NILM (Non-intrusive Load Monitoring) 实验代码与结果 本仓库包含使用深度学习模型(LSTM、RNN 和 MultiHead Transformer)进行非侵入式负荷检测的代码和实验结果。NILM 技术用于从总负荷数据中提取各个电器的用电信息,能够帮助用户和电力公司更好地进行用电管理与优化。
☆19Oct 21, 2024Updated last year
Alternatives and similar repositories for NILM
Users that are interested in NILM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Non-Intrusive Appliance Load Monitoring (NILM) based on Convolutional Neural Networks for PyTorch☆11Sep 5, 2020Updated 5 years ago
- 复现论文《电力系统碳排放流的计算方法初探》。周天睿,康重庆,徐乾耀,等.电力系统碳排放流的计算方法初探[J].电力系统自动化,2012,36(11):44-49.☆22Jul 29, 2025Updated last year
- 完成我的毕业论文,顺便记录一下NILM(非侵入式负荷监测)的学习过程,帮助其他研究NILM的中国学生轻松上手☆37Dec 8, 2023Updated 2 years ago
- A multi-task learning method for multi-energy load forecasting based on synthesis correlation analysis and load participation factor☆13Aug 18, 2023Updated 2 years ago
- A Python-based project for network intrusion detection using various deep learning models (LSTM, GRU, CNN-LSTM, BiLSTM). It includes data…☆10Nov 11, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- 本项目利用 Atlite 库,基于历史气象再分析数据计算了中国区域 2020 年的风电和光伏出力因子时间序列。出力因子反映了可再生能源在不弃电情况下的实际出力与装机容量之比。☆35Nov 19, 2024Updated last year
- 1) How to Prepare Time Series Data for CNNs and LSTMs?? 2) How to Develop CNNs for Time Series Forecasting?? 3) How to Develop LSTMs for …☆12May 12, 2024Updated 2 years ago
- 此项目实现了基于CPABE策略的属性加密、生成密钥、解密以及时间复杂度分析,ABE和RSA的共同加密以及时间复杂度分析。☆12May 24, 2022Updated 4 years ago
- pandoc-like tool for symbolic regression expressions☆15Mar 10, 2024Updated 2 years ago
- The goal of this repository is to help introductory programming students understand objects, inheritance, polymorphism and compiling java…☆33Apr 1, 2022Updated 4 years ago
- Perceptual Position-aware Shapelet Network, accepted by ECML PKDD 2022☆11Jun 27, 2022Updated 4 years ago
- A repository of awesome Non-Intrusive Load Monitoring(NILM) with code.☆142Nov 10, 2024Updated last year
- [KDD 2025] NILMFormer: A Sequence-To-Sequence Non-Stationarity Aware Transformer for Non-Intrusive Load Monitoring☆48May 26, 2026Updated 2 months ago
- Python training and test data, code, and results of a DMP-PCFC model for multi-energy loads forecasting in integrated energy systems.☆16Feb 26, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- GAN-NILM: Using Generative Adversarial Networks to perform Non-Intrusive Load Monitoring (aka load disaggregation)☆26Jul 19, 2021Updated 5 years ago
- The current notebook implements a simple disaggregator for deep-nilmtk models compatible with NILMtk.☆11Jan 14, 2023Updated 3 years ago
- This project is the source code of paper "Optimizing bidding strategy in electricity market based on graph convolutional neural network a…☆40Mar 17, 2025Updated last year
- Keras 1D Depthwise Convolutional layer☆10May 22, 2020Updated 6 years ago
- Intrusion Detection System, IDS,Cyberattack Detection,Pytorch,Transformer☆11Oct 17, 2022Updated 3 years ago
- 基于联邦学习和深度残差网络的sdn入侵检测研究☆18Jun 17, 2024Updated 2 years ago
- Multi-Authority Policy-based Chameleon Hash☆16Dec 2, 2020Updated 5 years ago
- 个人笔记☆18Apr 1, 2022Updated 4 years ago
- The following code is a mixed integer linear programming (MILP) optimisation for an multi period economic load dispatch problem. It is im…☆15Feb 15, 2022Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Easy to implement and customize an end-to-end machine learning pipeline for training the archiecture of seq2point model for energy disagg…☆12Feb 23, 2023Updated 3 years ago
- Integrating CNN-LSTM Networks with Statistical Filtering Techniques for Optimizing IoT Intrusion Detection☆15Aug 28, 2024Updated last year
- Code implementation of “Flexible Coordination of Wind Generators and Energy Storages in joint Energy and Frequency Regulation Market“☆11Sep 26, 2023Updated 2 years ago
- This set of codes implements our TSG paper "Hierarchical Deep Learning Model for Degradation Prediction per Look-Ahead Scheduled Battery …☆11Feb 24, 2025Updated last year
- Minimizing Carbon Emission during EV Charging☆15Jul 1, 2022Updated 4 years ago
- pytorch 使用AlexNet 实现猫狗二分类☆17May 26, 2022Updated 4 years ago
- 学生成绩管理系统 数据结构与算法课程设计 C++☆10Mar 13, 2013Updated 13 years ago
- 本项目旨在针对园区电力需求数据采用多种方法进行不同尺度的时序预测,并结合实际电费账单给出还原后的电力数据。☆20Jul 18, 2024Updated 2 years ago
- ☆24Aug 4, 2023Updated 2 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Power Load Classification and Prediction System Based on Deep Learning Algorithms. 基于深度学习算法的电力负载分类与预测系统(该项目已参加2024年第17届中国大学生计算机设计大赛4C202…☆28Oct 24, 2025Updated 9 months ago
- 密钥协商安全传输平台是一款基础设施类项目,可以为各集团、企业的信息系统提供统一、标准的信息安全服务,以解决第三方信息系统存在的数据的本地存储、网络传输、身份认证、数据完整性等安全问题。☆19Aug 26, 2021Updated 4 years ago
- DC Optimal Power Flow (OPF) via gurobi and yalmip, respectively. An example for learning gurobi and yalmip. 分别通过gurobi和yalmip实现直流最优潮流。学习g…☆12Jul 29, 2025Updated last year
- Code for ACL 2018 paper 'Think Visually: Question Answering through Virtual Imagery'☆13Mar 24, 2023Updated 3 years ago
- 微电网优化调度模型☆96Oct 15, 2023Updated 2 years ago
- 快速切换v2ray代理状态快捷键。☆15Dec 22, 2021Updated 4 years ago
- RL_Dynamic_Network_Reconfiguration☆10Apr 13, 2023Updated 3 years ago