44 citations · 259 across the 20 of their papers we have counts for
22 papers
Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectives
Hafsa Bousbiat, Roumaysa Bousselidj, Yassine Himeur +5
Consumer's privacy is a main concern in Smart Grids (SGs) due to the sensitivity of energy data, particularly when used to train machine learning models for different services. The…
A review on physical and data-driven based nowcasting methods using sky images
Ekanki Sharma, Wilfried Elmenreich
Amongst all the renewable energy resources (RES), solar is the most popular form of energy source and is of particular interest for its widely integration into the power grid. Howe…
Investigating the Performance Gap between Testing on Real and Denoised Aggregates in Non-Intrusive Load Monitoring
Christoph Klemenjak, Stephen Makonin, Wilfried Elmenreich
Prudent and meaningful performance evaluation of algorithms is essential for the progression of any research field. In the field of Non-Intrusive Load Monitoring (NILM), performanc…
Dynamic residential load scheduling based on an adaptive consumption level pricing scheme
Haider Tarish Haider, Ong Hang See, W. Elmenreich
Demand response (DR) for smart grids, which intends to balance the required power demand with the available supply resources, has been gaining widespread attention. The growing dem…
Augmenting an Assisted Living Lab with Non-Intrusive Load Monitoring
Hafsa Bousbiat, Christoph Klemenjak, Gerhard Leitner +1
The need for reducing our energy consumption footprint and the increasing number of electric devices in today's homes is calling for new solutions that allow users to efficiently m…
Towards Comparability in Non-Intrusive Load Monitoring: On Data and Performance Evaluation
Christoph Klemenjak, Stephen Makonin, Wilfried Elmenreich
Non-Intrusive Load Monitoring (NILM) comprises of a set of techniques that provide insights into the energy consumption of households and industrial facilities. Latest contribution…
On Metrics to Assess the Transferability of Machine Learning Models in Non-Intrusive Load Monitoring
Christoph Klemenjak, Anthony Faustine, Stephen Makonin +1
To assess the performance of load disaggregation algorithms it is common practise to train a candidate algorithm on data from one or multiple households and subsequently apply cros…
Efficiency of Photovoltaic Systems in Mountainous Areas
Sri Rama Phanindra Chitturi, Ekanki Sharma, Wilfried Elmenreich
Photovoltaic (PV) systems have received much attention in recent years due to their ability of efficiently converting solar power into electricity, which offers important benefits…
Smart grid modeling and simulation - Comparing GridLAB-D and RAPSim via two Case studies
Midhat Jdeed, Ekanki Sharma, Wilfried Elmenreich
One of the most important tools for the development of the smart grid is simulation. Therefore, analyzing, designing, modeling, and simulating the smart grid will allow to explore…
Assisted Energy Management in Smart Microgrids
Andrea Monacchi, Wilfried Elmenreich
Demand response provides utilities with a mechanism to share with end users the stochasticity resulting from the use of renewable sources. Pricing is accordingly used to reflect en…
Time-triggered smart transducer networks
Wilfried Elmenreich
The time-triggered approach is a well-suited approach for building distributed hard real-time systems. Since many applications of transducer networks have real-time requirements, a…
An Open Solution to Provide Personalized Feedback for Building Energy Management
Andrea Monacchi, Fabio Versolatto, Manuel Herold +3
The integration of renewable energy sources increases the complexity in mantaining the power grid. In particular, the highly dynamic nature of generation and consumption demands fo…
Proficiency of Power Values for Load Disaggregation
Manfred Pöchacker, Dominik Egarter, Wilfried Elmenreich
Load disaggregation techniques infer the operation of different power consuming devices from a single measurement point that records the total power draw over time. Thus, a device…
Complexity of Power Draws for Load Disaggregation
Dominik Egarter, Manfred Pöchacker, Wilfried Elmenreich
Non-Intrusive Load Monitoring (NILM) is a technology offering methods to identify appliances in homes based on their consumption characteristics and the total household demand. Rec…
Autonomous Load Disaggregation Approach based on Active Power Measurements
Dominik Egarter, Wilfried Elmenreich
With the help of smart metering valuable information of the appliance usage can be retrieved. In detail, non-intrusive load monitoring (NILM), also called load disaggregation, trie…
YoMo - The Arduino based Smart Metering Board
Christoph Klemenjak, Dominik Egarter, Wilfried Elmenreich
Smart meters are an enabling technology for many smart grid applications. This paper introduces a design for a low-cost smart meter system as well as the fundamentals of smart mete…
Integration of Legacy Appliances into Home Energy Management Systems
Dominik Egarter, Andrea Monacchi, Tamer Khatib +1
The progressive installation of renewable energy sources requires the coordination of energy consuming devices. At consumer level, this coordination can be done by a home energy ma…
Load Hiding of Household's Power Demand
Dominik Egarter, Christoph Prokop, Wilfried Elmenreich
With the development and introduction of smart metering, the energy information for costumers will change from infrequent manual meter readings to fine-grained energy consumption d…
GREEND: An Energy Consumption Dataset of Households in Italy and Austria
Andrea Monacchi, Dominik Egarter, Wilfried Elmenreich +2
Home energy management systems can be used to monitor and optimize consumption and local production from renewable energy. To assess solutions before their deployment, researchers…
Smart Microgrids: Overview and Outlook
Anita Sobe, Wilfried Elmenreich
The idea of changing our energy system from a hierarchical design into a set of nearly independent microgrids becomes feasible with the availability of small renewable energy gener…
Simulating the Smart Grid
Manfred Pöchacker, Anita Sobe, Wilfried Elmenreich
Major challenges for the transition of power systems do not only tackle power electronics but also communication technology, power market economy and user acceptance studies. Simul…
Storage Balancing in Self-organizing Multimedia Delivery Systems
Anita Sobe, Wilfried Elmenreich, Laszlo Böszörmenyi
Many of the current bio-inspired delivery networks set their focus on search, e.g., by using artificial ants. If the network size and, therefore, the search space gets too large, t…