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Energy Optimization for Milling 304L Steel using Artificial Intelligence Methods 基于人工智能方法的304L钢铣削能耗优化
IF 1 Q2 Engineering Pub Date : 2022-09-30 DOI: 10.15282/ijame.19.3.2022.05.0765
Kamel Bousnina, Anis Hamza, N. Ben yahia
With increased production and productivity in modern industry, particularly in the automotive, aeronautical, agro-food, and other sectors, the consumption of manufacturing energy is rapidly increasing, posing additional precautions and large investments to industries to reduce energy consumption at the manufacturing system level. This research proposes a novel energy optimisation using a response surface methodology (RSM) with artificial neural network (ANN) for machining processes that saves energy while improving productivity.The feed rate was discovered to be the most influential factor in this study, accounting for 84.13 percent of total energy consumed. Furthermore, it has been established that as the material removal rate (MRR) increases, energy efficiency (EE) declines. This optimization of cutting conditions gives us the optimal values of cutting speed Vc = 129.37 m/min, feed rate f = 0.098 mm/rev and depth of cut ap = 0.5 mm. This approach will allow us to decrease the total energy consumed (Etc) by 49.74 % and increase the energy efficiency (EE) by 13.63 %.
随着现代工业,特别是汽车、航空、农业食品和其他部门的产量和生产率的提高,制造能源的消耗正在迅速增加,为减少制造系统一级的能源消耗,对工业提出了额外的预防措施和大量投资。本研究提出了一种新的能量优化方法,利用响应面方法(RSM)和人工神经网络(ANN)在加工过程中节省能源,同时提高生产率。在本研究中,进料速率是影响最大的因素,占总能量消耗的84.13%。此外,它已被证实为材料去除率(MRR)增加,能源效率(EE)下降。通过对切削条件的优化,得到切削速度Vc = 129.37 m/min,进给速度f = 0.098 mm/rev,切削深度ap = 0.5 mm的最优值。这种方法将使我们能够减少总能量消耗(等)49.74%,增加能源效率(EE) 13.63%。
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引用次数: 7
Passive Drag Reduction of the Square Back Truck Body 方形后车体的被动减阻
IF 1 Q2 Engineering Pub Date : 2022-09-30 DOI: 10.15282/ijame.19.3.2022.02.0762
A. Omar, Alaman Altaf, Waqar Asar
Drag is one of the most significant factors that increase fuel consumption, followed by operating cost of the vehicle. Square-back road vehicles like trucks and buses are common and popular means of transport across the globe. In this background, it is of great research value to reduce the drag on vehicles, improve their fuel efficiency and reduce their operational cost. In this work, a simplified model of a truck was considered, and its drag was reduced by modifying its geometry using passive drag reduction devices. The passive devices used in this study were backward-facing step, fins, splitter plates/tabs, dimple, vents, and channels. These devices, of different sizes and configurations, were numerically studied using CFD software Star CCM+ at a Reynolds number of 2.4127×10^6. Drag reduction up to 9.9% was achieved, when backward-facing step was placed at the bottom rear edge of the truck. Further, multiple circular channels used on the truck’s sides reduced the drag up to 6.5%, while multiple rectangular channels on the sides of the truck achieved 5.1% drag reduction. The maximum drag reduction of the fins was found to be 4.6%. In spite of these, no significant drag reduction was observed when using splitter plates/tabs, dimple and vents.
