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Neural NILM: Deep Neural Networks Applied to Energy Disaggregation

23 July 2015

Jack Kelly

William Knottenbelt

AI4TS

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Papers citing "Neural NILM: Deep Neural Networks Applied to Energy Disaggregation"

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Title
Prompting Large Language Models for Training-Free Non-Intrusive Load Monitoring Junyu Xue Xudong Wang Xiaoling He Shicheng Liu Yi Wang Guoming Tang 128 0 0 09 May 2025
A Non-Invasive Load Monitoring Method for Edge Computing Based on MobileNetV3 and Dynamic Time Regulation Hangxu Liu Yaojie Sun Yu Wang 41 0 0 22 Apr 2025
Benchmarking Active Learning for NILM Dhruv Patel Ankita Kumari Jain Haikoo Khandor Xhitij Choudhary Nipun Batra 100 0 0 24 Nov 2024
Scaled and Inter-token Relation Enhanced Transformer for Sample-restricted Residential NILM Minhajur Rahman Yasir Arafat 13 0 0 12 Oct 2024
Hawk: An Efficient NALM System for Accurate Low-Power Appliance Recognition Zijian Wang Xingzhou Zhang Yifan Wang Xiaohui Peng Zhiwei Xu 61 0 0 06 Oct 2024
Towards a Deeper Understanding of Transformer for Residential Non-intrusive Load Monitoring Minhajur Rahman Yasir Arafat 43 0 0 02 Oct 2024
Federated Sequence-to-Sequence Learning for Load Disaggregation from Unbalanced Low-Resolution Smart Meter Data Xiangrui Li AI4TS 37 0 0 15 Aug 2024
Proactive Load-Shaping Strategies with Privacy-Cost Trade-offs in Residential Households based on Deep Reinforcement Learning Ruichang Zhang Youcheng Sun Mustafa A. Mustafa 21 0 0 29 May 2024
Towards Data-Driven Electricity Management: Multi-Region Harmonized Data and Knowledge Graph Vid Hanzel Blaž Bertalanič Carolina Fortuna 41 1 0 29 May 2024
Non-Intrusive Load Monitoring for Feeder-Level EV Charging Detection: Sliding Window-based Approaches to Offline and Online Detection Cameron Martin Fucai Ke Hao Wang 26 2 0 04 Dec 2023
Low-Frequency Load Identification using CNN-BiLSTM Attention Mechanism Amanie Azzam Saba Sanami A. Aghdam 18 2 0 14 Nov 2023
Unsupervised Complex Semi-Binary Matrix Factorization for Activation Sequence Recovery of Quasi-Stationary Sources Romain Delabeye M. Ghienne Olivia Penas Jean-Luc Dion 45 1 0 03 Oct 2023
MATNilm: Multi-appliance-task Non-intrusive Load Monitoring with Limited Labeled Data Jing Xiong Tianqi Hong Dongbo Zhao Yu Zhang 15 10 0 27 Jul 2023
Energy Efficient Deep Multi-Label ON/OFF Classification of Low Frequency Metered Home Appliances Anže Pirnat Blaž Bertalanič Gregor Cerar M. Mohorčič Carolina Fortuna 33 4 0 18 Jul 2023
On the Sensitivity of Deep Load Disaggregation to Adversarial Attacks Hafsa Bousbiat Yassine Himeur Abbes Amira W. Mansoor AAML 46 1 0 14 Jul 2023
Non-Intrusive Load Monitoring (NILM) using Deep Neural Networks: A Review Mohammad Irani Azad Roozbeh Rajabi A. Estebsari 19 8 0 08 Jun 2023
Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectives Hafsa Bousbiat Roumaysa Bousselidj Yassine Himeur Abbes Amira F. Bensaali F. Fadli W. Mansoor W. Elmenreich 57 9 0 17 Apr 2023
Evolutionary Deep Nets for Non-Intrusive Load Monitoring Jinsong Wang K. Loparo 29 0 0 06 Mar 2023
MSDC: Exploiting Multi-State Power Consumption in Non-intrusive Load Monitoring based on A Dual-CNN Model Jialing He Jiamou Liu Zijian Zhang Yang Chen Yiwei Liu B. Khoussainov Liehuang Zhu 15 12 0 11 Feb 2023
Energy Disaggregation & Appliance Identification in a Smart Home: Transfer Learning enables Edge Computing M. Shahab Hasan Mujtaba Buttar Ahsan Mehmood Waqas Aman M. M. U. Rahman M. W. Nawaz H. Pervaiz Q. Abbasi 43 1 0 08 Jan 2023
Challenges in Gaussian Processes for Non Intrusive Load Monitoring Aadesh Desai Gautam Vashishtha Zeel B Patel Nipun Batra 38 1 0 18 Nov 2022
Identification of medical devices using machine learning on distribution feeder data for informing power outage response Paraskevi Kourtza Maitreyee Marathe Anuj Shetty Diego Kiedanski OOD 15 0 0 15 Nov 2022
Scalable Hybrid Classification-Regression Solution for High-Frequency Nonintrusive Load Monitoring Govind Saraswat B. Lundstrom M. Salapaka 15 1 0 22 Aug 2022
