10.13039/501100012166-National Key Research and Development Program of China (Grant Number: 2020YFB1713701)
10.13039/501100001809-Projects of International Cooperation and Exchanges NSFC (Grant Number: 61860206014)
10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 61973321)
Science and Technology Innovation Program of Hunan Province (Grant Number: 2022RC1089 and 2021RC4054)
10.13039/501100004735-Natural Science Foundation of Hunan Province (Grant Number: 2021JJ41087)
机构署名：
本校为其他机构
院系归属：
计算机与信息工程学院
摘要：
In this study, we propose a dynamics-learning multirate estimation approach to perceive the quality-related indices (QRIs) of the feeding solution of a unit process. A quality-related index for estimation is an intermediate technical indicator between a unit process and a proceeding unit process; hence, the estimation problem is formulated as a two-stage estimation problem utilizing the production data of both unit processes. Dynamics-learning bidirectional long short-term memory (BiLSTM) with different inputs for the forward and backward layers is proposed to manage the input data from the di...
