Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling Rate

Important state parameters, such as torque and angle obtained from the servo control and drive system, can reflect the operating condition of the equipment. However, there are two problems with the information obtained through the network from the control and drive system: the low sampling rate, whi...

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Main Authors: Dongxiao Wang, Xiaoqin Liu, Xing Wu, Zhihai Wang
Format: Article
Language:English
Published: MDPI AG 2020-11-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/21/6246
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spelling doaj-4c6669a695ff4c94bd91d4e6e217cb5e2020-11-25T04:06:03ZengMDPI AGSensors1424-82202020-11-01206246624610.3390/s20216246Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling RateDongxiao Wang0Xiaoqin Liu1Xing Wu2Zhihai Wang3School of Key Laboratory of Vibration and Noise under Ministry of Education of Yunnan Province, Kunming University of Science and Technology, Kunming 650500, ChinaSchool of Key Laboratory of Vibration and Noise under Ministry of Education of Yunnan Province, Kunming University of Science and Technology, Kunming 650500, ChinaSchool of Key Laboratory of Vibration and Noise under Ministry of Education of Yunnan Province, Kunming University of Science and Technology, Kunming 650500, ChinaSchool of Key Laboratory of Vibration and Noise under Ministry of Education of Yunnan Province, Kunming University of Science and Technology, Kunming 650500, ChinaImportant state parameters, such as torque and angle obtained from the servo control and drive system, can reflect the operating condition of the equipment. However, there are two problems with the information obtained through the network from the control and drive system: the low sampling rate, which does not meet the sampling theorem and the nonuniformity of the sampling points. By combing equivalent sampling and nonuniform signal reconstruction theory, this paper proposes a reconstruction method for signal obtained from servo system in periodic reciprocating motion. Equivalent sampling combines the low rate and nonuniform samples from multiple periods into one single period, so that the equivalent sampling rate is far increased. Then, the nonuniform samples with high density are further resampled to meet the reconstruction conditions. This step can avoid the amplitude error in the reconstructed signal and increase the possibility of successful reconstruction. Finally, the reconstruction formula derived from basis theory is applied to recover the signal. This method has been successfully verified by the simulation signal of the robot swing process and the actual current signal collected on the robot arm testbed.https://www.mdpi.com/1424-8220/20/21/6246servo datasignal reconstructionnonuniform samplingequivalent sampling
collection DOAJ
language English
format Article
sources DOAJ
author Dongxiao Wang
Xiaoqin Liu
Xing Wu
Zhihai Wang
spellingShingle Dongxiao Wang
Xiaoqin Liu
Xing Wu
Zhihai Wang
Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling Rate
Sensors
servo data
signal reconstruction
nonuniform sampling
equivalent sampling
author_facet Dongxiao Wang
Xiaoqin Liu
Xing Wu
Zhihai Wang
author_sort Dongxiao Wang
title Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling Rate
title_short Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling Rate
title_full Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling Rate
title_fullStr Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling Rate
title_full_unstemmed Reconstruction of Periodic Band Limited Signals from Non-Uniform Samples with Sub-Nyquist Sampling Rate
title_sort reconstruction of periodic band limited signals from non-uniform samples with sub-nyquist sampling rate
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2020-11-01
description Important state parameters, such as torque and angle obtained from the servo control and drive system, can reflect the operating condition of the equipment. However, there are two problems with the information obtained through the network from the control and drive system: the low sampling rate, which does not meet the sampling theorem and the nonuniformity of the sampling points. By combing equivalent sampling and nonuniform signal reconstruction theory, this paper proposes a reconstruction method for signal obtained from servo system in periodic reciprocating motion. Equivalent sampling combines the low rate and nonuniform samples from multiple periods into one single period, so that the equivalent sampling rate is far increased. Then, the nonuniform samples with high density are further resampled to meet the reconstruction conditions. This step can avoid the amplitude error in the reconstructed signal and increase the possibility of successful reconstruction. Finally, the reconstruction formula derived from basis theory is applied to recover the signal. This method has been successfully verified by the simulation signal of the robot swing process and the actual current signal collected on the robot arm testbed.
topic servo data
signal reconstruction
nonuniform sampling
equivalent sampling
url https://www.mdpi.com/1424-8220/20/21/6246
work_keys_str_mv AT dongxiaowang reconstructionofperiodicbandlimitedsignalsfromnonuniformsampleswithsubnyquistsamplingrate
AT xiaoqinliu reconstructionofperiodicbandlimitedsignalsfromnonuniformsampleswithsubnyquistsamplingrate
AT xingwu reconstructionofperiodicbandlimitedsignalsfromnonuniformsampleswithsubnyquistsamplingrate
AT zhihaiwang reconstructionofperiodicbandlimitedsignalsfromnonuniformsampleswithsubnyquistsamplingrate
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