Unsupervised energy disaggregation via convolutional sparse coding Christian Aarset Andreas Habring M. Holler Mario Mitter 64 0 0 20 Jul 2022
IMG-NILM: A Deep learning NILM approach using energy heatmaps Jonah Edmonds Zahraa S Abdallah 16 7 0 12 Jul 2022
Towards trustworthy Energy Disaggregation: A review of challenges, methods and perspectives for Non-Intrusive Load Monitoring Maria Kaselimi Eftychios E. Protopapadakis A. Voulodimos N. Doulamis Anastasios Doulamis 54 70 0 05 Jul 2022
DP $^2$ -NILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring Shuang Dai Fanlin Meng Qian Wang Xizhong Chen 40 6 0 30 Jun 2022
Learning Task-Aware Energy Disaggregation: a Federated Approach Ruohong Liu Yize Chen 48 8 0 14 Apr 2022
Dimensionality Expansion of Load Monitoring Time Series and Transfer Learning for EMS Blavz Bertalanivc Jakob Jenko Carolina Fortuna 26 1 0 06 Apr 2022
Efficient Localness Transformer for Smart Sensor-Based Energy Disaggregation Zhenrui Yue Huimin Zeng Ziyi Kou Lanyu Shang Dong Wang 27 9 0 29 Mar 2022
A Deep Learning Technique using Low Sampling rate for residential Non Intrusive Load Monitoring Ronak Aghera Sahil Chilana V. Garg Raghunath Reddy 27 5 0 07 Nov 2021
FederatedNILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring based on Federated Deep Learning Shuang Dai Fanlin Meng Qian Wang Xizhong Chen 45 18 0 08 Aug 2021
Adversarial Energy Disaggregation for Non-intrusive Load Monitoring Zhekai Du Jingjing Li Lei Zhu Ke Lu Jikang Cheng 31 2 0 02 Aug 2021
Mixed-Integer Nonlinear Programming for State-based Non-Intrusive Load Monitoring Marco Balletti V. Piccialli A. M. Sudoso 16 28 0 16 Jun 2021
FedNILM: Applying Federated Learning to NILM Applications at the Edge Yu Zhang Guoming Tang Qianyi Huang Yi Wang Kui Wu Keping Yu 56 65 0 07 Jun 2021
COLD: Concurrent Loads Disaggregator for Non-Intrusive Load Monitoring I. Kamyshev Dmitrii Kriukov E. Gryazina Elena Gryazina Henni Ouerdane 69 8 0 04 Jun 2021
More Behind Your Electricity Bill: a Dual-DNN Approach to Non-Intrusive Load Monitoring Yu Zhang Guoming Tang Qianyi Huang Yi Wang Honghe Xu 22 0 0 01 Jun 2021
Fed-NILM: A Federated Learning-based Non-Intrusive Load Monitoring Method for Privacy-Protection Haijin Wang Caomingzhe Si Junhua Zhao Guolong Liu Fushuan Wen 42 25 0 24 May 2021
Trimming Feature Extraction and Inference for MCU-based Edge NILM: a Systematic Approach Enrico Tabanelli Davide Brunelli Andrea Acquaviva Luca Benini 18 40 0 21 May 2021
A Federated Learning Framework for Non-Intrusive Load Monitoring Haijin Wang Caomingzhe Si Junhua Zhao FedML 32 18 0 04 Apr 2021
Data augmentation for dealing with low sampling rates in NILM Tai Le Quy Sergej Zerr Eirini Ntoutsi Wolfgang Nejdl 26 3 0 30 Mar 2021
Energy Disaggregation using Variational Autoencoders A. Langevin M. Carbonneau M. Cheriet G. Gagnon DRL 30 58 0 22 Mar 2021
A Comprehensive Review on the NILM Algorithms for Energy Disaggregation Akriti Verma A. Anwar M. A. Parvez Mahmud Mohiuddin Ahmed Abbas Kouzani 40 22 0 20 Feb 2021
Incorporating Coincidental Water Data into Non-intrusive Load Monitoring Mohammad-Mehdi Keramati E. Azizi H. Momeni Sadegh Bolouki 21 5 0 18 Jan 2021
Prior Flow Variational Autoencoder: A density estimation model for Non-Intrusive Load Monitoring Luis Felipe M.O. Henriques Eduardo Morgan S. Colcher Ruy Luiz Milidiú 18 0 0 30 Nov 2020
Privacy Preserving in Non-Intrusive Load Monitoring: A Differential Privacy Perspective Haoxiang Wang Jiasheng Zhang Chenbei Lu Chenye Wu 68 41 0 12 Nov 2020
NILM as a regression versus classification problem: the importance of thresholding D. Precioso D. Gómez‐Ullate 36 12 0 28 Oct 2020
PHASED: Phase-Aware Submodularity-Based Energy Disaggregation Faisal M. Almutairi Aritra Konar Ahmed S. Zamzam N. Sidiropoulos 17 0 0 01 Oct 2020
Sequence-to-Sequence Load Disaggregation Using Multi-Scale Residual Neural Network Gan Zhou Zhi Li Meng Fu Yanjun Feng Xingyao Wang Chengwei Huang 18 46 0 25 Sep 2020
Exploring Bayesian Surprise to Prevent Overfitting and to Predict Model Performance in Non-Intrusive Load Monitoring Richard Jones Christoph Klemenjak S. Makonin Ivan V. Bajić 13 3 0 16 Sep 2020