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目前，淮河防总、淮委已将河南省、安徽省淮河水系防汛四级应急响应提升至三级，洪水防御Ⅳ级应急响应提升至Ⅲ级。
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The concatenated functions make up a characteristic body. Various time-consecutive aspect frames even further make up a sequence as well as the sequence is then fed to the LSTM layers to extract options inside of a bigger time scale. Inside our case, we choose Relu as our activation purpose with the levels. Following the LSTM layers, the outputs are then fed into a classifier which consists of totally-linked layers. All layers aside from the output also choose Relu since the activation function. The final layer has two neurons and applies sigmoid given that the activation function. Alternatives of disruption or not of every sequence are output respectively. Then The end result is fed right into a softmax functionality to output whether or not the slice is disruptive.
¥符号由拉丁字母“Y”和平行水平线组成。使用拉丁字母“Y”的原因是因为“圆”的中文和日語在英文中的拼写“yuan”和“yen”的起始字母都是“Y”。
However, the tokamak produces data that is quite distinctive from photos or text. Tokamak utilizes plenty of diagnostic instruments to measure different Actual physical portions. Diverse diagnostics even have various spatial and temporal resolutions. Different diagnostics are sampled at distinctive time intervals, manufacturing heterogeneous time sequence info. So planning a neural community framework which is tailored especially for fusion diagnostic knowledge is required.
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多重签名技术指多个用户同时对一个数字资产进行签名。多私钥验证，提高数字资产的安全性。
As to the EAST tokamak, a total of 1896 discharges like 355 disruptive discharges are selected as the schooling set. sixty disruptive and sixty non-disruptive discharges are selected given that the validation established, even though 180 disruptive and one hundred eighty non-disruptive discharges are picked since the exam set. It truly is worth noting that, Considering that the output with the design could be the probability from the sample being disruptive having a time resolution of 1 ms, the imbalance in disruptive and non-disruptive discharges won't affect the model Finding out. The samples, however, are imbalanced considering that samples labeled as disruptive only occupy a low share. How we cope with the imbalanced samples will likely be talked about in “Excess weight calculation�?area. Equally education and validation established are selected randomly from before compaigns, when the exam established is chosen randomly from later on compaigns, simulating actual operating situations. For that use scenario of transferring throughout tokamaks, 10 non-disruptive and ten disruptive discharges from EAST are randomly selected from before strategies because the schooling set, though the test set is kept similar to the former, so as to simulate practical operational eventualities chronologically. Offered our emphasis about the flattop section, we manufactured our dataset to completely contain samples from this stage. In addition, considering that the quantity of non-disruptive samples is drastically larger than the quantity of disruptive samples, we completely used the disruptive samples within the disruptions and disregarded the non-disruptive samples. The split from the datasets leads to a slightly worse efficiency in comparison with randomly splitting the datasets from all campaigns obtainable. Break up of datasets is demonstrated in Desk four.
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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。