NARX neural prediction of oscillationalinstability at the IBR-2M reactor

M. Dima, M. Dima, M. Mihailescu
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Abstract

During the start-up regime of the IBR-2M power fluctuations appear, which the Automatic Regulator system dampens. Their origin is not completely clear, however it is known that the major reactivity sources are from design – respectively the OPO and DPO reflectors: their axial fluctuations towards the active zone and their relative phase of intersecting each other facing the center of the active zone. A neuromorphic solution is sought to anticipate (5-10 s) such fluctuations. We present encouraging preliminary results obtained with a Non-linear Autoregressive Exogenous (NARX) neural network, the main features of the fluctuations being anticipatable.
IBR-2M反应堆振荡不稳定性的NARX神经预测
在IBR-2M启动过程中会出现功率波动,自动调节系统会抑制这种波动。它们的来源尚不完全清楚,但已知主要的反应源分别来自设计- OPO和DPO反射器:它们朝向有源区的轴向波动和面向有源区的相对相位相交。寻求一种神经形态的解决方案来预测(5-10秒)这种波动。我们提出了一个令人鼓舞的初步结果与非线性自回归外生(NARX)神经网络,波动的主要特征是可预期的。
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