Using neural network technology. dynamic characteristics can be learned from model output or assimilation results to train the model. which has greatly progressed recently. A data-driven data assimilation method is proposed by combining fully connected neural network with ensemble Kalman filter to emulate dynamic models from sparse and noisy observations. https://foldlyers.shop/product-category/pcbs/