Big data analytics in smart grids: state‐of‐the‐art, challenges, opportunities, and future directions
Big data has potential to unlock novel groundbreaking opportunities in power grid that
enhances a multitude of technical, social, and economic gains. As power grid technologies …
enhances a multitude of technical, social, and economic gains. As power grid technologies …
Integrated assessment of urban overheating impacts on human life
Urban overheating, driven by global climate change and urban development, is a major
contemporary challenge that substantially impacts urban livability and sustainability …
contemporary challenge that substantially impacts urban livability and sustainability …
Non-intrusive residential electricity load decomposition via low-resource model transferring
L Lin, J Shi, C Ma, S Zuo, J Zhang, C Chen… - Journal of Building …, 2023 - Elsevier
Non-intrusive load decomposition (NILD) technology has a broad application prospect
because it can deeply excavate the internal electricity consumption data of customers and …
because it can deeply excavate the internal electricity consumption data of customers and …
Big data meet green challenges: Big data toward green applications
Big data are widely recognized as being one of the most powerful drivers to promote
productivity, improve efficiency, and support innovation. It is highly expected to explore the …
productivity, improve efficiency, and support innovation. It is highly expected to explore the …
A hierarchical framework for smart grid anomaly detection using large-scale smart meter data
Real-time monitoring and control of smart grids (SGs) is critical to the enhancement of
reliability and operational efficiency of power utilities. We develop a real-time anomaly …
reliability and operational efficiency of power utilities. We develop a real-time anomaly …
Power systems big data analytics: An assessment of paradigm shift barriers and prospects
Electric power systems are taking drastic advances in deployment of information and
communication technologies; numerous new measurement devices are installed in forms of …
communication technologies; numerous new measurement devices are installed in forms of …
Active electric distribution network: applications, challenges, and opportunities
Traditional electrical power grids are transitioning from centralised operation with
unidirectional energy and information flows (from the generation domain to customers) to …
unidirectional energy and information flows (from the generation domain to customers) to …
Time-series classification methods: Review and applications to power systems data
Chapter Overview The diffusion in power systems of distributed renewable energy
resources, electric vehicles, and controllable loads has made advanced monitoring systems …
resources, electric vehicles, and controllable loads has made advanced monitoring systems …
State of the art in big data applications in microgrid: A review
K Moharm - Advanced Engineering Informatics, 2019 - Elsevier
The prospering Big data era is emerging in the power grid. Multiple world-wide studies are
emphasizing the big data applications in the microgrid due to the huge amount of produced …
emphasizing the big data applications in the microgrid due to the huge amount of produced …
Paving the way for advanced distribution management systems applications: Making the most of models and data
The development and deployment of advanced distribution management systems (ADMSs)
is imperative to address the increasingly complex operational challenges faced by aging …
is imperative to address the increasingly complex operational challenges faced by aging …