阻力是增加燃油消耗的最重要因素之一,其次是车辆的运行成本。像卡车和公共汽车这样的方形道路车辆在全球范围内是常见和流行的交通工具。在此背景下,如何减小汽车的阻力,提高汽车的燃油效率,降低汽车的运行成本具有重要的研究价值。本文考虑了一种简化的卡车模型,并通过使用被动减阻装置修改其几何形状来减小其阻力。本研究中使用的无源装置有后向台阶、翅片、分流板/片、凹槽、通风口和通道。在雷诺数为2.4127×10^6的条件下,使用CFD软件Star CCM+对不同尺寸和结构的这些装置进行了数值研究。当在卡车的底部后边缘放置后向台阶时,阻力减少了9.9%。此外,卡车侧面的多个圆形通道减少了6.5%的阻力,而卡车侧面的多个矩形通道减少了5.1%的阻力。尾翼的最大减阻率为4.6%。尽管如此,当使用分流板/卡片、凹槽和通风口时,并没有观察到明显的阻力减少。
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引用次数: 2
Investigation of Single-stage and Two-stage Forming Limit Curve of Aluminum 6061 with Different Temperatures and Strain Rates 不同温度和应变速率下6061铝合金单段和两段成形极限曲线的研究
IF 1 Q2 Engineering Pub Date : 2022-08-05 DOI: 10.15282/ijame.19.2.2022.18.0760
M. Shekarzadeh, Ebrahim Hosseini
The Form Limit Curve (FLC) is an important and helpful concept for defining sheet metal ductility. The ductility of aluminum 6061 alloy sheet was analyzed in this work. The current study examined how to enhance the formation curve of aluminum 6061, which is frequently utilized in the automotive industry. These curves were plotted and compared at various temperatures and strain levels. Using the finite element approach, the formation curve of this alloy was produced under the impact of various temperatures and strain rates. The forming limit curve was accomplished in two-stage forming when the pre-stress was formed in the sheet, and this curve was predicted for different temperatures using the one-stage forming behavior pattern. It was determined that increasing the temperature led the curve to rise and fall, but increasing the strain rate caused the curve to fall and contract. It was also revealed that by using the curvature of the forming limit curve in single-stage forming at various temperatures and a two-stage forming limit curve at one temperature, it was feasible to estimate two-stage FLC at two temperatures.
形状极限曲线(FLC)是定义金属薄板延性的一个重要而有用的概念。本文对6061铝合金薄板的延展性进行了分析。对汽车工业中常用的6061铝合金的成形曲线进行了改进研究。在不同的温度和应变水平下,绘制并比较了这些曲线。采用有限元方法,得到了该合金在不同温度和应变速率作用下的成形曲线。在板料中进行预应力成形时,两段成形完成了成形极限曲线,并利用单段成形行为模式预测了不同温度下的成形极限曲线。结果表明,温度升高导致曲线上升和下降,而应变速率升高导致曲线下降和收缩。利用不同温度下单段成形极限曲线的曲率和同一温度下两段成形极限曲线的曲率,可以对两段成形极限曲线进行估算。
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引用次数: 1
Active Front Wheel Steering System using Yaw Rate Estimation based Fuzzy Logic Due to Various Lateral Wind Disturbance 基于模糊逻辑的横摆角速度估计的前轮主动转向系统
IF 1 Q2 Engineering Pub Date : 2022-08-05 DOI: 10.15282/ijame.19.2.2022.17.0759
V. R. Aparow, Lok Tze Lun
The paper devised and compared the performances of PID, fuzzy-tuned PID and fuzzy logic controller in an Active Front Wheel Steering system to stabilize a 9-DOF nonlinear passenger vehicle when subjected to lateral wind disturbance. The vehicle model was derived mathematically and verified with data from IPG CarMaker at a longitudinal speed of 80 km/h. Initially, the disturbance test was conducted using three lateral wind disturbance profiles to test for controller resiliency with zero steering input. Then, a simple but effective yaw rate observer was derived without compromising the linearity of the vehicle model to simulate the disturbance test with a double lane change (DLC) steering input. A more extreme disturbance magnitude was evaluated in the latter test using the developed control designs. The three controllers showed good performances in both disturbance tests, with fuzzy logic having the lowest error out of the three, which is less than 5% for using the estimated yaw rate observer.
