# Research on the Dynamic Characteristics Analysis and Power Control Method of Heat Pipe Reactors
## 4 Research on Power Control Method of HPR
### TD3 Algorithm
Computational effort comparison of genetic algorithm and particle swarm optimization algorithms for the proportional-integral-derivative controller tuning of a pressurized water nuclear reactor. _Ann. Nucl. Energy_**2019**, _136_, 107019. [CrossRef]
* _[PERSON] et al. (2022)_ [PERSON]; [PERSON] Pressurized Water Reactor Core Power Control Using BAS-RBF-PID Approach during Transient Operation. _Nucl. Sci. Eng._**2022**, _197_, 1239-1254. [CrossRef]
* _[PERSON] et al. (2021)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Core power control of a space nuclear reactor based on a nonlinear model and fuzzy-PID controller. _Prog. Nucl. Energy_**2021**, _132_, 103564. [CrossRef]
* _[PERSON] and [PERSON] (2022)_ [PERSON]; [PERSON] Deep Reinforcement Learning Control of a Boiling Water Reactor. _IEEE Trans. Nucl. Sci._**2022**, _69_, 1820-1832. [CrossRef]
* _[PERSON] et al. (2021)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] The application of Deep Reinforcement Learning in Coordinated Control of Nuclear Reactors. _J. Phys. Conf. Ser._**2021**, _2113_, 012030. [CrossRef]
* _[PERSON] and [PERSON] (2021)_ [PERSON]; [PERSON] Reactivity feedback characteristic and reactor startup analysis of megawatt heat pipe cooled reactor. _At. Energy Sci._**2021**, _55_, 213-220. * _[PERSON] et al. (2022)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Improvement and Validation of the System Analysis Model and Code for Heat-Pipe-Cooled Microreactor. _Energies_**2022**, _15_, 2586. [CrossRef]
* _[PERSON] et al. (2012)_ [PERSON]; [PERSON]; [PERSON]; [PERSON] _Supercritical CO\({}_{2}\) Recompression Brayton Cycle: Completed Assembly Description_; Technical Report SAND2012-9546; Sandia National Lab: Albuquerque, NM, USA, 2012. * _[PERSON] et al. (2017)_ [PERSON] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] _Special Purpose Nuclear Reactor (5 MW) for Reliable Power at Remote Sites Assessment Report_; Technical Report INL/EXT-16-40741; Idaho National Lab: Idaho Falls, ID, USA, 2017. * _[PERSON] et al. (2020)_ [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Heat pipe failure accident analysis in megawatt heat pipe cooled reactor. _Ann. Nucl. Energy_**2020**, _149_, 107755. [CrossRef]* [PERSON] et al. (1992) [PERSON]; [PERSON]; [PERSON] Reinforcement learning is direct adaptive optimal control. _IEEE Control Syst._**1992,**12, 19-22. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON] Deep Reinforcement Learning Based Multi-Objective Integrated Automatic Generation Control for Multiple Continuous Power Disturbances. _IEEE Access_**2020,**8, 156839-156850. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] A-TD3: An Adaptive Asynchronous Twin Delayed Deep Deterministic for Continuous Action Spaces. _IEEE Access_**2022,**10, 128077-128089. [CrossRef]

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