Non Intrusive Load Monitoring
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Non Intrusive Load Monitoring
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Author : Hui Liu
language : en
Publisher: Springer Nature
Release Date : 2019-12-12
Non Intrusive Load Monitoring written by Hui Liu and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-12 with Technology & Engineering categories.
Focusing on non-intrusive load monitoring techniques in the area of smart grids and smart buildings, this book presents a thorough introduction to related basic principles, while also proposing improvements. As the basis of demand-side energy management, the non-intrusive load monitoring techniques are highly promising in terms of their energy-saving and carbon emission reduction potential. The book is structured clearly and written concisely. It introduces each aspect of these techniques with a number of examples, helping readers to understand and use the corresponding results. It provides latest strengths on the non-intrusive load monitoring techniques for engineers and managers of relevant departments. It also offers extensive information and a source of inspiration for researchers and students, while outlining future research directions.
Ubicomp 2007 Ubiquitous Computing
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Author : John Krumm
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-09-14
Ubicomp 2007 Ubiquitous Computing written by John Krumm and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-09-14 with Computers categories.
This book constitutes the refereed proceedings of the 9th International Conference on Ubiquitous Computing, UbiComp 2007. It covers all current issues in ubiquitous, pervasive and handheld computing systems and their applications, including tools and techniques for designing, implementing, and evaluating ubiquitous computing systems; mobile, wireless, and ad hoc networking infrastructures for ubiquitous computing; privacy, security, and trust in ubiquitous and pervasive systems.
2015 Ieee Conference On Energy Conversion Cencon
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Author :
language : en
Publisher:
Release Date : 2015
2015 Ieee Conference On Energy Conversion Cencon written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015 with Energy conversion categories.
Machine Learning Approaches To Non Intrusive Load Monitoring
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Author : Roberto Bonfigli
language : en
Publisher: Springer Nature
Release Date : 2019-11-01
Machine Learning Approaches To Non Intrusive Load Monitoring written by Roberto Bonfigli and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-01 with Technology & Engineering categories.
Research on Smart Grids has recently focused on the energy monitoring issue, with the objective of maximizing the user consumption awareness in building contexts on the one hand, and providing utilities with a detailed description of customer habits on the other. In particular, Non-Intrusive Load Monitoring (NILM), the subject of this book, represents one of the hottest topics in Smart Grid applications. NILM refers to those techniques aimed at decomposing the consumption-aggregated data acquired at a single point of measurement into the diverse consumption profiles of appliances operating in the electrical system under study. This book provides a status report on the most promising NILM methods, with an overview of the publically available dataset on which the algorithm and experiments are based. Of the proposed methods, those based on the Hidden Markov Model (HMM) and the Deep Neural Network (DNN) are the best performing and most interesting from the future improvement point of view. One method from each category has been selected and the performance improvements achieved are described. Comparisons are made between the two reference techniques, and pros and cons are considered. In addition, performance improvements can be achieved when the reactive power component is exploited in addition to the active power consumption trace.
Trends In Cyber Physical Multi Agent Systems The Paams Collection 15th International Conference Paams 2017
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Author : Fernando De la Prieta
language : en
Publisher: Springer
Release Date : 2017-07-13
Trends In Cyber Physical Multi Agent Systems The Paams Collection 15th International Conference Paams 2017 written by Fernando De la Prieta and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-07-13 with Technology & Engineering categories.
PAAMS, the International Conference on Practical Applications of Agents and Multi-Agent Systems is an evolution of the International Workshop on Practical Applications of Agents and Multi-Agent Systems. PAAMS is an international yearly tribune to present, to discuss, and to disseminate the latest developments and the most important outcomes related to real-world applications. It provides a unique opportunity to bring multi-disciplinary experts, academics and practitioners together to exchange their experience in the development of Agents and Multi-Agent Systems. This volume presents the papers that have been accepted for the 2017 in the special sessions: Agent-Based Social Simulation, Modelling and Big-Data Analytics (ABM); Advances on Demand Response and Renewable Energy Sources in Agent Based Smart Grids (ADRESS); Agents and Mobile Devices (AM); Computer vision in Multi-Agent Robotics (RV); Persuasive Technologies (PT); Web and Social Media Mining (WASMM). The volume also includes the papers accepted for publication in the Doctoral Consortium (DCAI, DCAI-DECON, ISAMI, MIS4TEL, PAAMS, PACBB 2017 conferences).
