energy-disaggregation 开源项目推荐（48 个）

nilmtk /nilmtk

Non-Intrusive Load Monitoring Toolkit (nilmtk)

JackKelly /neuralnilm

Deep Neural Networks Applied to Energy Disaggregation

zhgqcn /awesome-NILM-with-code

包含代码的优质非侵入式负荷监测（NILM）资源库。

klemenjak /nilm-papers-with-code

An archive for NILM papers with source code and other supplemental material

goruck /nilm

Energy Management Using Real-Time Non-Intrusive Load Monitoring

lgarciamarrero92 /ha-nilm

Non-Intrusive Load Monitoring (NILM) for Home Assistant. Estimate appliance activity and energy usage from a whole-home power sensor, all locally.

ChristoferNal /multi-nilm

Multi-NILM: Multi Label Non Intrusive Load Monitoring

JackKelly /neuralnilm_prototype

该项目在 GitHub 上没有填写描述

JackBarber98 /pruned-nilm

该仓库提供了四种用于序列到点能量分解的权重剪枝算法，以及三种替代神经网络架构。

klemenjak /SynD

A Synthetic Energy Consumption Dataset for Non-Intrusive Load Monitoring

louisyuzhe /MachineLearning_NILM

Undergraduate research by Yuzhe Lim in Spring 2019. Field of research: Deep Neural Networks application on NILM (Nonintrusive load monitoring) for Energy Disaggregation

loneharoon /GSP_energy_disaggregator

This contains the energy disaggregation code based on Graph Signal Processing approach

mukkla /LowFreq_DNN-NILM

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

jonathanrjpereira /Smart-Energy-Monitor

🔌 Load Monitoring and Energy Disaggregation on a RasPi

MOREDataset /MORED

A Moroccan Buildings’ Electricity Consumption Dataset. MORED is made available by TICLab of the International University of Rabat (UIR), and the data collection was carried out as part of PVBuild research project, coordinated by Prof. Mounir Ghogho and funded by the United States Agency for International Development (USAID).

ihomelab /dnn4nilm_overview

Overview of NILM works employing Deep Neural Networks on low frequency data

klemenjak /YoMoPie

A User-Oriented Energy Monitor to Enhance Energy Efficiency in Households

gjwo /nilm_gjw_data

Non Intrusive Load Monitoring data repository and data converter for NILMTK

kbodurri /NILM

Code for our MPS 2019 paper entitled "A Machine Learning Approach for NILM based on Odd Harmonic Current Vectors"

klemenjak /comparability

Supplemental material on comparability and performance evaluation in NILM