Invention Grant
- Patent Title: Soft measurement method for dioxin emission concentration in municipal solid waste incineration process
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Application No.: US16967408Application Date: 2019-12-02
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Publication No.: US12002014B2Publication Date: 2024-06-04
- Inventor: Jian Tang , Junfei Qiao , Zihao Guo , Haijun He
- Applicant: BEIJING UNIVERSITY OF TECHNOLOGY
- Applicant Address: CN Beijing
- Assignee: BEIJING UNIVERSITY OF TECHNOLOGY
- Current Assignee: BEIJING UNIVERSITY OF TECHNOLOGY
- Current Assignee Address: CN Beijing
- Agent Leonid Kisselev
- Priority: CN 1910224790.4 2019.03.24
- International Application: PCT/CN2019/122326 2019.12.02
- International Announcement: WO2020/192166A 2020.10.01
- Date entered country: 2020-08-04
- Main IPC: G06Q10/30
- IPC: G06Q10/30 ; G05B13/02 ; G05B13/04 ; G06N20/10

Abstract:
Disclosed is a soft measurement method of DXN emission concentration based on multi-source latent feature selective ensemble (SEN) modeling. First, MSWI process data is divided into subsystems of different sources according to industrial processes, and principal component analysis (PCA) is used to separately extract the subsystems' latent features and conduct multi-source latent feature primary selection according to the threshold value of the principal component contribution rate preset by experience. Using mutual information (MI) to evaluate the correlation between the latent features of the primary selection and DXN, and adaptively determine the upper and lower limits and thresholds of the latent feature reselection; finally, based on the reselected latent features, a least squares-support vector machine (LS-SVM) algorithm with a hyperparameter adaptive selection mechanism is used to establish DXN emission concentration sub-models for different subsystems, and based on branch and bound (BB) and prediction error information entropy weighting algorithm to optimize the selection of sub-models and calculation weights coefficient, a SEN soft measurement model of DXN emission concentration is constructed.
Public/Granted literature
- US20210233039A1 Soft Measurement Method for Dioxin Emission Concentration In Municipal Solid Waste Incineration Process Public/Granted day:2021-07-29
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