Search Results(14083)

2024-06-11
PIER Letters
Vol. 120, 65-71
A Compact Wide-Band Circular Slot Quad-Port MIMO Antenna for 5G Wireless Applications
Purushothaman Janaki Ramal , Syed Nawab Syed Althaf , Kannan Vishnulakshmi , Palaniselvan Sundaravadivel and Rajeshkumar Dhandapani
This paper introduces a 4-port antenna tailored for 5G, operating in the 4.4 to 7.25 GHz (Fractional Bandwidth is 48.9%) range with a 10 dB impedance bandwidth. The operating bandwidth includes the n79 band (4.4-5 GHz), 5G WLAN band (5.125-5.825 GHz), and Wi-Fi 6E band (5.925 to 7.125 GHz). Constructed on a compact FR4 substrate (0.057λ × 0.057λ × 0.0018 λ (where λ is the wavelength at 4.4 GHz), it exhibits robust performance in fabrication and measurements. The single antenna covers a total area as small as 20 × 17.6 mm2, which enables the compactness of the MIMO antenna with a gain of up to 6 dBi and 85% radiation efficiency; it supports MIMO with a low correlation coefficient (< 0.02), high diversity gain (up to 9.98 dB), and minimal channel capacity loss (0.25 bps/Hz). The Total Active Reflective Coefficient (TARC) is computed to validate MIMO performance over the operating bandwidth. Featuring bidirectional radiation patterns in both E-plane and H-plane, the antenna is well suited for 5G applications, demonstrating potential for future wireless systems.
A Compact Wide-band Circular Slot Quad-port MIMO Antenna for 5G Wireless Applications
2024-06-10
PIER C
Vol. 144, 33-41
Design of Wider Impedance Bandwidth with Dual-Port CPW-Fed Slotted Patch Antenna for Wireless Communications
Prudhvi Raj Govathoti , Chirukuri Naga Phaneendra and Ketavath Kumar Naik
A Novel dual-port co-planar wave-guide (CPW)-fed rectangular patch antenna with L-shape and rectangular-shaped slots is proposed for wider impedance bandwidth for wireless communications applications. The dimensions of the overall proposed patch antenna are compact, with a size of 20 × 40 × 0.07 mm3. It operates from 14.6 GHz to 17.4 GHz with an impedance bandwidth of 2.8 GHz. The isolation between elements is greater than 15 dB within the band. A peak gain of 6.75 dBi and a reflection coefficient of -30 dB at operating frequency have been observed. The two-port (multiple-input and multiple-output) CPW-fed antenna parameters like envelope correlation coefficient (ECC), diversity gain (DG), total active reflection coefficient (TARC), channel capacity loss (CCL), and mean effective gain (MEG) are investigated. Simulated and measured characteristics are found to be satisfactory of proposed antenna model. The proposed antenna has utilized for wireless communication applications.
Design of Wider Impedance Bandwidth with Dual-port CPW-fed Slotted Patch Antenna for Wireless Communications
2024-06-09
PIER C
Vol. 144, 23-31
Design of Ultra-Wideband Antenna with Quadruple Band Notch Reconfigurability
Ramesh Babu Sadineni , Kosuri Srinivasa Rao , Thotakura Sushma , Paruchuri Venkata Krishna Kanth , Veeravalli Ramakoteswara Rao and Puttaraje Dinesha
A miniaturized ultra-wideband (UWB) antenna with quadruple reconfigurable characteristics is proposed in this paper. The first step involves the development of an elementary rectangular patch antenna of size 40 × 40 mm2, which is subsequently modified to demonstrate UWB properties. To incorporate quad-band notch features, the radiating surface of the patch antenna is etched with four U-shaped slots. The antenna has an impedance bandwidth ranging from 2.2 GHz to 12 GHz, with four specific notches located at 3.3 GHz (3.1-3.5 GHz), 3.8 GHz (3.6 GHz-4 GHz), 4.6 GHz (4.5 GHz-4.7 GHz), and 5.2 GHz (5.1 GHz-5.3 GHz). By incorporating four PIN diodes, the antenna is capable of attaining a range of sixteen reconfigurable states across the UWB spectrum. The design of this system successfully addresses the issue of interference caused by WiMAX, downlink C-band, Indian national satellite system, and Wireless LAN. A prototype is fabricated and tested. The simulated and experimental results are in good agreement.
