Mathematical Model Based on BP Neural Network Algorithm for the Deflection Identification of Storage Tank and Calibration of Tank Capacity Chart

Author:

Li Caihong1,Yuan Yali1ORCID,Song Lulu2,Tan Yunjian1,Wang Guochen3

Affiliation:

1. School of Information Science and Engineering, Lanzhou University, Lanzhou, Gansu 730000, China

2. College of Tourism, Hainan University, Haikou, Hainan 570228, China

3. Hefei Rongshida Sanyo Electric Co. Ltd., Hefei, Anhui 230061, China

Abstract

The tank capacity chart calibration problem of two oil tanks with deflection was studied, one of which is an elliptical cylinder storage tank with two truncated ends and another is a cylinder storage tank with two spherical crowns. Firstly, the function relation between oil reserve and oil height based on the integral method was precisely deduced, when the storage tank has longitudinal inclination but has no deflection. Secondly, the nonlinear optimization model which has both longitudinal inclination parameterαand lateral deflection parameterβwas constructed, using cut-complement method and approximate treatment method. Then the deflection tank capacity chart calibration with a 10 cm oil level height interval was worked out. Lastly, the tank capacity chart was corrected by BP neural network algorithm and got proportional error of theoretical and experimental measurements ranges from 0% to 0.00015%. Experimental results demonstrated that the proposed method has better performance in terms of tank capacity chart calibration accuracy compared with other existing approaches and has a strongly practical significance.

Funder

National Natural Science Foundation of China

Publisher

Hindawi Limited

Subject

Applied Mathematics,Analysis

Reference35 articles.

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