Title:
HIERARCHICAL GROUP CONSTRUCTION-BASED METHOD FOR PREDICTING PURE COMPONENT REFINING PROPERTIES
Document Type and Number:
WIPO Patent Application WO/2023/202345
Kind Code:
A1
Abstract:
Disclosed is a hierarchical group construction-based method for predicting pure component refining properties, the method comprising: predicting an octane number and a cetane number of pure component compounds in a petroleum product, performing hierarchical construction by means of component feature sets, introducing hierarchical group construction to prevent the redundancy of the feature sets, introducing Bayes' rule when a third hierarchical component descriptor is added into the feature sets, so that posterior probability distribution estimation can be performed on the feature sets, and selecting the feature sets which have higher posterior probability rather than solely focusing on prediction precision. On the basis of the foregoing, Bayes' rule is introduced again, so that posterior probability distribution estimation may be performed on the final model, and the risk of the final prediction model overfitting is prevented. The present invention may be applied to crude oil and product blending units in the petrochemical industry, and may effectively improve the petroleum refining precision.
Inventors:
WANG YAOZONG (CN)
CHEN SONGHANG (CN)
CHEN HAO (CN)
WANG SENLIN (CN)
ZHANG JIANMING (CN)
LIAN MINGCHANG (CN)
ZHONG LANG (CN)
LIU ZHEFU (CN)
CHEN SONGHANG (CN)
CHEN HAO (CN)
WANG SENLIN (CN)
ZHANG JIANMING (CN)
LIAN MINGCHANG (CN)
ZHONG LANG (CN)
LIU ZHEFU (CN)
Application Number:
PCT/CN2023/085001
Publication Date:
October 26, 2023
Filing Date:
March 30, 2023
Export Citation:
Assignee:
QUANZHOU EQUIPMENT MANUFACTURING RES INSTITUTE (CN)
International Classes:
G16C20/70; G16C20/30
Domestic Patent References:
| WO2021234065A1 | 2021-11-25 |
Foreign References:
| CN114708930A | 2022-07-05 | |||
| CN111899793A | 2020-11-06 | |||
| CN111899795A | 2020-11-06 | |||
| CN113707240A | 2021-11-26 |
Attorney, Agent or Firm:
QUANZHOU WENHUA PATENT AGENY CO., LTD. (CN)
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