Design of Ultra-Wideband Antenna with Quadruple Band Notch Reconfigurability
2024-06-09
PIER M
Vol. 127, 85-92
A Metamaterial Based Dual-Band UWB Antenna Design for 5G Applications
Jincheng Xue , Guolong Wang , Shuman Li , Zhuopeng Wang and Quanquan Liang
This paper presents the design of a novel ultra-wideband antenna for Internet of Things applications utilizing metamaterials. The antenna is fed by a coplanar waveguide and comprises several key components: two relatively connected co-directional split-ring resonators with an upper feeder, a ground plane featuring a complementary circular resonant slit, and a double C-shaped nested ring situated on the lower surface of the substrate constitutes the electric inductive capacitive (ELC) element. The antenna's overall dimensions are 0.408 × 0.35 × 0.018λ03, enabling it to operate within the dual-band frequencies of 2.79-4.22 GHz (40.8%) and 4.70-5.88 GHz (22.3%). The antenna exhibits a favorable directional pattern across its operating frequency range, with a measured peak gain of approximately 3.93 dBi. This performance makes it suitable for applications in Wi-Fi, 5G communication, IoT, and various other fields requiring reliable wireless connectivity.
A Metamaterial Based Dual-band UWB Antenna Design for 5G Applications
2024-06-08
PIER C
Vol. 144, 9-21
Design and Optimization of Reverse Series Triple Coil Structure with Simultaneous Offset and Load Fluctuation Resistance
Xiaohua Shu , Jianbin Wang , Chenxi Zhang and Zhongqi Li
In wireless power transfer (WPT) systems, the horizontal misalignment between coils and variations in the load result in significant fluctuations in the transmission efficiency of the system. In this paper, a reverse series triple coil (RTC) structure is proposed. The RTC structure offers improved resistance to deflection in the direction of vehicle motion because of the magnetic field interaction of the reverse series coils. This adjustment helps maintain a more stable system transmission efficiency when the coils are deflected. At the same time, when the load resistance varies within a certain range, the system's transmission efficiency remains almost unchanged. This is because the addition of relay coils makes the system more adaptable to load changes and improves the system's load compatibility. The experimental results indicate that the RTC structure corresponds to 300% of the load variation range of the conventional reverse series dual-coil structure, within the range where the system transmission efficiency is not less than 95%, in the load variation range that satisfies the load equivalent resistance from 15 Ω to 68 Ω. During the offset process, the maximum system transmission efficiency fluctuation rate is 1.19% for a distance of 55% of the core width of the offset transmitting coil on the horizontal Y-axis, and the maximum efficiency reaches as high as 97.26%.
Design and Optimization of Reverse Series Triple Coil Structure with Simultaneous Offset and Load Fluctuation Resistance
2024-06-08
PIER Letters
Vol. 120, 23-29
Design of Superconducting h -Shaped Microstrip Antennas on Anisotropic Substances Using Hybrid Cavity Model
Mohamed Bedra , Djemai Arar , Djamel Benatia , Sami Bedra and Akram Bediaf
This study investigates the effects of various antenna parameters, such as the substrate material, thickness of the superconducting patch, and operating temperature, on the resonance frequency and surface resistance/reactance of an H-shaped patch antenna printed on a uniaxial anisotropic substrate using a hybrid cavity model and fabricated with superconductor material. This model stands out for its simplified mathematical approach and cost effectiveness. Importantly, the numerical results demonstrate a high level of agreement with the experimental findings reported in the literature, reinforcing the reliability of our study. Additionally, other numerical results demonstrate the impact of the superconductivity materials on the resonant characteristics of the H-shaped compact microstrip antenna.
Design of Superconducting H-shaped Microstrip Antennas on Anisotropic Substances Using Hybrid Cavity Model
2024-06-07
PIER Letters
Vol. 120, 59-64
Broadband Cross-Coupled Filter Based on CPW Structure and Triangular SIW Resonant Cavity
Xiaohei Yan and Minjie Guo
This paper proposes a cross-coupled filter that utilizes a coplanar waveguide (CPW) resonator and triangular substrate-integrated waveguide (TSIW) resonant cavities. The filter consists of a CPW resonator etched on the upper metal surface of a second-order triangular SIW resonant cavity. By adjusting the dimensions of the CPW resonator and optimizing the width of the inductive coupling window, precise control can be achieved over cross-coupling between resonators, enabling fine-tuning of both filter bandwidth and transmission zero placement. Simulation and test results indicate that the filter has a center frequency of 11.85 GHz, a -3 dB bandwidth of 1.82 GHz, a relative bandwidth of 15.4%, an insertion loss of -0.9 dB in the passband, a return loss of over 15 dB, and a transmission zero point located at 15 GHz. The filter has a simple structure, wide bandwidth, low insertion loss, small circuit size, and a flexible and controllable transmission zero point, making it potentially valuable for various applications.