Applications In Electronics Pervading Industry Environment And Society
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Author : Sergio Saponara
language : en
Publisher: MDPI
Release Date : 2021-06-04
Applications In Electronics Pervading Industry Environment And Society written by Sergio Saponara and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-04 with Technology & Engineering categories.
This book features the manuscripts accepted for the Special Issue “Applications in Electronics Pervading Industry, Environment and Society—Sensing Systems and Pervasive Intelligence” of the MDPI journal Sensors. Most of the papers come from a selection of the best papers of the 2019 edition of the “Applications in Electronics Pervading Industry, Environment and Society” (APPLEPIES) Conference, which was held in November 2019. All these papers have been significantly enhanced with novel experimental results. The papers give an overview of the trends in research and development activities concerning the pervasive application of electronics in industry, the environment, and society. The focus of these papers is on cyber physical systems (CPS), with research proposals for new sensor acquisition and ADC (analog to digital converter) methods, high-speed communication systems, cybersecurity, big data management, and data processing including emerging machine learning techniques. Physical implementation aspects are discussed as well as the trade-off found between functional performance and hardware/system costs.
2019 Ieee Milan Powertech
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Author : IEEE Staff
language : en
Publisher:
Release Date : 2019-06-23
2019 Ieee Milan Powertech written by IEEE Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-06-23 with categories.
PowerTech is the IEEE PES anchor conference in Europe and has been attended by hundreds of delegates from around the world It will be an international forum with programme for individuals working in industry and academia, to network, exchange ideas, and discuss the results of their research and development work
Filtering In Non Intrusive Load Monitoring
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Author : Alejandro Rodriguez Silva
language : en
Publisher:
Release Date : 2021
Filtering In Non Intrusive Load Monitoring written by Alejandro Rodriguez Silva and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with categories.
Being able to track appliances energy usage without the need of sensors can help occupants reduce their energy consumption. Non-intrusive load monitoring (NILM) is one name for this topic. One of the hardest problems NILM faces is the ability to run unsupervised - discovering appliances without prior knowledge - and to run independent of the differences in appliance mixes and operational characteristics found in various countries and regions. This thesis showcases two filters that are used to denoise power signals, which results in better clustering accuracy for NILM event based methods. Both filters show to outperform a state-of-the-art denoising filter, in terms of run-time. A fully unsupervised NILM solution is presented, the algorithm is based on a hybrid knapsack problem with a Gaussian mixture model. Finally, a novel metric is developed to measure NILM disaggregation performance. The metric shows to be robust under a set of fundamental test cases.
2015 Ieee Global Conference On Signal And Information Processing Globalsip
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Author :
language : en
Publisher:
Release Date : 19??
2015 Ieee Global Conference On Signal And Information Processing Globalsip written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 19?? with Electronic data processing categories.
Energy Data Analytics For Smart Meter Data
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Author : Andreas Reinhardt
language : en
Publisher: Mdpi AG
Release Date : 2021-09-23
Energy Data Analytics For Smart Meter Data written by Andreas Reinhardt and has been published by Mdpi AG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-23 with Technology & Engineering categories.
The principal advantage of smart electricity meters is their ability to transfer digitized electricity consumption data to remote processing systems. The data collected by these devices make the realization of many novel use cases possible, providing benefits to electricity providers and customers alike. This book includes 14 research articles that explore and exploit the information content of smart meter data, and provides insights into the realization of new digital solutions and services that support the transition towards a sustainable energy system. This volume has been edited by Andreas Reinhardt, head of the Energy Informatics research group at Technische Universität Clausthal, Germany, and Lucas Pereira, research fellow at Técnico Lisboa, Portugal.