Numerical simulation and experimental investigation of pressure pulsation-induced nonlinear characteristics in marine twin-screw pumps under various clearance between rotor and stator

Author:

Shen Jiantao,Cheng LiORCID,Yang Weixing,Pan Weifeng,Jiao WeixuanORCID,Zhang BowenORCID

Abstract

The twin-screw pump (TSP) is widely used in naval engineering for seawater transportation and treatment. However, the diverse composition of seawater, often containing impurities, poses a risk of screw corrosion and jamming of clearances. Detecting the compact internal structure's clearance between rotor and stator (GAPR) proves challenging. To address these challenges, a novel approach combining chaos theory's reconstructive phase space technique was proposed for processing pressure pulsation signals. The research found that only specific monitoring points displayed chaotic characteristics in pressure pulsation signals. The attractor structure complexity increased with GAPR changes, while the chaotic features decreased. Nonlinear analysis of pulsation signals at different GAPR values allowed determining reasonable ranges. Applying support vector classification algorithm based on chaotic dynamics achieved an impressive 89% accuracy in identifying GAPR values. This study offers practical insight for TSP fault detection and operational optimization, holding significance in both theory and practice.

Funder

the National Natural Science foundation of China

the National Natural Science Foundation of China

Priority Academic Program Development of Jiangsu Higher Education Institutions

Open Project of program of engineering research center of High-efficiency and Energy saving Large Axial Flow Pumping system, Jiangsu Province, Yangzhou University

Natural Science Foundation of the Jiangsu Higher Education Institutions of China

Publisher

AIP Publishing

Reference37 articles.

1. Time series prediction by chaotic modeling of nonlinear dynamical systems,2009

2. Practical method for determining the minimum embedding dimension of a scalar time series;Phys. D,1997

3. Numerical simulation of the effect of intertooth clearance on the leakage of twin-screw turbine;J. Irrig. Drain. Mach. Eng.,2021

4. LIBSVM: A library for support vector machines;ACM Trans. Intell. Syst. Technol.,2011

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