设计并比较了主动式前轮转向系统中PID、模糊自整定PID和模糊控制器的性能,以稳定受侧风干扰的九自由度非线性乘用车。在纵向速度为80 km/h的情况下,用IPG汽车公司的数据对模型进行了数学推导和验证。最初,在零转向输入的情况下,采用三种侧风扰动剖面进行扰动测试,以测试控制器的弹性。然后,在不影响车辆模型线性度的前提下,推导了一个简单有效的横摆角速度观测器,用于模拟双变道(DLC)转向输入的扰动试验。在使用开发的控制设计的后一种测试中,评估了更极端的干扰幅度。这三种控制器在两种干扰测试中都表现出良好的性能,其中模糊逻辑的误差最小,使用估计偏航率观测器时误差小于5%。
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引用次数: 0
Energy Recovery from Exhaust Gas of Diesel and Petrol Engine by Turbo-electric Generator 汽轮发电机对柴油机和汽油机废气的能量回收
IF 1 Q2 Engineering Pub Date : 2022-07-20 DOI: 10.15282/ijame.19.2.2022.16.0758
A. Mazumder, Asif Hasan, Arafat Hossain Ayon, D. H. Ahmed
A turbo-electric generator has been placed on the exhaust port of the petrol and diesel engines to investigate the possibility of recovering energy from the exhaust gas. Turbo-electric generator is a combination of a turbocharger and a generator. The aim of the study is to find the possibility and effectiveness of the turbo-electric generator for recovering the energy from the exhaust gas of an engine. The test has been conducted on the two engines, i.e. first one is TD 202 small test engine bed (diesel engine) and another one is Honda CG125 cc (petrol engine) motorcycle. Two types of motor i.e. DC motor and AC motor have been used as generators by altering the way a motor works. Firstly, a DC motor is used as a generator in the turbo-electric generator for both test engines. The results show that turbo-electric generator recover less than 1% energy of the exhaust gas for both engines when a DC motor is used as a generator (TD 202 and Honda CG125 cc motorcycle). But in case of Honda CG125 cc motorcycle, the percentage of recovering energy is comparatively higher than the TD 202 test engine. The experiment is further extended by using an AC motor as a generator only for the Honda CG125 cc motorcycle. The results show better energy recovering from exhaust gas through turbo-electric generator, which is more than 1% of exhaust gas. The results reveal that the engine speed and the mass flow rate of the exhaust gas play a major role in harvesting the energy from the exhaust gas. Moreover, it is found that the turbo-electric generator module provides good efficiency when an AC motor is used as a generator in the module. The experimental results have been compared with available literature.
一个涡轮发电机被放置在汽油和柴油发动机的排气口,以研究从废气中回收能量的可能性。涡轮发电机是涡轮增压器和发电机的组合。本研究的目的是寻找涡轮发电机从发动机废气中回收能量的可能性和有效性。对两台发动机进行了试验,一台是TD 202小型试验台(柴油机),另一台是本田CG125 cc(汽油机)摩托车。通过改变电机的工作方式,两种类型的电机即直流电机和交流电机已被用作发电机。首先,在两个试验发动机的汽轮发电机中使用直流电机作为发电机。结果表明,当直流电机作为发电机(TD 202和本田CG125 cc摩托车)时,两种发动机的涡轮发电机回收的废气能量都不到1%。但以本田CG125 cc摩托车为例,回收能量的百分比相对高于TD 202测试发动机。实验进一步扩展,只在本田CG125 cc摩托车上使用交流电机作为发电机。结果表明,汽轮发电机对废气的能量回收效果较好,可回收废气的1%以上。结果表明,发动机转速和废气质量流量对废气能量的收集起主要作用。此外,当涡轮发电机模块中使用交流电机作为发电机时,发现涡轮发电机模块具有良好的效率。实验结果与现有文献进行了比较。
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引用次数: 1
Effect of Macro, Micro and Nano Loads on The Indentation Behavior of Ti-6Al-4V and Haynes 242 Alloys 宏、微、纳载荷对Ti-6Al-4V和Haynes 242合金压痕行为的影响
IF 1 Q2 Engineering Pub Date : 2022-07-16 DOI: 10.15282/ijame.19.2.2022.15.0757
S. B., K. A., K. Kumar
Indentation tests were conducted on Ti-6Al-4V and Haynes 242 alloys at macro, micro and nano load range using conventional and depth-sensing indentation instruments to study the load effects on the mechanical behaviour of the alloys. With the increase of indentation loads from macro to nano, a decrease in Young’s modulus and indentation hardness values was observed as a result of the indentation size effect in the alloys. During the loading procedure in macro, micro and nano indentations, the loading curves progressively moved upwards, showing the increase in resistance of the alloys with the increase in indentation load. Compared the depth-sensing instrumented indentation hardness of alloys with the conventional indentation hardness at micro loads, the magnitude of the depth-sensing instrumented indentation hardness is 10-25% greater than the conventional indentation hardness. The reason for this variation is explained as the depth-sensing instrumented indentation hardness is calculated at maximum load with the projected contact residual impression area, Ac, instead of the residual indenter impression projected area, Ar. So the indent pileup and sink-in play a major difference between the depth-sensing instrumented hardness and conventional indentation hardness. The outcome of the experimental work clearly indicates that for evaluation of the hardness usage of projected contact residual impression area provides more accurate results than when residual indenter impression projected area is used. The concept is synonmous to evaluation of engineering stress / strain and true stress / strain using original and actual cross sectional area respectively.