Broadband Cross-coupled Filter Based on CPW Structure and Triangular SIW Resonant Cavity
2024-06-07
PIER B
Vol. 106, 113-129
FFT-Acceleration and Stabilization of the 3D Marching-on-in-Time Contrast Current Density Volume Integral Equation for Scattering from High Contrast Dielectrics
Petrus Wilhelmus Nicolaas (Pieter) Van Diepen , Martijn Constant van Beurden and Roeland Johannes Dilz
An implicit causal space-time Galerkin scheme applied to the contrast current density volume integral equation gives rise to a marching-on-in-time scheme known as MOT-JVIE, which is accelerated and stabilized via a fully embedded FIR filter to compute the electromagnetic scattering from high permittivity dielectric objects discretized with over a million voxels. A review of two different acceleration approaches, previously developed for two-dimensional time-domain surface integral equations based on fast Fourier transforms (FFTs), leads to an understanding why these schemes obtain the same order of acceleration and the extension of this FFT-acceleration to a three-dimensional MOT-JVIE. The positive definite stability analysis (PDSA) for the MOT-JVIE shows that the number of voxels for a stable MOT-JVIE discretization is restricted by the finite precision of the matrix elements. The application of the PDSA provides the insight that stability can be enforced through regularization, at the cost of accuracy. To minimize the impact in accuracy, FIR-regularization is introduced, which is based on low group-delay linear-phase high-pass FIR-filters. We demonstrate the capabilities of the FFT-accelerated FIR-regularized MOT-JVIE for a number of numerical experiments with high permittivity dielectric scatterers.
FFT-acceleration and Stabilization of the 3D Marching-on-in-time Contrast Current Density Volume Integral Equation for Scattering from High Contrast Dielectrics
2024-06-06
PIER C
Vol. 144, 1-8
Triple Band Compact Textile Antenna Structure for Wearable Applications
Shankar Bhattacharjee and Monojit Mitra
A compact triple band antenna for wearable applications is presented in this paper. The antenna exhibits dual mode operation for ON/OFF body communication. The antenna has a patch like radiation pattern for OFF body communication and monopole like radiation pattern for ON body communication. Triple bands are achieved by incorporating an annular ring patch with the triangular patch. Tuning of the antenna and impedance matching has been done using two open ended rectangular slots and two shorting pins. As a result, the antenna has patch like radiation pattern at 2.5 GHz (ISM band), 3.5 GHz (Wi Max band) bands and monopole like radiation pattern at 5.5 GHz (WLAN band) band. The proposed antenna is compact in nature with a size of 70 × 70 × 2.1 mm3. User comfort has been taken into care with the use of all textile materials to fabricate the antenna except the SMA connector. A full ground plane in the proposed antenna ensures minimum coupling with human body and thereby a low SAR (specific absorption rate) value. Investigation of the antenna has been performed in both free space and on body scenarios.
Triple Band Compact Textile Antenna Structure for Wearable Applications
2024-06-06
PIER Letters
Vol. 120, 53-58
Broadband Generation Orbital Angular Momentum Beams Based on Uniform Phase Error Analysis of Uniform Circular Array
Na Li , Lingling Jiao , Guirong Feng , Ping Li and Xiao-Wei Shi
In this paper, we propose a method for generating broadband orbital angular momentum (OAM) beams, utilizing the two neighboring ports of the uniform circular array (UCA) excited with a phase difference of (2(π+δ)l)/N. This approach differs from current arrays used to generate an OAM beam with a phase difference of 2πl/N. We establish that the UCA can produce OAM beams covering 83% (7-17 GHz) of the bandwidth. The array antenna consists of three Vivaldi elements with a phase difference between adjacent ports, capable of generating OAM beams of mode 2 when being fed with equal amplitude and phase. In contrast to current OAM antenna arrays that require complex phase-shifting networks for feeding, our proposed antenna array offers simplicity in its feeding mechanism. Furthermore, the UCA-based Vivaldi antenna presents a novel approach for generating wideband OAM beams and holds significant potential for applications in broadband communication.
