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Performance Assessment of Residential PV Battery Systems
(kassel university press, 2021)
Declining costs for high-performance batteries are leading to worldwide increased use of storage systems in residential building. Especially in conjunction with reduced photovoltaic (PV) feed-in tariffs, a large market has developed in Germany for PV battery systems to increase self-sufficiency. Presently, more than 120,000 PV battery systems are operating in German households. They differ significantly in the type of coupling between PV and battery, the nominal capacities of their components, and their degree of ...
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Cooperative intention detection using machine learning. Advanced cyclist protection in the context of automated driving
(kassel university press, 2021)
Cyclists will play an essential role in future traffic. It is crucial to detect cyclists and predict their intentions to avoid accidents and achieve a highly efficient traffic flow. Vehicles equipped with sensors, data processing systems, and communication abilities acquire and maintain a local model of their surrounding traffic environment, e.g., crossing cyclists. Cooperating and interacting vehicles, roadside units, and cyclists equipped with smart devices and other body-worn sensors exchange information.They form ...
Buch
Multi-Year Time-Series-Based power system planning with hybrid optimization and supervised learning methods
(kassel university press, 2021)
The increasing share of renewable energy sources (RES) in the power system necessitates new planning methods for power systems systems. On the one hand, flexible operational measures must be included in planning. On the other hand, conventional measures have to be considered. An integrated optimization of both measures is needed. This integrated optimization requires time series simulations of the power system in comparison to traditional worst case planning approaches.
The high voltage (HV) level has the highest ...