Search
Skip to Search Results- 6Reinforcement Learning
- 1Battery energy storage system
- 1Continuous Action Space
- 1Control
- 1Cybersecurity
- 1Deterministic Policy
-
Fall 2023
With the increasing complexity and capacity of modern Field-Programmable Gate Arrays (FPGAs), there is a growing demand for efficient FPGA computer-aided design (CAD) tools, particularly at the placement stage. While some previous works, such as RLPlace, have explored the efficacy of single-state...
-
Fall 2022
This thesis targets output tracking problem for payload position and quadrotor yaw in an slung load system (SLS). In spite of its relatively extensive literature, full SLS control is still a challenging problem since its dimension, nonlinearity, and multiple sources of disturbances are not easy...
-
Fall 2021
Powered by advancements of information and Internet technologies, there has been a rapid development in network based applications in recent years. Meanwhile, it is recognized that more attentions need to be paid to the issue of cybersecurity. The security of the network environment plays a vital...
-
On the Application of Continuous Deterministic Reinforcement Learning in Neural Architecture Search
DownloadSpring 2021
Architecture evaluation is a major bottleneck of Neural Architecture Search (NAS). Recent trends have seen a shift in favor of weight-sharing networks capable of superimposing all possible candidate architectures in a search space. Nevertheless, this technique is not beyond reproach, and has...
-
Fall 2021
Climate change concerns have raised awareness about the importance of decarbonizing the power sector. In achieving such a goal, energy storage is a critical operation that is currently done using mostly fossil fuels as chemical energy storage. The only viable alternative is battery energy storage...
-
Reinforcement Learning-Driven Local Transactive Energy Market for Distributed Energy Resources
DownloadFall 2023
Technological breakthroughs in renewable power generation, battery storage, electric mobility, and advanced data logistics are changing the electric grid. The huge influx of distributed energy resources (DERs), while important to curb carbon emissions, is not without consequences. The highly...