TIANYI ZENG's Outputs (2)

Deep reinforcement learning-based non-causal control for wave energy conversion (2024)
Journal Article
Wang, H., Wijaya, V., Zeng, T., & Zhang, Y. (2024). Deep reinforcement learning-based non-causal control for wave energy conversion. Ocean Engineering, 311(Part 1), Article 118860. https://doi.org/10.1016/j.oceaneng.2024.118860

As one of the most promising renewable energy resources, ocean wave energy has not been widely commercialized compared to wind energy and solar energy due to its high Levelized Cost of Electricity (LCoE). It has been long recognized... Read More about Deep reinforcement learning-based non-causal control for wave energy conversion.

Non-Causal Control For Wave Energy Conversion Based on the Double Deep Q Network (2024)
Presentation / Conference Contribution
Wang, H., Wijaya, V. V., Zhang, Y., Zeng, T., & Dong, X. (2024, April). Non-Causal Control For Wave Energy Conversion Based on the Double Deep Q Network. Presented at CONTROL 2024: 14th United Kingdom Automatic Control Council (UKACC) International Conference on Control, Winchester, UK

To harness maximal wave energy, control and optimization for wave energy converters(WECs) have been investigated for decades. It has been long recognized that WEC control is essentially a non-causal control problem, in which future wave determines cu... Read More about Non-Causal Control For Wave Energy Conversion Based on the Double Deep Q Network.