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Electronic Theses and Dissertations

South Dakota State University

Adaptive dynamic programming

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Full-Text Articles in Engineering

Voltage Regulation Of Low Voltage Distribution Networks, Manisha Maharjan Jan 2017

Voltage Regulation Of Low Voltage Distribution Networks, Manisha Maharjan

Electronic Theses and Dissertations

The modern voltage distribution systems consist of distributed generation (DG), like photovoltaics (PV) and wind. These resources are inexhaustible and environmentally friendly. The existing low voltage (LV) distribution networks are typically designed for unidirectional power flow. The integration of DG makes the LV distribution networks prone to difficulties related to voltage, frequency, and power quality. The main challenges in the integration of DG occur due to the intermittent nature of DG. The amount of DG compared with the total generation resource on a power system network is measured as penetration. The system undergoes through reverse power flow when there is …


Intelligent Learning Control System Design Based On Adaptive Dynamic Programming, Naresh Malla Jan 2017

Intelligent Learning Control System Design Based On Adaptive Dynamic Programming, Naresh Malla

Electronic Theses and Dissertations

Adaptive dynamic programming (ADP) controller is a powerful neural network based control technique that has been investigated, designed, and tested in a wide range of applications for solving optimal control problems in complex systems. The performance of ADP controller is usually obtained by long training periods because the data usage efficiency is low as it discards the samples once used. Experience replay is a powerful technique showing potential to accelerate the training process of learning and control. However, its existing design can not be directly used for model-free ADP design, because it focuses on the forward temporal difference (TD) information …


Virtual Inertia Emulation To Improve Dynamic Frequency Stability Of Low Inertia Microgrids, Dipesh Shrestha Jan 2016

Virtual Inertia Emulation To Improve Dynamic Frequency Stability Of Low Inertia Microgrids, Dipesh Shrestha

Electronic Theses and Dissertations

Due to low inertia and the intermittent nature of photovoltaic systems, dynamic frequency stability issues arise in microgrids with large photovoltaic systems. This limits the maximum amount of photovoltaic systems that can be penetrated in the microgrid. In order to increase the penetration of photovoltaic systems, the dynamic frequency controller, that is faster than the primary frequency controller (governor control) needs to be added in the microgrid system. For dynamic frequency control, inertial response can be provided from the energy storage system (such as battery, ultra-capacitor, photovoltaic system, etc.), which is termed as virtual inertia. A virtual inertia can be …