03129nam 22005895 450 991036723800332120250220112244.09789811518607981151860210.1007/978-981-15-1860-7(CKB)5280000000190054(MiAaPQ)EBC5997309(DE-He213)978-981-15-1860-7(PPN)242817947(EXLCZ)99528000000019005420191212d2020 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierNon-intrusive Load Monitoring Theory, Technologies and Applications /by Hui Liu1st ed. 2020.Singapore :Springer Nature Singapore :Imprint: Springer,2020.1 online resource (288 pages)9789811518591 9811518599 Introduction -- Detection of Transient Events in Time Series -- Appliance Signature Extraction -- Appliance Identification Based on Template Matching -- Steady State Current Decomposition Based Appliance Identification -- Machine Learning Based Appliance Identification -- Hidden Markov Models Based Appliance Identification -- Deep Learning Based Appliance Identification -- Deterministic Prediction of Electric Load Time Series -- Interval Prediction of Electric Load Time Series.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.Energy policyEnergy policyArtificial intelligenceElectric power productionEnergy Policy, Economics and ManagementArtificial IntelligenceElectrical Power EngineeringEnergy policy.Energy policy.Artificial intelligence.Electric power production.Energy Policy, Economics and Management.Artificial Intelligence.Electrical Power Engineering.621.317Liu Huiauthttp://id.loc.gov/vocabulary/relators/aut274539MiAaPQMiAaPQMiAaPQBOOK9910367238003321Non-intrusive Load Monitoring2184209UNINA