采用常规压痕仪和深度感测压痕仪对Ti-6Al-4V和Haynes 242合金在宏、微、纳米载荷范围内进行压痕试验,研究载荷对合金力学行为的影响。随着压痕载荷从宏观到纳米的增加,合金的杨氏模量和压痕硬度值由于压痕尺寸效应而降低。在宏观、微观和纳米压痕加载过程中,加载曲线逐渐向上移动,表明合金的电阻随压痕载荷的增加而增加。将微载荷下合金的深度感测压痕硬度与常规压痕硬度进行比较,发现深度感测压痕硬度比常规压痕硬度大10 ~ 25%。造成这种差异的原因是,深度感测压痕硬度是在最大载荷下用接触残余压痕投影面积Ac计算的,而不是用压痕残余压痕投影面积Ar计算的。因此,深度感测压痕硬度与常规压痕硬度的主要区别在于压痕堆积和凹陷。实验结果清楚地表明,使用投影接触残余压痕面积评估硬度比使用残余压痕投影面积评估硬度的结果更准确。该概念是工程应力/应变和真实应力/应变分别用原始和实际横截面积进行评估的同义词。
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引用次数: 0
Transient Elastohydrodynamic Lubrication of Rough Contact Surface for Intermittent Motion 间歇运动粗糙接触面的瞬态弹流润滑
IF 1 Q2 Engineering Pub Date : 2022-07-04 DOI: 10.15282/ijame.19.2.2022.14.0756
Mohamed F. Abd Alsamieh
The current study aims to study the characteristics of transient elastohydrodynamic lubrication of smooth and rough surface contacts subjected to intermittent motion for different inactive periods of motion and deceleration/acceleration periods to fulfill an identified need for such conjunction. In this case, the non-steady Reynolds’ equation, the film thickness equation with elastic deformation and taking into account the influence of surface roughness, and the load balance equation are simultaneously solved using the Newton-Raphson with Gauss-Seidel iterations method to determine the film profile and pressure distribution at various time steps. Surface contact of sinusoidal waves is presented with different amplitudes and wavelengths. The results indicated that surface waviness causes random oscillations in pressure and film profiles at different time steps. The greater the amplitude of the waviness, the more pressure and film profile variations occur. The magnitude of the pressure and film profile fluctuations becomes little noticeable as the wavelength of a wavy surface rises. The findings of this investigation also revealed that increasing the inactive duration for wavy surfaces results in zero minimum film thickness and surface contact. Squeezing action is ineffective in conveying loading capacity in this circumstance. The central and maximum pressure heights increase during the stop time interval as stop time increases. The centre film thickness increases at the end of the deceleration phase when the deceleration/acceleration period is reduced, but the minimum film thickness is unaffected. In fact, the minimum film thickness tends to be zero at the end of the deceleration phase, regardless of the deceleration/acceleration period. The central and maximum pressure increase during the stop time interval with the decrease of the deceleration/acceleration period. The difference between the results for smooth and wavy surface contacts is the appearance of fluctuations in film and pressure profiles, as well as the reduction of the film thickness and increase in pressure for the wavy surface when compared to contact with a smooth surface.
