User profiles for Mischa Schmidt

Mischa Schmidt

Senior Researcher, NEC Laboratories Europe
Verified email at neclab.eu
Cited by 613

Smart buildings as Cyber-Physical Systems: Data-driven predictive control strategies for energy efficiency

M Schmidt, C Åhlund - Renewable and Sustainable Energy Reviews, 2018 - Elsevier
Due to its significant contribution to global energy usage and the associated greenhouse
gas emissions, existing building stock's energy efficiency must improve. Predictive building …

Connecting and managing m2m devices in the future internet

JS Song, A Kunz, M Schmidt, P Szczytowski - Mobile Networks and …, 2014 - Springer
As a cutting edge technology, Machine to Machine (M2M) communications are gaining
ground for managing and controlling M2M devices. Since these objects have intelligence, …

Optimizing legacy building operation: The evolution into data-driven predictive cyber-physical systems

M Schmidt, MV Moreno, A Schülke, K Macek… - Energy and …, 2017 - Elsevier
Fossil fuels serve a substantial fraction of global energy demand, and one major energy
consumer is the global building stock. In this work, we propose a framework to guide …

A study on ensemble learning for time series forecasting and the need for meta-learning

…, S Nicolas, D Stepić, M Schmidt… - … Joint Conference on …, 2021 - ieeexplore.ieee.org
The contribution of this work is twofold: (1) We introduce a collection of ensemble methods for
time series forecasting to combine predictions from base models. We demonstrate insights …

On the performance of differential evolution for hyperparameter tuning

M Schmidt, S Safarani, J Gastinger… - … joint conference on …, 2019 - ieeexplore.ieee.org
Automated hyperparameter tuning aspires to facilitate the application of machine learning for
non-experts. In the literature, different optimization approaches are applied for that purpose…

Destruction of cancer cells by laser-induced shock waves: recent developments in experimental treatments and multiscale computer simulations

MO Steinhauser, M Schmidt - Soft Matter, 2014 - pubs.rsc.org
In this emerging area article we review recent progress in the mechanical destruction of cancer
cells using laser-induced shock waves. The pure mechanical damaging and destruction …

Characterization of a setup to test the impact of high-amplitude pressure waves on living cells

M Schmidt, U Kahlert, J Wessolleck, D Maciaczyk… - Scientific reports, 2014 - nature.com
The impact of pressure waves on cells may provide several possible applications in biology
and medicine including the direct killing of tumors, drug delivery or gene transfection. In this …

Context sensitive indoor temperature forecast for energy efficient operation of smart buildings

…, AF Skarmeta, A Venturi, M Schmidt… - 2015 IEEE 2nd …, 2015 - ieeexplore.ieee.org
This paper analyzes the potential of knowledge discovery from sensed data, which enables
real-time systems monitoring, management, prediction and optimization in smart buildings. …

[PDF][PDF] Energy disaggregation methods for commercial buildings using smart meter and operational data

S Bansal, M Schmidt - Workshops at the Thirty-First AAAI Conference …, 2017 - cdn.aaai.org
One of the key information pieces in improving energy efficiency of buildings is the appliance
level breakdown of energy consumption. Energy disaggregation is the process of obtaining …

Smart M2M data filtering using domain-specific thresholds in domain-agnostic platforms

A Papageorgiou, M Schmidt, J Song… - 2013 IEEE International …, 2013 - ieeexplore.ieee.org
Due to the demand for homogeneous, intelligent, and automated access to data measured
anywhere and from any device, Machine-to-Machine (M2M) platforms are evolving as globally…