nilmtk/nilmtk

Non-Intrusive Load Monitoring Toolkit (nilmtk)

Language: Python - Size: 50.7 MB - Last synced at: about 20 hours ago - Pushed at: 6 days ago - Stars: 871 - Forks: 477

zhgqcn/awesome-NILM-with-code

A repository of awesome Non-Intrusive Load Monitoring(NILM) with code.

Size: 8.77 MB - Last synced at: 18 days ago - Pushed at: 8 months ago - Stars: 110 - Forks: 23

18D070001/Electrical-Devices-Identification-Model

Electrical Devices Identification Model (EDIM) for the identification of electrical devices by analyzing their energy consumption profiles.

Language: Jupyter Notebook - Size: 3.76 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 24 - Forks: 3

mukkla/LowFreq_DNN-NILM

Overview of research papers with focus on low frequency NILM employing DNNs

Size: 7.81 KB - Last synced at: 3 months ago - Pushed at: almost 3 years ago - Stars: 23 - Forks: 4

UCA-Datalab/nilm-thresholding

:warning: This repository is no longer actively maintained. It previously dealt with Non-Intrusive Load Monitoring (NILM), focusing on predicting household appliance status from aggregated power load data. We explored different thresholding methods and evaluated deep learning models for regression and classification tasks.

Language: Python - Size: 685 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 33 - Forks: 4

ZhangRaymond/Neural-NILM

An Non-Intrusive Load Disaggregation method based on Neural Network. A sequence-to-sequence model and a sequence-to-point model are proposed.

Language: Python - Size: 7.28 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 44 - Forks: 7

smakonin/SparseNILM

The super-state hidden Markov model disaggregator that uses a sparse Viterbi algorithm for decoding. This project contains the source code that was use for my IEEE Transactions on Smart Grid journal paper.

Language: Python - Size: 18.5 MB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 80 - Forks: 41

rgtzths/NILM_Transfer_Learning

This repository is the code basis for the paper titled "Using Deep Learning and Knowledge Transfer to Disaggregate Energy Consumption"

Language: Python - Size: 580 KB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

LucasNolasco/ST-NILM

ST-NILM is a new integrated architecture based on the Scattering Transform. It has a DCN (Deep Convolutional Network) with analytical wavelet-based non-trained weights, shared with fully connected output networks that perform event detection and multi-label classification of aggregate loads.

Language: Jupyter Notebook - Size: 1010 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 0

danctorres/nilm_industry

Master's Dissertation: Unsupervised Low-Frequency NILM for Industrial Loads

Language: MATLAB - Size: 199 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

maechler/nnilm

A reimplementation of Jack Kelly's rectangles neural network architecture based on Keras and the NILMToolkit.

Language: Python - Size: 1.5 MB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 34 - Forks: 5

LucasNolasco/DeepDFML-NILM

A new CNN architecture to perform detection, feature extraction, and multi-label classification of loads, in non-intrusive load monitoring (NILM) approaches, with a single model for high-frequency signals.

Language: Jupyter Notebook - Size: 97.6 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 23 - Forks: 5

compsust/ALIP_NILM

An aided linear integer programming (ALIP) non-intrusive load monitoring (NILM) algorithm.

Language: Matlab - Size: 3.16 MB - Last synced at: about 2 years ago - Pushed at: almost 8 years ago - Stars: 8 - Forks: 4

compsust/KP-NILM

Supervised NILM using multiple-choice knapsack problem (MCKP).

Language: Python - Size: 7.81 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 5 - Forks: 6

klemenjak/antgen Fork of areinhardt/antgen

The AMBAL-based NILM Trace generator (for NILMTK)

Language: Python - Size: 325 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

compsust/WaveNILM Fork of picagrad/WaveNILM

WaveNILM as published at ICASSP 2019

Size: 57.6 KB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 0 - Forks: 0

smakonin/NILM_PerformanceEval

NILM performance evaluation functions use in the Springer Energy Efficiency journal paper.

Language: Python - Size: 273 KB - Last synced at: about 2 years ago - Pushed at: almost 10 years ago - Stars: 7 - Forks: 0

LincWorld/Linc-Datasets

Complete set of electrical parameters, including energy consumption, power quality, and all harmonic contents (up to 2kHz). Time-synchronous data reported from real buildings and appliances at 1 second intervals.

Size: 75.5 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 1

klemenjak/image-nilm Fork of BHafsa/image-nilm

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JackKelly/disaggregation_MSc_code

The C++ code for my Computing MSc energy disaggregation project

Language: C++ - Size: 5.37 MB - Last synced at: 19 days ago - Pushed at: about 8 years ago - Stars: 0 - Forks: 0