (2023-02-01)

Modelling the Disaggregated Demand for Electricity in Residential Buildings Using Artificial Neural Networks (Deep Learning Approach)
Yazar:: Tomasz Jasiński
Baskı/Yayın Bilgisi: (2020-03-01)

A Design and Comparative Analysis of a Home Energy Disaggregation System Based on a Multi-Target Learning Framework
Yazar:: Bundit Buddhahai, ve diğerleri
Baskı/Yayın Bilgisi: (2023-03-01)

A Field Study of Nonintrusive Load Monitoring Devices and Implications for Load Disaggregation
Yazar:: Ebony Mayhorn, ve diğerleri
Baskı/Yayın Bilgisi: (2023-10-01)

Non-Intrusive Load Disaggregation Based on a Feature Reused Long Short-Term Memory Multiple Output Network
Yazar:: Yifan Fang, ve diğerleri
Baskı/Yayın Bilgisi: (2022-07-01)

IMPEC: An Integrated System for Monitoring and Processing Electricity Consumption in Buildings
Yazar:: Mohamed Aymane Ahajjam, ve diğerleri
Baskı/Yayın Bilgisi: (2020-02-01)

Disaggregated Memory in the Datacenter: A Survey
Yazar:: Mohammad Ewais, ve diğerleri
Baskı/Yayın Bilgisi: (2023-01-01)

Near Real-Time Low Frequency Load Disaggregation
Yazar:: Selim Sahrane, ve diğerleri
Baskı/Yayın Bilgisi: (2021-12-01)

A Data-Centric Analysis of the Impact of Non-Electric Data on the Performance of Load Disaggregation Algorithms
Yazar:: João Góis, ve diğerleri
Baskı/Yayın Bilgisi: (2022-09-01)

A data-driven approach for the disaggregation of building-sector heating and cooling loads from hourly utility load data
Yazar:: Yinbo Hu, ve diğerleri
Baskı/Yayın Bilgisi: (2023-09-01)

Synergistic Non-Intrusive Load Monitoring: Dual-Model Training and Inference for Improved Load Disaggregation Prediction
Yazar:: Mazen Bouchur, ve diğerleri
Baskı/Yayın Bilgisi: (2025-01-01)

Non-Intrusive Load Disaggregation Using Sequence-to-Point Integrating External Attention Mechanism
Yazar:: LI Lijuan, LIU Hai, LIU Hongliang, ZHANG Qingsong, CHEN Yongdong
Baskı/Yayın Bilgisi: (2024-06-01)

MORED: A Moroccan Buildings’ Electricity Consumption Dataset
Yazar:: Mohamed Aymane Ahajjam, ve diğerleri
Baskı/Yayın Bilgisi: (2020-12-01)

Distributed memory access architecture and control for fully disaggregated datacenter network
Yazar:: Kyeong-Eun Han, ve diğerleri
Baskı/Yayın Bilgisi: (2022-12-01)

EnerGAN++: A Generative Adversarial Gated Recurrent Network for Robust Energy Disaggregation
Yazar:: Maria Kaselimi, ve diğerleri
Baskı/Yayın Bilgisi: (2021-01-01)