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Evolving Non-Intrusive Load Monitoring
2013Non-intrusive load monitoring (NILM) identifies used appliances in a total power load according to their individual load characteristics. In this paper we propose an evolutionary optimization algorithm to identify appliances, which are modeled as on/off appliances.
Dominik Egarter +2 more
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Unsupervised Adaptive Non-intrusive Load Monitoring System
2013 IEEE International Conference on Systems, Man, and Cybernetics, 2013Efficient use of energy is an important research topic of the smart grid. Load monitoring is an integral part of energy management, convenient information, communication technology, and sensor applications. So far, many monitoring techniques have been developed, and non-intrusive load monitoring is one of them.
Po-An Chou, Ray-I Chang
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Review of Non-intrusive Load Appliance Monitoring
2018 IEEE 3rd Advanced Information Technology, Electronic and Automation Control Conference (IAEAC), 2018Non-intrusive load appliance monitoring, an important part of energy management system, is the process of disaggregating household's total electricity consumption into its contributing appliances, which facilitates analyzing user's behavior, providing users with electricity usage detail list and providing data support for electricity company's ...
Wang Dan, Huang Xiao Li, Ye Shu Ce
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NilmDB: The Non-Intrusive Load Monitor Database
IEEE Transactions on Smart Grid, 2014This paper presents NilmDB, a comprehensive framework designed to solve the “big data” problem of non-intrusive load monitoring and diagnostics. It provides the central component of a flexible, distributed architecture for the storage, transfer, manipulation, and analysis of time-series data. NilmDB is network-transparent and facilitates remote viewing
James Paris +2 more
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Basic Summary of Non-intrusive Load Monitoring
2019 IEEE 10th International Conference on Software Engineering and Service Science (ICSESS), 2019Non-intrusive load monitoring(NILM), regarded as the key content of intelligent electricity technology system, can obtain electricity composition details on the premise of guaranteeing users’ privacy. It is of great significance to users and state grid company. This paper summarizes basic principles and typical framework of NILM. Feature extraction and
Lu Zhang, Lin Zhu
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SmartM: A Non-intrusive Load Monitoring Platform
2019Real-time energy consumption monitoring is becoming increasingly important in smart energy management as it provides the opportunity for novel applications through data analytics, including anomaly detection, energy leakage, and theft. This paper presents a smart non-intrusive load monitoring approach for residential households, collecting fine-grained
Xiufeng Liu +2 more
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Unsupervised Disaggregation for Non-intrusive Load Monitoring
2012 11th International Conference on Machine Learning and Applications, 2012A method for unsupervised disaggregation of appliance signatures from smart meter data is presented. The primary feature used for unsupervised learning relates to abrupt transitions or magnitude changes in the power waveform. The method consists of a sequence of procedures for appliance signature identification, and disaggregation using hidden Markov ...
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Robust Non-Intrusive Load Monitoring (NILM) with unknown loads
2016 IEEE International Conference on Information and Automation for Sustainability (ICIAfS), 2016A Non-Intrusive Load Monitoring (NILM) method, robust even in the presence of unlearned or unknown appliances (UUAs) is presented in this paper. In the absence of such UUAs, this NILM algorithm is capable of accurately identifying each of the turned-ON appliances as well as their energy levels. However, when there is an UUA or set of UUAs are turned-ON
Shirantha Welikala +4 more
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Non intrusive load monitoring: analytic expressions as load signature
2018 IEEE 12th International Symposium on Applied Computational Intelligence and Informatics (SACI), 2018Since 1992 (G. W. Hart [5]) the researchers started to take interest (focus) in developing a link between energetic signatures and household devices. In the ideal case, the main objective of the signature is to uniquely identify a device. One important characteristic of the signature is to be as compact as possible.
Dadiana-Valeria Caiman +1 more
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Smart Meter Based Non-intrusive Load Disaggregation and Load Monitoring
2021With the advancement in metering technology, a large field of possibilities has opened. The presence of smart meters that from year to year have better metering capabilities is rising, and they are common for both commercial and residential consumers.
Tarik Hubana, Elma Begić
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