To address the challenges of a modular multilevel converter (MMC) without redundant submodules when using the traditional PI control method for fault-tolerant control, which include excessive control parameters, complex structure and slow dynamic responses, a model with a fixed number of calculations for implementing the fault-tolerant control by fault prediction is proposed. First, the AC current is optimized. Then, multi-objective optimization on the circulating current and the total voltage of submodule capacitors is performed, and the balance of submodule voltage is realized based on the direction and level difference of bridge arm current. With only eight times of rolling optimization, the optimal solution can be found under this strategy, significantly reducing the computational requirements. In addition, this algorithm not only can ensure that the MMC operates stably and has high-quality output under normal conditions, but also can maintain its stable operation when the submodule experiences an asymmetric fault. Simulation tests were completed in MATLAB/SIMULINK, and a five-level experimental platform was built to verify the simulation and test results.
| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |