Search Results for author: Mingming Qiu

Found 2 papers, 0 papers with code

PBRE: A Rule Extraction Method from Trained Neural Networks Designed for Smart Home Services

no code implementations18 Jul 2022 Mingming Qiu, Elie Najm, Remi Sharrock, Bruno Traverson

We also apply PBRE to extract rules from a smart home service represented by an NRL (Neural Network-based Reinforcement Learning).

Observation Error Covariance Specification in Dynamical Systems for Data assimilation using Recurrent Neural Networks

no code implementations11 Nov 2021 Sibo Cheng, Mingming Qiu

In this work, we propose a data-driven approach based on long short term memory (LSTM) recurrent neural networks (RNN) to improve both the accuracy and the efficiency of observation covariance specification in data assimilation for dynamical systems.

Computational Efficiency Time Series +1

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