“¥”既作为人民币的书写符号，又代表人民币的币制，还表示人民币的单位“元”，同时也是中国货币的符号。“¥”符号的产生要追溯到民国时期。
We then done a systematic scan throughout the time span. Our aim was to recognize the constant that yielded the most beneficial Over-all functionality with regard to disruption prediction. By iteratively testing several constants, we have been ready to choose the optimum worth that maximized the predictive accuracy of our design.
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Then we utilize the product to the target domain that's EAST dataset which has a freeze&great-tune transfer Studying method, and make comparisons with other methods. We then analyze experimentally whether the transferred design will be able to extract typical features and also the purpose Each and every Component of the design performs.
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On top of that, long run reactors will execute in a higher functionality operational regime than current tokamaks. So the target tokamak is supposed to accomplish in an increased-general performance operational routine and a lot more Superior state of affairs when compared to the resource tokamak which the disruption predictor is skilled on. Along with the fears over, the J-TEXT tokamak plus the EAST tokamak are chosen as great platforms to guidance the research to be a achievable use case. The J-Textual content tokamak is utilized to supply a pre-qualified design which is considered to consist of basic expertise Check here in disruption, when the EAST tokamak would be the goal product to become predicted dependant on the pre-qualified model by transfer Mastering.
Because J-TEXT doesn't have a significant-general performance circumstance, most tearing modes at reduced frequencies will develop into locked modes and can trigger disruptions in a handful of milliseconds. The predictor presents an alarm because the frequencies with the Mirnov indicators technique three.5 kHz. The predictor was skilled with raw indicators with no extracted attributes. The only real info the product knows about tearing modes may be the sampling amount and sliding window duration on the raw mirnov indicators. As is revealed in Fig. 4c, d, the product recognizes The standard frequency of tearing method particularly and sends out the warning eighty ms forward of disruption.
Mixing information from the two goal and existing devices is A method of transfer Discovering, occasion-dependent transfer Understanding. But the information carried because of the limited knowledge in the concentrate on equipment may very well be flooded by data from the existing equipment. These works are completed between tokamaks with related configurations and measurements. Having said that, the gap amongst foreseeable future tokamak reactors and any tokamaks present these days is incredibly large23,24. Dimensions with the equipment, Procedure regimes, configurations, element distributions, disruption will cause, attribute paths, and also other aspects will all end result in numerous plasma performances and different disruption procedures. Therefore, On this function we selected the J-Textual content as well as the EAST tokamak that have a substantial difference in configuration, operation routine, time scale, element distributions, and disruptive results in, to display the proposed transfer Mastering system.
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