Broadband Generation Orbital Angular Momentum Beams Based on Uniform Phase Error Analysis of Uniform Circular Array
2024-06-05
PIER
Vol. 179, 61-69
Fabricated Magnetic-Dielectric Synergy FE@Carbon Microspheres by Spray-Pyrolysis with Excellent Microwave Absorption in C-Band
Hao Zhu , Zhuolin Li , Mengqiu Huang , Lei Wang , Yongsheng Liu , Yuxiang Lai and Renchao Che
The development of materials with excellent absorption properties in the C-band through the utilization of the magnetoelectric coupling effect holds great potential within the field of absorption research. However, there are still several challenges. To address these challenges, Fe@Carbon (Fe@C) microspheres were successfully fabricated using spray-drying followed by pyrolysis. The average size of the Fe@C microspheres is 3.6 µm with uniform dispersion, where iron nanoparticles (NPs) are tightly anchored with the carbon matrix to tune the microwave absorption properties. Synthesized Fe@C microspheres exhibit remarkable electromagnetic wave absorption capability within the C-band (4-8 GHz), covering a bandwidth of 2.8 GHz. Also, the Fe@C microsphere exhibits a minimum reflection loss of -48.11 dB at 4.5 mm thickness and 6.88 GHz. Systematic analysis has uncovered that the integration of large-sized magnetic carbon structures, high-density confinement of magnetic units, and robust magnetic coupling are crucial for enhancing the magnetic loss dissipation. This study introduces a novel approach for the preparation of electromagnetic absorbing materials, providing inspiration for further exploration of the mechanism behind low-frequency magnetic loss.
Fabricated Magnetic-dielectric Synergy Fe@Carbon Microspheres by Spray-Pyrolysis with Excellent Microwave Absorption in C-band
2024-06-05
PIER M
Vol. 127, 75-83
Exploitation of the Spectral Stochastic Finite Element Model for the Evaluation of Surface Defects of the CFRP Composite
Zehor Oudni and Thinhinane Mahmoudi
This article deals with the detection of defects of rectangular geometric shape, in a carbon fiber reinforced polymer (CFRP) composite material based on non-destructive testing by eddy current (ECT). For this, a stochastic finite element calculation code is developed in a Matlab environment. The main objective is to evaluate the ECT signal of a fault by determining the impedance variation for the two configurations, in the absence and presence of a fault. Additionally, the impact of the direction of the carbon fibers is exploited to evaluate the reliability of the material. The validation of our work is carried out using experimental data from the work of Takagi et al., provided for reference.
Exploitation of the Spectral Stochastic Finite Element Model for the Evaluation of Surface Defects of the CFRP Composite
2024-06-04
PIER C
Vol. 143, 199-207
Simplified Three-Vector Selection Model Predictive Current Control for PMSM Considering Fixed Switching Frequency
Dingdou Wen , Zhuoheng Li , Xiaorui Wei and Zhun Cheng
To address the insufficiency of large computation and unfixed switching frequency in permanent magnet synchronous motor (PMSM) of three-vector model predictive current control (TV-MPCC), simplified three-vector selection model predictive current control (STV-MPCC) for PMSM considering fixed switching frequency is proposed. Firstly, a novel voltage vector selection strategy is constructed by calculating the reference voltage in combination with the deadbeat control and re-dividing the sectors, reducing the number of optimizations from 11 to 5. Then, the current error is introduced in the calculation of the duty cycle to simplify the conventional control algorithm, The current ripple is reduced, and the system switching frequency is fixed. Finally, the experimental results indicate that compared with the conventional TV-MPCC, the d-q axis current ripple has been reduced by 13% and 18% respectively, and the torque ripple has been reduced by 6%, THD decreased from 4.70% to 4.25% and the steady-state performance of the motor is improved.
Simplified Three-vector Selection Model Predictive Current Control for PMSM Considering Fixed Switching Frequency
2024-06-04
PIER Letters
Vol. 120, 47-52
Interdigital Coupled Compact FSS Reflector for UWB Antenna Gain Enhancement
Gobinda Sen and Santanu Das
A compact UWB FSS reflector is presented based on an interdigital structure for gain enhancement of a UWB antenna. An equivalent circuit approach is proposed for the analysis of the FSS reflector. The reflector comprises a 6 × 6 array of unit cell dimension 6 mm × 6 mm and is very compact. The reflector gives a linear phase response over UWB. A UWB monopole antenna is designed with a half circular disc structure based on microstrip technology. A maximum of 5 dBi gain enhancement is achieved with this compact FSS reflector when it is placed at a distance below the antenna. The measured results closely follow the simulated ones which proves feasibility of this design.
