Enhancing energy efficiency in the residential sector with smart meter data analytics
Sign Up to like & getrecommendations! Published in 2018 at "Electronic Markets"
DOI: 10.1007/s12525-018-0290-9
Abstract: Tailored energy efficiency campaigns that make use of household-specific information can trigger substantial energy savings in the residential sector. The information required for such campaigns, however, is often missing. We show that utility companies can… read more here.
Keywords: smart meter; meter data; residential sector; meter ... See more keywords
Peak demand alert system based on electricity demand forecasting for smart meter data
Sign Up to like & getrecommendations! Published in 2020 at "Energy and Buildings"
DOI: 10.1016/j.enbuild.2020.110307
Abstract: Abstract Reducing peak demand is an important cost-saving measure for small and medium enterprises (SMEs) because electricity tariff menus often include a demand charge determined by the yearly highest demand. SMEs are incentivized to reduce… read more here.
Keywords: smart meter; peak demand; meter data; demand forecasting ... See more keywords
Smart-Meter Big Data for Load Forecasting: An Alternative Approach to Clustering
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3142680
Abstract: Accurate forecasting of electricity demand is vital to the resilient management of energy systems. Recent efforts in harnessing smart-meter data to improve forecasting accuracy have primarily centered around cluster-based approaches (CBAs), where smart-meter data are… read more here.
Keywords: meter data; meter big; forecasting; meter ... See more keywords
Preserving Privacy of Smart Meter Data in a Smart Grid Environment
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2021.3074915
Abstract: The use of data from residential smart meters can help in the management and control of distribution grids. This provides significant benefits to electricity retailers as well as distribution system operators but raises important questions… read more here.
Keywords: data smart; meter data; privacy; privacy smart ... See more keywords
Interval State Estimation for Low-Voltage Distribution Systems Based on Smart Meter Data
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2018.2877549
Abstract: The real-time monitoring and control of distribution systems are an essential step toward the future smart grid. This paper presents an interval state estimation model for low-voltage (LV) systems based on smart meter data provided… read more here.
Keywords: smart meter; meter data; distribution systems; state ... See more keywords
Electricity Consumer Characteristics Identification: A Federated Learning Approach
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Smart Grid"
DOI: 10.1109/tsg.2021.3066577
Abstract: Nowadays, smart meters are deployed in millions of residential households to gain significant insights from fine-grained electricity consumption data. The information extracted from smart meter data enables utilities to identify the socio-demographic characteristics of electricity… read more here.
Keywords: smart meter; characteristics identification; electricity consumer; meter data ... See more keywords