本研究旨在研究在不同非活动周期和减速/加速周期的间歇运动下光滑和粗糙表面接触的瞬态弹流润滑特性,以满足这种结合的确定需求。在这种情况下,采用Newton-Raphson - Gauss-Seidel迭代法同时求解非定常Reynolds方程、考虑弹性变形并考虑表面粗糙度影响的膜厚方程和负载平衡方程,确定各时间步长的膜廓形和压力分布。正弦波的表面接触具有不同的振幅和波长。结果表明,在不同的时间步长上,表面波纹度引起压力和膜的随机振荡。波浪形振幅越大,压力和薄膜轮廓的变化就越大。随着波浪表面波长的增加,压力和薄膜轮廓波动的幅度变得不那么明显。本研究的结果还表明,增加波浪形表面的非活性持续时间导致最小膜厚度和表面接触为零。在这种情况下,挤压作用在输送承载能力方面是无效的。随着停止时间的增加,中心和最大压力高度在停止时间间隔内增加。随着减速/加速周期的缩短,减速阶段结束时中心膜厚度增加,但最小膜厚度不受影响。事实上,无论减速/加速周期如何,最小膜厚在减速阶段结束时趋于零。在停止时间间隔内,中心压力和最大压力随减速/加速周期的减小而增大。与光滑表面接触相比,光滑表面与波浪形表面接触的结果之间的差异在于薄膜和压力剖面的波动,以及波浪形表面的薄膜厚度减少和压力增加。
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引用次数: 0
Numerical Analysis of Unidirectional GFRP Composite Mechanical Response Subjected to Tension Load using Finite Element Method 单向GFRP复合材料拉载力学响应的有限元数值分析
IF 1 Q2 Engineering Pub Date : 2022-07-04 DOI: 10.15282/ijame.19.2.2022.13.0755
A. Zakki, E. S. Hadi, A. Windyandari, Rizaldy Ilham
Composite material is a well-known structural material which is increasingly adopted as an engineering structure material. Glass fiber reinforced polymer offers the lightweight and high strength characteristics that is required for the modern industry, such as aviation, automotive, wind power, and marine technology. One of the important mechanical characteristics of the composite materials are the tensile properties, because it is well known as the material strength. Therefore, the investigation of mechanical response on the glass fiber reinforced polymer (GFRP) tensile test using numerical analysis is important for the estimation of structural response of the GFRP complex structure, such as boat construction. The objective of this research is to assess and estimate the mechanical response of the GFRP composite material subjected to tension load using finite element method. The linear transversely isotropic model is developed to estimate the unidirectional glass fiber GFRP with the configuration of fiber orientation angles of 0°, 30°, 45°, 60° and 90°. The results show that FE simulation are capable to detect the specimen response during the tensile test. The maximum discrepancy of the estimated stress strain diagram is about 16.5% to 32% compared to experimental data. The larger orientation angle has shown the larger discrepancy value. It is found that the increment of discrepancy value is generated by the nonlinearity behavior of the material due to the domination of polymer material behavior on the large orientation angle. Otherwise, the FE models have estimated accurately the ultimate strength, maximum displacement and fracture load. It can be concluded that the linear transversely isotropic model is adequately accepted as the estimation method of the GFRP composite structure response.
复合材料是一种众所周知的结构材料,作为工程结构材料越来越多地被采用。玻璃纤维增强聚合物提供了现代工业所需的轻质和高强度特性,例如航空,汽车,风力发电和海洋技术。复合材料的重要力学特性之一是拉伸性能,因为它是众所周知的材料强度。因此,利用数值分析方法研究玻璃钢(GFRP)拉伸试验的力学响应对玻璃钢复合结构(如船体结构)的结构响应估计具有重要意义。本研究的目的是利用有限元法评估和估计GFRP复合材料在拉伸载荷作用下的力学响应。建立了纤维取向角为0°、30°、45°、60°和90°的单向玻璃纤维玻璃钢的线性横向各向同性模型。结果表明,有限元模拟能够较好地反映试件在拉伸试验过程中的响应。估计的应力应变图与实验数据的最大差异约为16.5% ~ 32%。取向角越大,差异值越大。结果表明,由于高分子材料的行为在大取向角上占主导地位,导致材料的非线性行为导致了差异值的增加。除此之外,有限元模型可以准确地估算出极限强度、最大位移和断裂载荷。结果表明,线性横向各向同性模型可以作为GFRP复合材料结构响应的估计方法。
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引用次数: 0
Heat Transfer and Exergy Analysis of a Shell and Tube Heat Exchanger using PGW based ZnO Nanofluids 基于PGW的ZnO纳米流体壳管式换热器的传热与火用分析
IF 1 Q2 Engineering Pub Date : 2022-06-30 DOI: 10.15282/ijame.19.2.2022.12.0754
U.D. Das, M. A. Hossain, J.U. Ahamed, M.E.A. Razzaq
In this experimental work, ZnO nanoparticles were synthesized using the chemical precipitation method, and the nanoparticle structure and morphology were characterized through XRD and SEM. Heat transfer and exergetic characteristics were then studied in a shell and tube heat exchanger using PGW-based ZnO nanofluids varying nanoparticle volume concentration and nanofluid (shell side) flow rate at 6, 8, 10 and 12 litres/min. The hot water flow rate was fixed at 12 litres/min. The experimental results show that the heat transfer rate was improved by increasing the nanoparticle concentration and nanofluid flow rate. When the nanoparticle volume concentration was 0.3 per cent, the maximum enhancement of heat transfer rate and average heat transfer coefficient using ZnO nanofluids were 35.9 per cent and 40.2 per cent, respectively, in comparison to the base fluid. Exergy loss and dimensionless exergy loss both increased with nanofluid flow rate and dropped substantially with increased nanoparticle volume concentrations. The average increment of exergetic effectiveness at three different nanoparticle volume concentration (0.1%, 0.2%, and 0.3%) are 10.68%, 23.64%, and 31.23% respectively. The highest exergetic sustainability index (0.41) and lowest environmental impact factor (2.42) were observed when the nanoparticle concentration was 0.3% with the nanofluid flow rate of 6 litres/min.