Interdigital Coupled Compact FSS Reflector for UWB Antenna Gain Enhancement
2024-06-04
PIER B
Vol. 106, 101-112
Design and Optimization of a Circular Ring-Shaped UWB Fractal Antenna for Wireless Multi-Band Applications Using Particle Swarm Optimization
Rania Hamdy Elabd and Ahmed Jamal Abdullah Al-Gburi
This study introduces a groundbreaking circular ring-shaped fractal antenna optimized using particle swarm optimization (PSO) for wireless ultra-wideband (UWB) applications. The proposed fractal antenna design, featuring a central plus sign and an outer circular ring with eight smaller rings, enhances bandwidth for UWB response. The ground plane is modified with an etched curved slit to optimize antenna impedance. Utilizing PSO, we determine the fractal antenna's dimensions with optimization goals of minimizing size while ensuring |S11| < -10 dB. Experimental data demonstrates strong performance across the 2.05 GHz-14.5 GHz frequency range, covering diverse wireless standards like UWB from 3.1 up to 10.6 GHz, X-band from 8 up to 12.5 GHz, and lower band of Ku from 12.5 to 14.5 GHz. Consistent measured and simulated results validate our contribution's applicability. Additionally, a time-domain analysis underscores the antenna's adaptability to UWB applications, offering insights into its response to transient signals.
Design and Optimization of a Circular Ring-shaped UWB Fractal Antenna for Wireless Multi-band Applications Using Particle Swarm Optimization
2024-06-04
PIER B
Vol. 106, 85-99
Biomedical Telemetry Antenna Innovations: Progress, Uses, and Prospects for the Future
Vivek Gupta and Rajeev Kumar
Biomedical telemetry is, therefore, significant considering it facilitates prompt telecommunication as well as tracking of medical devices between centralized systems and patients. The availability and quality of communication of information are determined by the performance and selection of the telemetry antenna. This article analyzes the current state of BMA technology, aiming to extend the communication range and transmission speed of the data. The research article intends to contribute to the development of wireless technology. A plethora of antenna sizes are tackled from wearable to insertable antennas in addition to the improvements in materials and fabrication methods. The present review paper puts the thesis on only a few of the numerous biomedical telemetry antenna applications in healthcare, and these are the Internet of Medical Things (IoMT) and remote patient monitoring applications. it discusses case studies where better antennas had led to the creation of new therapeutic strategies, and diagnostic capacities, and had overall improved the quality of services. Therefore, the architectural problems of the existing designs are scrutinized, and this gives the other research areas the chance to be explored. A biological telemetry antenna is set to be the mobile edge computing solution that combines artificial intelligence, a 5G network, and edge computing. It also improves capital effectiveness over the transition period. Presentation makes it evident, why antennas are the essential component of the connected healthcare system and how antennas might redefine individualized care and the healthcare ecosystem. In conclusion, this research provides an extensive overview of the developments, uses, and future directions of biomedical telemetry antenna technology. It is an invaluable resource for academics, engineers, and medical professionals who seek to understand more about the evolving nature of this crucial component of modern healthcare systems.
Biomedical Telemetry Antenna Innovations: Progress, Uses, and Prospects for the Future
2024-06-03
PIER C
Vol. 143, 189-198
Displacement Self-Sensing Control of Permanent Magnet Assisted Bearingless Synchronous Reluctance Motor Based on BP Neural Network Optimized by Improved PSO
Jing Wang , Gai Liu and Huangqiu Zhu
In order to solve the problems of low reliability, low integration, and high cost brought by mechanical sensors in the control system of permanent magnet-assisted bearingless synchronous reluctance motor (PMa-BSynRM), a displacement self-sensing method of the Bback propagation (BP) neural network left-inverse system under the optimization of an improved particle swarm algorithm is proposed. Firstly, the working principle of PMa-BSynRM is introduced, and the mathematical model of PMa-BSynRM is derived. Secondly, the suspension force model is established to prove the left reversibility of the PMa-BSynRM displacement subsystem on the basis of the observation principle of the left reversible system. Thirdly, the weights of BP neural network are optimized by using the improved particle swarm algorithm to avoid local optimum, and the final weights are obtained to complete the construction of the displacement self-detection control system. On this basis, velocity change and anti-interference simulations are conducted to prove the tracking performance of the displacement system. Finally, static suspension, velocity change, and anti-interference experiments are executed which verify the accuracy and feasibility of the proposed displacement self-detection system.
