Christoph Klemenjak

23 papers Journal 12Unranked 11
YearRankTypeTitle / Venue / Authors
2023 J jnl
Unlocking the Full Potential of Neural NILM: On Automation, Hyperparameters, and Modular Pipelines.
IEEE Trans. Ind. Informatics
Hafsa Bousbiat, Anthony Faustine, Christoph Klemenjak, Lucas Pereira, Wilfried Elmenreich
2022 — conf
Neural NILM Learning Paradigms: From Centralised to Decentralised Learning.
ICSPIS
Hafsa Bousbiat, Christoph Klemenjak, Yassine Himeur, Wilfried Elmenreich, Abbes Amira, Wathiq Mansoor, Shadi Atalla
2021 J jnl
Adaptive Weighted Recurrence Graphs for Appliance Recognition in Non-Intrusive Load Monitoring.
IEEE Trans. Smart Grid
Anthony Faustine, Lucas Pereira, Christoph Klemenjak
2021 J jnl
Investigating the performance gap between testing on real and denoised aggregates in non-intrusive load monitoring.
Energy Inform.
Christoph Klemenjak, Stephen Makonin, Wilfried Elmenreich
2020 — conf
Augmenting an Assisted Living Lab with Non-Intrusive Load Monitoring.
I2MTC
Hafsa Bousbiat, Christoph Klemenjak, Gerhard Leitner, Wilfried Elmenreich
2020 J jnl
Augmenting an Assisted Living Lab with Non-Intrusive Load Monitoring.
CoRR
Hafsa Bousbiat, Christoph Klemenjak, Gerhard Leitner, Wilfried Elmenreich
2020 J jnl
Exploring Bayesian Surprise to Prevent Overfitting and to Predict Model Performance in Non-Intrusive Load Monitoring.
CoRR
Richard Jones, Christoph Klemenjak, Stephen Makonin, Ivan V. Bajic
2020 — conf
Exploring Time Series Imaging for Load Disaggregation.
BuildSys
Hafsa Bousbiat, Christoph Klemenjak, Wilfried Elmenreich
2020 — conf
How does Load Disaggregation Performance Depend on Data Characteristics?: Insights from a Benchmarking Study.
e-Energy
Andreas Reinhardt, Christoph Klemenjak
2020 J jnl
Investigating the Performance Gap between Testing on Real and Denoised Aggregates in Non-Intrusive Load Monitoring.
CoRR
Christoph Klemenjak, Stephen Makonin, Wilfried Elmenreich
2020 — conf
On the Relationship between Seasons of the Year and Disaggregation Performance.
NILM@SenSys
João Gois, Christoph Klemenjak, Lucas Pereira
2020 — conf
Stop: Exploring Bayesian Surprise to Better Train NILM.
NILM@SenSys
Richard Jones, Christoph Klemenjak, Stephen Makonin, Ivan V. Bajic
2020 — conf
Towards Comparability in Non-Intrusive Load Monitoring: On Data and Performance Evaluation.
ISGT
Christoph Klemenjak, Stephen Makonin, Wilfried Elmenreich
2020 J jnl
Towards Comparability in Non-Intrusive Load Monitoring: On Data and Performance Evaluation.
CoRR
Christoph Klemenjak, Stephen Makonin, Wilfried Elmenreich
2019 — conf
Electricity Consumption Data Sets: Pitfalls and Opportunities.
BuildSys
Christoph Klemenjak, Andreas Reinhardt, Lucas Pereira, Stephen Makonin, Mario Bergés, Wilfried Elmenreich
2019 J jnl
On Metrics to Assess the Transferability of Machine Learning Models in Non-Intrusive Load Monitoring.
CoRR
Christoph Klemenjak, Anthony Faustine, Stephen Makonin, Wilfried Elmenreich
2018 J jnl
On performance evaluation and machine learning approaches in non-intrusive load monitoring.
Energy Inform.
Christoph Klemenjak
2017 — conf
On the applicability of correlation filters for appliance detection in smart meter readings.
SmartGridComm
Christoph Klemenjak, Wilfried Elmenreich
2017 — conf
Yay - an open-hardware energy measurement system for feedback and appliance detection based on the arduino platform.
WISES
Christoph Klemenjak, Wilfried Elmenreich
2016 J jnl
Non-Intrusive Load Monitoring: A Review and Outlook.
CoRR
Christoph Klemenjak, Peter Goldsborough
2016 — conf
Non-intrusive load monitoring: A review and outlook.
GI-Jahrestagung
Christoph Klemenjak, Peter Goldsborough
2016 J jnl
YoMo: the Arduino-based smart metering board.
Comput. Sci. Res. Dev.
Christoph Klemenjak, Dominik Egarter, Wilfried Elmenreich
2014 J jnl
YoMo - The Arduino based Smart Metering Board.
CoRR
Christoph Klemenjak, Dominik Egarter, Wilfried Elmenreich