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Modeling and predictive analysis of the hydraulic GEROLER motor based on artificial neural network 基于人工神经网络的GEROLER液压马达建模与预测分析
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1813
G. Gregov
GEROLER hydraulic motors are known for their good value for money and their balance between simplicity, robustness, compactness, versatility and noise. Compared to axial hydraulic motors, GEROLER motors still represent a research area with the possibility of a significant contribution in terms of nonlinear dynamic behavior analysis. The aim of this research was experimental analysis of GEROLER motor dynamics at uneven load torque. Based on the obtained laboratory measurements, a black-box model for predicting the operating parameters using the artificial neural networks was developed. Two different neural network architectures were used: the simpler static multilayer feed-forward network and the more complex dynamic NARX neural network. From the obtained results, it appears that the multilayer feed-forward neural network provides acceptable results, while the dynamic NARX neural network provides more favorable results due to its flexibility in dealing with nonlinear dynamic systems. The research conducted represents a new approach for modeling and predictive analysis of the GEROLER engine.
GEROLER液压马达以其物有所值和简单性,稳健性,紧凑性,多功能性和噪音之间的平衡而闻名。与轴向液压马达相比,GEROLER马达仍然是一个研究领域,在非线性动态行为分析方面可能做出重大贡献。本研究的目的是对不均匀负载转矩下的GEROLER电机动力学进行实验分析。在实验室测量数据的基础上,建立了利用人工神经网络预测运行参数的黑箱模型。采用了两种不同的神经网络结构:简单的静态多层前馈网络和更复杂的动态NARX神经网络。从得到的结果来看,多层前馈神经网络提供了可接受的结果,而动态NARX神经网络由于其处理非线性动态系统的灵活性而提供了更有利的结果。该研究为GEROLER发动机的建模和预测分析提供了一种新的方法。
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引用次数: 1
Wind energy potential estimation using neural network and SVR approaches 基于神经网络和SVR方法的风能潜力估计
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1632
A. A. Salami, Pierre Akuété Agbessi, A. Ajavon, Seibou Boureima
The distribution of wind speed and the optimal assessment of wind energy potential are very important factors when selecting a suitable site for a wind power plant. In wind farm design projects for the supply of electrical energy, designers use the Weibull distribution law to analyse the characteristics and variations of wind speed in order to evaluate the wind potential. In our study we used two approaches, namely, the Multilayer Perceptron (MLP) approach and the Support Vector Machine (SVR) approach to determine a distribution law of wind speeds and to optimally evaluate the wind potential. These two approaches were compared to two well-known numerical methods which are the Justus Empirical Method (EMJ) and the Maximum Likelihood Method (MLM). The results show that the neural network approach produces a better fit of the distribution curve with an Root Mean Square Error (RMSE) of 0.00005016 at Lomé, 0.000040289 at Cotonou site and a more interesting estimate of the wind potential. After that SVR show a better result too with an RMSE of 0.0095618 at the Lomé site and 0.0053549 at the Cotonou site.
风速分布和风能潜力的优化评价是风电场选址的重要因素。在用于供电的风电场设计项目中,设计者利用威布尔分布规律分析风速的特征和变化,以评估风势。在我们的研究中,我们使用了两种方法,即多层感知器(MLP)方法和支持向量机(SVR)方法来确定风速的分布规律,并对风势进行最优评估。将这两种方法与两种著名的数值方法Justus Empirical Method (EMJ)和Maximum Likelihood Method (MLM)进行比较。结果表明,神经网络方法能较好地拟合分布曲线,lomoise站点的均方根误差(RMSE)为0.00005016,Cotonou站点的均方根误差(RMSE)为0.000040289,对风势的估计更有趣。在此之后,SVR也显示出更好的结果,在lomoise站点的RMSE为0.0095618,在Cotonou站点的RMSE为0.0053549。
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引用次数: 0
Modeling and optimization of process parameters for friction stir welding of dissimilar aerospace alloys AA2014 and AA7075 异种航空合金AA2014和AA7075搅拌摩擦焊接工艺参数建模与优化
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1778
R. Kumar, V. Upadhyay, C. Sharma
Aluminum alloys possess a high strength-to-weight ratio and good corrosion resistance making them suitable for various structural parts and components used in the aerospace industry. However, the principal barrier restricting their use is their weldability. This experimental study addresses the issues in joining of dissimilar aerospace aluminum alloys. In this work, friction stir welding (FSW) of dissimilar high strength alloys AA2014 and AA7075 has been carried out and the effect of welding parameters has been studied to obtain defect-free high strength welds. Detailed statistical analysis was performed and suitable regression models were developed for prediction and optimization. Multi-objective optimization has been carried out by employing the desirability function to determine the optimal condition for defect-free welds with adequate mechanical properties. Microstructure and fracture surface of the optimum weld was also studied and compared with the lowest and highest heat input welded joints.
