The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Sep. 30, 2025

Filed:

Sep. 01, 2023
Applicant:

Nanjing University, Nanjing, CN;

Inventors:

Jinfeng Wang, Nanjing, CN;

Jin Wang, Nanjing, CN;

Deyuan Dong, Nanjing, CN;

Haidong Hu, Nanjing, CN;

Bing Wu, Nanjing, CN;

Hongqiang Ren, Nanjing, CN;

Assignee:

NANJING UNIVERSITY, Nanjing, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06T 7/62 (2017.01); C02F 3/12 (2023.01);
U.S. Cl.
CPC ...
G06T 7/62 (2017.01); C02F 3/12 (2013.01); G06T 2207/20084 (2013.01);
Abstract

A deep learning-based method for predicting the settleability of activated sludge includes: (1) collecting a plurality of activated sludge samples, acquiring raw data of images of the plurality of activated sludge samples, cleaning the raw data of the images, and standardizing data sizes of the images; (2) calculating a sludge volume index (SVI) for each of the plurality of activated sludge samples; (3) establishing, by using a ResNet50 deep neural network, a model for predicting the settleability of activated sludge; and (4) predicting the settleability of a target activated sludge using the model established in (3).


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