Displacement Self-sensing Control of Permanent Magnet Assisted Bearingless Synchronous Reluctance Motor Based on BP Neural Network Optimized by Improved PSO
2024-06-03
PIER C
Vol. 143, 181-187
Control Signals for NOMA-VLC Systems
Safwan Hafeedh Younus and Mohamad A. Ahmed
In wireless communication systems, a control signal (CS) plays a vital role in managing the connection between transmitters (Txs) and the user equipment (UEs). This work presents CSs for non-orthogonal multiple access (NOMA)-based on visible light communication (VLC) systems. Moreover, pairing schemes, successive interference cancellation (SIC), and load balancing are considered with the NOMA-VLC technique for enhancing the entire performance. The CSs, which are single tones or can be described as unmodulated signals, are exploited to estimate the channel between Txs and UEs, and to evaluate the amount of interference at each UE. Thus, a controller, which is employed to manage the connections between Txs and UEs, can balance the load between Txs based on the level of interference at each UE. Each Tx is allocated a unique CS, i.e. a single-tone frequency. A power measurement unit (PMU) is utilized at each UE for measuring the power of each CS. Therefore, the controller divides the UEs into small groups based on the feedback signals from the PMU, then each group is connected to one Tx. Besides, CSs are used to find the optimum number of UEs that can be served by each Tx with a particular data rate of 50 Mbps and with an acceptable error probability of 10-6, by utilizing on-off keying (OOK) modulation scheme.
Control Signals for NOMA-VLC Systems
2024-06-01
PIER C
Vol. 143, 169-180
Recent Trends in Compact Planar Antennas at 5G Sub-6 GHz and mmWave Frequency Bands for Automotive Wireless Applications: A Review
Ashish Kumar , Mohammad Aljaidi , Manpreet Singh , Mohammed Sanad Alshammari , Amjad A. Alsuwaylimi and Sami M. Alenezi
5G wireless communication offers higher channel capacity, high data rate, sufficient bandwidth, enhanced coverage, and reliable link as compared to the previous generation mobile networks. Also, 5G becomes more relevant with the recent launches of low earth orbit satellites by various ventures like starlink, amazon, one web, etc. As these satellites have heights up to the range from 300 km to 1000 km, the free space path loss decreases drastically which in turn improves the signal reliability and efficient communication at dead spots. With these advancements, antenna researchers have the freedom to design compact, easy to manufacture, with adequate gain user equipment terminal antennas which can be easily integrated in the modern passenger car body. This paper will focus on the recent development in the design considerations of the compact antenna design at sub-6 GHz (n78 frequency band) and mm wave (n278 frequency band) according to 3gpp standards. This manuscript also discusses the various design specifications like selection of material for antennas, design complexity, feeding methods, fabrication and measurement challenges and performance parameters which include reflection coefficient, gain, polarization, axial ratio, cross polarization discrimination, radiation efficiency, radiation pattern shape, etc. The proposed antenna design considerations will facilitate the possible integration into the various parts of the car body according to the recent vehicular applications to uninterrupted communication.
Recent Trends in Compact Planar Antennas at 5G Sub-6 GHz and mmWave Frequency Bands for Automotive Wireless Applications: A Review
2024-06-01
PIER C
Vol. 143, 161-168
Fault Diagnosis Output of Motor Bearings Based on Relieff Feature Selection
Ming Tang , Aiyuan Wang and Zhentian Zhu
The problem of unstable vibration signal and accurate fault feature extraction of motor bearing fault causes the low accuracy of motor bearing fault diagnosis. In order to improve the accuracy of motor bearing fault diagnosis, the variational mode decomposition (VMD) is used to decompose the vibration signal and combine with the convolutional neural network (CNN).The bearing faults are categorized into inner ring wear, outer ring wear and cage fracture; then each category of faults is further subdivided into the degree of loading, which is categorized into 0, 25% and 50%, with a total of 9 cases. In order to select sensitive fault features, the vibration signals of motor bearings in three dimensions are collected, decomposed into multiple endowment modal function (IMF) components by VMD. The energy entropy of each IMF in each dimension is extracted, and the sensitive fault features are selected by feature selection (ReliefF), and then input into CNN for fault diagnosis. At the same time, the fault diagnosis of transverse vibration signal and three-dimensional vibration signal is also carried out respectively. The experimental results show that the accuracy of the method is greatly improved, and the fault diagnosis can be realized.
Fault Diagnosis Output of Motor Bearings Based on ReliefF Feature Selection