Rotation speed extraction from vibration signals in the dehydration stage of a washing machine based on AMDF and DTS
CHANG Yu1 ,GAO Cuiyun1,TONG Huaijun2
1.Power Analysis and Load Detection Technology Laboratory, Anhui Jianzhu University, Hefei 230601, China;
2.Whirlpool (China) Corporation Research and Development Center, Hefei 230088, China
Abstract:To meet the national standard GB/T4288—2018, the sensors are required to be installed on the shell of washing machines for vibration parameters detection, and the measurement for rotation speed requires the sensor to be installed outside the wash basket, which is less efficient.Therefore, it was proposed to use an acceleration sensor on the shell of a washing machine to extract the dehydration rotation speed, and it is supposed to detect the rotation speed and the vibration parameters simultaneously without disassembling the machine.The difference between the rising control curve and the free descending section of the washing machine dehydration stage were analyzed, a novel method combining average amplitude difference function (AMDF) and differential threshold segmentation (DTS) was proposed to extract the rotation speed from the vibration signal in the dehydration stage of the washing machine.The relevant rotation speed curve of the vibration signal part with too low SNR and energy at the descending section was found and cut, and a few outliers in the whole speed curve were corrected.The method was tested by using a certain type of a pulsator washing machine under three kinds of modes with different dehydration time.The experiment results show that the errors between tested rotation speed curve and theoretical rotation speed curve of steady stages and setting goal stages meet the error requirements of the national standard.
常玉1,高翠云1,童怀俊2. 基于AMDF和DTS的洗衣机脱水阶段振动信号转速提取[J]. 振动与冲击, 2019, 38(12): 90-97.
CHANG Yu1,GAO Cuiyun1,TONG Huaijun2. Rotation speed extraction from vibration signals in the dehydration stage of a washing machine based on AMDF and DTS. JOURNAL OF VIBRATION AND SHOCK, 2019, 38(12): 90-97.
[1]Lin H, Ding K.A new method for measuring engine rotational speed based on the vibration and discrete spectrum correction technique[J]. Measurement, 2013, 46(7):2056-2064.
[2]Gryllias K C, Antoniadis I A. Estimation of the instantaneous rotation speed using complex shifted Monet wavelets[J]. Mechanical Systems & Signal Processing, 2013, 38(1):78-95.
[3]Urbanek J, Barszcz T, Antoni J. A two-step procedure for estimation of instantaneous rotational speed with large fluctuations[J]. Mechanical Systems & Signal Processing, 2013, 38(1):96-102.
[4] Zhong J, Zhong S, Zhang Q, et al. Measurement of Instantaneous Rotational Speed Using Double-sine-varying-density Fringe Pattern[J]. Mechanical Systems & Signal Processing, 2018, 103:117-130.
[5] 毕飞龙,廖礼军,丁毅,等.一种洗衣机内筒脱水转速的检测装置:CN, CN 203101418 U[P]. 2013.
Bi F L, Liao L J, D Y, et al. Washing machine spin-drying speed detection device: CN, CN 203101418 U[P]. 2013.
[6] Boyraz P, Gündüz M. Dynamic modeling of a horizontal washing machine and optimization of vibration characteristics using Genetic Algorithms[J]. Mechatronics, 2013, 23(6):581-593.
[7] GB/T 4288-2018 《家用和类似用途洗衣机》
GB/T 4288-2018 Household and similar electrical washing machine.
[8]Jung B K, Jeong W B. Mode selection of modal expansion method estimating vibration field of washing machine[J]. Journal of Sound & Vibration, 2015, 340:343-353.
[9]蔡萍.基于短时平均幅度差函数的带噪语音端点检测算法[J].河南工程学院学报(自然科学版), 2014, 26(3):26-29.
CAI P. An algorithm of end-point detection of speech with noise based on short-time average magnitude difference function[J]. Journal of Henan Institute of Engineering (Natural Science Edition), 2014, 26(3):26-29.
[10]成新民,曾毓敏,赵力.一种改进的AMDF求取语音基音的方法[J].微电子学与计算机, 2005, 22(11):162-164.
Cheng X M, Zheng Y M, Zhao L. Speech Pitch Determination Using a Improved Method Based on AMDF[J]. Microelectronics & Computer, 2005, 22(11):162-164.
[11]陈海卫,张秋菊.滚筒洗衣机瞬态脱水振动的分析与控制[J].振动与冲击, 2013, 32(15):47-53.
Chen H W, Zhang Q J. Transient vibration analysis and control on a horizontal axis washing machine during spin-drying process[J]. Journal of Vibration & Shock, 2013, 32(15):47-53.
[12]胡效东,闵迎亚,刘学亮,等. 滚筒洗衣机箱体振动特性及模态分析[J].制造业自动化, 2014(14):101-104.
HU X D , MIN Y Y , LIU X L, et al. Vibration characteristic and modal analysis of the cabinet of drum washing machine[J]. Manufacturing Automation, 2014(14):101-104.
[13]Lim H T, Jeong W B, Kim K J. Dynamic modeling and analysis of drum-type washing machine[J]. International Journal of Precision Engineering &Manufacturing, 2010, 11(3):407-417.
[14]Kalkat M. Experimentally vibration and noise analysis of two types of washing machines with a proposed neural network predictor[J]. Measurement, 2014, 47(1):184-192.
[15]钱静,王志伟.顶装式波轮洗衣机振动模型及其动态性能的分析[J].振动与冲击,2001,20(4):77—80.
QIAN J,WANG Z W.Modeling and dynamic analysis of washing machine[J].Journal of Vibration & Shock,2001,20(4):77-80.