铝合金具有高的强度重量比和良好的耐腐蚀性,适用于航空航天工业中使用的各种结构零件和部件。然而,限制其使用的主要障碍是其可焊性。本实验研究解决了异种航空铝合金的连接问题。本文对不同高强合金AA2014和AA7075进行了搅拌摩擦焊接,研究了焊接参数对无缺陷高强焊缝的影响。进行了详细的统计分析,并建立了合适的回归模型进行预测和优化。采用期望函数进行多目标优化,以确定具有足够力学性能的无缺陷焊缝的最优条件。研究了最佳焊缝的显微组织和断口形貌,并与最低和最高热输入焊接接头进行了比较。
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引用次数: 3
Single EX-CCCII based electronically tunable current mode instrumentation amplifier 基于单EX-CCCII的电子可调谐电流模式仪表放大器
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1954
Priyanka Singh, R. Nagaria
The purpose of this study is to present a new design for an electronically tunable instrumentation amplifier. The current-mode design approach is used for the proposed circuit. The proposed current-mode instrumentation amplifier employs a single Extra-X Current Controlled Current Conveyor (EX-CCCII) and a grounded resistor. This circuit design is very simple and suitable for IC integration. Because of the circuit's high output impedance, it can be cascaded with other current-mode circuits without the need for a buffer. In addition, this circuit is electronically tunable with the bias current from EX-CCCII. The proposed instrumentation amplifier provides good frequency performance with a wide bandwidth for differential gain and CMRR. The effects of non-idealities of EX-CCCII and its parasitic elements are also analysed. To validate the proposed instrumentation amplifier, various simulations are performed with the CADENCE VIRTUOSO SPECTRE simulator using 0.18 µm CMOS technology parameters.
本研究的目的是提出一种电子可调谐仪器放大器的新设计。所提出的电路采用电流模式设计方法。提出的电流模式仪表放大器采用单个Extra-X电流控制电流输送机(EX-CCCII)和接地电阻。该电路设计非常简单,适合集成电路。由于电路的高输出阻抗,它可以与其他电流模式电路级联而不需要缓冲器。此外,该电路可通过EX-CCCII的偏置电流进行电子调谐。所提出的仪表放大器具有良好的频率性能,具有宽带宽的差分增益和CMRR。分析了非理想性对EX-CCCII及其寄生因子的影响。为了验证所提出的仪表放大器,使用CADENCE VIRTUOSO SPECTRE模拟器使用0.18µm CMOS技术参数进行了各种仿真。
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引用次数: 0
An energy efficient coverage guaranteed greedy algorithm for wireless sensor networks lifetime enhancement 一种提高无线传感器网络生存期的高能效覆盖保证贪婪算法
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1900
Berhan Oumer Adame, Eyayaw Zewdu, A. Salau
One of the most significant difficulties in Wireless Sensor Networks (WSNs) is energy efficiency, as they rely on minuscule batteries that cannot be replaced or recharged. In battery-operated networks, energy must be used efficiently. Network lifetime is an important metric for battery-powered networks. There are several approaches to improve network lifetime, such as data aggregation, clustering, topology, scheduling, rate allocation, routing, and mobile relay. Therefore, in this paper, the authors present a method that aims to improve the lifetime of WSN nodes using a greedy algorithm. The proposed Greedy Algorithm method is used to extend the network lifetime by dividing the sensors into a number of disjoint groups while satisfying the coverage requirements. The proposed Greedy algorithm has improved the network lifetime compared to heuristic algorithms. The method was able to generate a larger number of disjoint groups.
无线传感器网络(WSNs)最大的困难之一是能源效率,因为它们依赖于无法更换或充电的微型电池。在电池供电的网络中,能源必须得到有效利用。网络寿命是电池供电网络的一个重要指标。有几种方法可以改善网络生命周期,如数据聚合、集群、拓扑、调度、速率分配、路由和移动中继。因此,在本文中,作者提出了一种利用贪婪算法提高WSN节点生存期的方法。提出的贪心算法在满足覆盖要求的前提下,通过将传感器划分为若干不相交的组来延长网络的生存期。与启发式算法相比,提出的贪心算法提高了网络生存时间。该方法能够生成大量不相交的基团。
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引用次数: 1
Ultrasonic temporary softening and residual hardening 超声暂时软化和残余硬化
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1869
Ali H. Alhilfi, A. Rusinko
The present paper aims to model ultrasonic effects such as temporary softening and residual hardening. While temporary softening is observed during simultaneous action of mechanical forces and ultrasound, residual hardening manifests itself after switching off the ultrasound. The analytical description of these phenomena is conducted in terms of the synthetic theory of irrecoverable deformation. The model results show good agreement with experimental data obtained for the ultrasound-assisted compression of pure aluminum.
