Data integration for multi-path ultrasonic flowmeter based on Levenberg-Marquardt algorithm

被引:13
作者
Tang, Xiaoyu [1 ]
Xie, Xiang [1 ]
Zhang, Hongjian [1 ]
Zhou, Hongliang [1 ]
机构
[1] Zhejiang Univ, Coll Control Sci & Engn, Control Sci & Technol, Hangzhou 310003, Zhejiang, Peoples R China
关键词
flowmeters; flow measurement; ultrasonic measurement; sensor fusion; flow sensors; ultrasonic transducers; data integration; computational fluid dynamics; measurement errors; pipe flow; pipes; flow simulation; Levenberg-Marquardt algorithm; natural gas measurement; hydrogen flow measurement; China; data fusion; data integration method; multipath ultrasonic flowmeter measurement; laboratory scale system; measurement error; long straight pipe; TURBULENT PIPE-FLOW; NUMERICAL-SIMULATION; TRANSDUCERS; PROFILE;
D O I
10.1049/iet-smt.2015.0060
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Ultrasonic flowmeters have potential for wide application in natural gas and hydrogen flow measurements in China. Accurate measurement is essential; thus, data fusion of acoustic paths is of importance. A data integration method for multi-path flowmeter measurement is introduced and investigated in this study. The novel data integration method is based on the Levenberg-Marquardt algorithm. Computational fluid dynamics has been used to simulate the flows, and a laboratory scale system was established to obtain experimental measurements. The results of the simulations and experiments reveal that the method is able to reduce measurement error compared with four traditional integration methods in flow-rate measuring in a long straight pipe. Furthermore, both the simulation and experiment results validate the integration method for non-ideal flow conditions, such as flow downstream a single elbow or a 180 degrees bend. The relative errors are within 1%, instead of more than 2%, which is typical for traditional methods.
引用
收藏
页码:909 / 920
页数:12
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