With the roll-out of smart meters the importance of effective non-intrusive load monitoring (NILM) techniques has risen rapidly. NILM estimates the power consumption of individual devices given their aggregate consumption. In this way, the combined consumption must only be monitored at a single, central point in the household, providing various advantages such as reduced cost for metering equip...

Rapid and accurate fault diagnosis of smart meters can greatly improve the operational maintenance ability power systems. Focusing on historical data information meters, a model based an improved capsule network (CapsNet) is proposed. First, we count sample size each type, mixed sampling method combining undersampling oversampling used to solve problem distribution imbalance size. The one-hot e...

A maximum likelihood routing algorithm for smart grid wireless networks is proposed in this paper. It is designed to select the meters as relays in smart grid wireless networks and to calculate the probability of being selected based on the battery levels and the transmission distances. After describing the applied environment, the routing principle and the system model are explained in details...

In this paper the use of a Hybrid Wireless Mesh Network (HWMN) technologies for the smart grid of Advanced Metering Infrastructure (AMI), which enables the collecting of meter data in real-time, was proposed and analyzed. A Google Maps mashup was developed to read the real GIS data from a local utility company and display the locations of the meters and light poles, which can be selected for mo...

With the widely used smart meters in the energy sector, anomaly detection becomes a crucial mean to study the unusual consumption behaviors of customers, and to discover unexpected events of using energy promptly. Detecting consumption anomalies is, essentially, a real-time big data analytics problem, which does data mining on a large amount of parallel data streams from smart meters. In this p...

This paper develops a model and implementation plan for using ICT (Information and Communication Technology) combined with Predictive and Behavioral Analytics to build demand for more sustainable power consumption in the community as a small 100-year-old power company upgrades to using consumer level smart meters in its geographically isolated rural mountain town. With the upgrade to smart mete...

The electricity grid has been up until now a relatively stable artifice of modern industrialized nations. The power grids are the most widespread wired networks in the world. They are heavily regulated and standardized to protect the integrity, stability and reliability of supply. The grids have been essentially closed systems, this is now rapidly changing with the introduction of the network e...

Today no one can deny the need for Smart Grid and it is being considered as of utmost importance to upgrade outdated electric infrastructure to cope with the ever increasing electric load demand. Wireless Sensor Network (WSN) is considered a promising candidate for internetworking of smart meters with the gateway using mesh topology. This paper investigates the performance of AODV routing proto...