本实验采用化学沉淀法合成了ZnO纳米颗粒,并通过XRD和SEM对纳米颗粒的结构和形貌进行了表征。研究了纳米颗粒体积浓度和纳米流体(壳侧)流速分别为6、8、10和12升/min时ZnO纳米流体在管壳式换热器中的传热和火用特性。热水流量固定为12升/分钟。实验结果表明,增加纳米颗粒浓度和纳米流体流速可以提高传热速率。当纳米颗粒体积浓度为0.3%时,与基液相比,ZnO纳米流体的传热速率和平均传热系数的最大增强分别为35.9%和40.2%。火能损失和无量纲火能损失均随纳米流体流速的增加而增加,随纳米颗粒体积浓度的增加而大幅下降。三种不同纳米颗粒体积浓度(0.1%、0.2%和0.3%)下的火效平均增量分别为10.68%、23.64%和31.23%。当纳米颗粒浓度为0.3%,纳米流体流速为6升/min时,活性可持续性指数最高(0.41),环境影响因子最低(2.42)。
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引用次数: 2
Unbalance Failure Recognition Using Recurrent Neural Network 基于递归神经网络的不平衡故障识别
IF 1 Q2 Engineering Pub Date : 2022-06-28 DOI: 10.15282/ijame.19.2.2022.04.0746
Muhammad Faridzul Faizal Mohd Ruslan, Mohd Firdaus Hassan
Many machine learning models have been created in recent years, which focus on recognising bearings and gearboxes with less attention on detecting unbalance issues. Unbalance is a fundamental issue that frequently occurs in deteriorating machinery, which requires checking prior to significant faults such as bearing and gearbox failures. Unbalance will propagate unless correction happens, causing damage to neighbouring components, such as bearings and mechanical seals. Because recurrent neural networks are well-known for their performance with sequential data, in this study, RNN is proposed to be developed using only two statistical moments known as the crest factor and kurtosis, with the goal of producing an RNN capable of producing better unbalanced fault predictions than existing machine learning models. The results reveal that RNN prediction efficacies are dependent on how the input data is prepared, with separate datasets of unbalanced data producing more accurate predictions than bulk datasets and combined datasets. This study shows that if the dataset is prepared in a specific way, RNN has a stronger prediction capability, and a future study will explore a new parameter to be fused along with present statistical moments to increase RNN’s prediction capability.
近年来,人们创建了许多机器学习模型,这些模型专注于识别轴承和齿轮箱,而很少关注检测不平衡问题。不平衡是不断恶化的机械中经常出现的一个基本问题,需要在轴承和齿轮箱故障等重大故障之前进行检查。不平衡将传播,除非发生纠正,造成损坏邻近的部件,如轴承和机械密封。由于递归神经网络以其对序列数据的性能而闻名,因此在本研究中,建议仅使用两个统计矩(称为波峰因子和峰度)来开发RNN,其目标是生成能够产生比现有机器学习模型更好的不平衡故障预测的RNN。结果表明,RNN的预测效果取决于输入数据的准备方式,不平衡数据的单独数据集比大量数据集和组合数据集产生更准确的预测。本研究表明,如果以特定的方式制备数据集,RNN具有更强的预测能力,未来的研究将探索新的参数与现有的统计矩融合,以提高RNN的预测能力。
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引用次数: 1
期刊
International Journal of Automotive and Mechanical Engineering
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