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尽管比特币的受欢迎程度和价值多年来都有了巨大增长，同时它也面临着许多批评。一些人认为它不像传统货币那样安全，因为政府或金融机构不支持它。另一些人则声称，比特币实际上并没有用于任何真正的交易，而是像股票或商品一样进行交易。最后，一些批评人士断言，开采比特币所需的能量值不了报酬，而且这个过程最终可能会破坏环境。
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比特币网络消耗大量的能量。这是因为在区块链上运行验证和记录交易的计算机需要大量的电力。随着越来越多的人使用比特币，越来越多的矿工加入比特币网络，维持比特币网络所需的能量将继续增长。
Mixing data from both equally target and present machines is A method of transfer learning, occasion-centered transfer Finding out. But the knowledge carried from the confined data in the goal device could be flooded by data from the present devices. These functions are completed between tokamaks with very similar configurations and dimensions. Having said that, the hole among foreseeable future tokamak reactors and any tokamaks present nowadays is quite large23,24. Measurements with the machine, operation regimes, configurations, feature distributions, disruption causes, characteristic paths, and other variables will all result in numerous plasma performances and unique disruption procedures. Thus, On this do the job we picked the J-Textual content as well as the EAST tokamak that have a substantial change in configuration, Procedure routine, time scale, aspect distributions, and disruptive will cause, to demonstrate the proposed transfer Discovering system.
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Given that J-Textual content does not have a significant-overall performance circumstance, most tearing modes at low frequencies will establish into locked modes and may cause disruptions in a handful of milliseconds. The predictor presents an alarm as the frequencies in the Mirnov signals solution 3.5 kHz. The predictor was trained with Uncooked alerts with none extracted functions. The one information the model is aware of about tearing modes may be the sampling fee and sliding window duration with the Uncooked mirnov signals. As is shown in Fig. 4c, d, the design recognizes the typical frequency of tearing manner just and sends out the warning 80 ms ahead of disruption.
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Parameter-based transfer Understanding can be very beneficial in transferring disruption prediction designs in upcoming reactors. ITER is intended with A significant radius of 6.2 m as well as a minimal radius of 2.0 m, and will be working in a Click Here very different running regime and state of affairs than any of the present tokamaks23. On this operate, we transfer the source design trained Using the mid-sized round limiter plasmas on J-TEXT tokamak to some much larger-sized and non-circular divertor plasmas on EAST tokamak, with just a few data. The profitable demonstration suggests the proposed process is anticipated to add to predicting disruptions in ITER with awareness learnt from existing tokamaks with unique configurations. Particularly, in order to Increase the efficiency of your goal area, it really is of good importance to improve the functionality in the resource area.
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What's more, the performances of scenario 1-c, two-c, and three-c, which unfreezes the frozen layers and more tune them, are much worse. The results suggest that, restricted knowledge within the target tokamak is just not representative more than enough plus the popular understanding will be additional possible flooded with specific patterns within the supply data that may lead to a worse overall performance.
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