本文的目的是模拟超声效应,如暂时软化和残余硬化。机械力和超声同时作用时,材料出现暂时软化,关闭超声后,材料出现残余硬化。用不可恢复变形综合理论对这些现象进行了分析描述。模型结果与超声辅助压缩纯铝的实验数据吻合较好。
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引用次数: 0
Pattern recognition and diagnosis of short and open circuit faults inverter in induction motor drive using neural networks 基于神经网络的异步电机驱动逆变器短路、开路故障模式识别与诊断
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1949
Younes Tamissa, F. Charif, F. Kadri, A. Benchabane
Nowadays, feeding induction motors with voltage source inverters under faulty conditions is a major challenge. For this reason, electrical systems must be well thought out to provide good diagnostics for these elements. Consequently, the early detection of faults is very important to establish strategies that allow us to control the operation and take preventive measures to avoid frequent failures. Our aim in this paper is to train multilayer neural networks using features extracted from currents and voltages measurements to detect and classify open and short-circuit switch faults in source voltage inverters. Simulation results show that instead of using several types of features extracted from measurements of several signal cycles as in previous works, a two-component feature obtained from one cycle is sufficient to obtain an excellent accuracy. The normalized mean Clark currents and the power spectrum using the fast Fourier transform have been used as features for open switches and short-circuit faults respectively.
目前,在故障条件下用电压源逆变器馈电感应电机是一个重大挑战。因此,电气系统必须经过深思熟虑,为这些元件提供良好的诊断。因此,早期发现故障对于制定控制运行和采取预防措施以避免频繁故障的策略非常重要。本文的目的是利用从电流和电压测量中提取的特征来训练多层神经网络,以检测和分类源电压逆变器的开路和短路开关故障。仿真结果表明,与以往工作中使用从多个信号周期的测量中提取的几种特征不同,从一个周期中获得的双分量特征足以获得良好的精度。采用归一化平均克拉克电流和快速傅立叶变换的功率谱分别作为开路开关和短路故障的特征。
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引用次数: 0
Numerical and experimental investigation of rocking stability of rigid blocks during single sine-wave excitation 单正弦波激励下刚性块体摇摆稳定性的数值与实验研究
IF 0.4 Q4 Engineering Pub Date : 2022-01-01 DOI: 10.30765/er.1950
N. Čeh, G. Jelenić
Rocking stability of a rigid prismatic block standing on a rigid base subject to a simple harmonic acceleration function is still an important dynamics problem, in which energy loss is often not treated accurately enough. The energy loss at impacts during rocking is here examined. The stability for various slendernesses and sizes of a rocking block is assessed numerically, where an improved coefficient capable of estimating the size effect is considered. A number of relevant cases are validated experimentally, with a specially designed set of well-controlled and documented rocking benchmark tests on a shaking table system.
简谐加速度作用下立在刚性基座上的刚体体的摇摆稳定性仍然是一个重要的动力学问题,其中能量损失的处理往往不够精确。这里考察了在摇晃过程中撞击时的能量损失。对不同长度和尺寸的岩体稳定性进行了数值评估,其中考虑了能够估计尺寸效应的改进系数。通过在振动台系统上特别设计的一套控制良好且记录在案的摇摆基准试验,验证了许多相关案例的实验结果。
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引用次数: 1
Risk assessment of a solar attack according to ISO 31000 standard 根据ISO 31000标准对太阳袭击的风险评估
IF 0.4 Q4 Engineering Pub Date : 2021-09-27 DOI: 10.30765/er.1566
Igor Lavrnić, A. Bašić, D. Viduka
Energy supply remains the greatest challenge for many of Eastern European countries and their economy. In post-soviet and ex-Yugoslavian countries, till today there exists a system where some of the power plants rely on high voltage (HV) and medium voltage (MV) power grids in the process of distribution of electric energy (EE) to final consumers. This makes them vulnerable to solar storms due to HV power transformers which are especially sensitive to geomagnetic induced current (GIC). The acquisition of electrical power infrastructure could put the electrical infrastructure out of service from a couple of months to a year or more. Loss of income, for ordinary families, is a primary hazard of a long power outage. Business continuity of industry and other critical infrastructures (CI) is important in this scenario, but it is a significant challenge for small businesses and enterprises as well. This paper introduces ISO 31000 standard to such scenarios with the primary goal of achieving resilience of companies against such disaster as a new method of vial response to avoid scope of similar hazards.
能源供应仍然是许多东欧国家及其经济面临的最大挑战。在后苏联和前南斯拉夫国家,直到今天,仍存在一种系统,其中一些发电厂在向最终用户分配电能(EE)的过程中依赖高压(HV)和中压(MV)电网。这使得它们容易受到太阳风暴的影响,因为高压电力变压器对地磁感应电流(GIC)特别敏感。收购电力基础设施可能会使电力基础设施停运数月至一年或更长时间。对于普通家庭来说,收入损失是长时间停电的主要危害。在这种情况下,行业和其他关键基础设施(CI)的业务连续性很重要,但对小企业和企业来说也是一个重大挑战。本文将ISO 31000标准引入此类场景,主要目标是实现公司对此类灾难的抵御能力,作为一种新的小瓶响应方法,以避免类似危险的范围。
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引用次数: 1
A novel image inpainting framework based on multilevel image pyramids 一种新的基于多级图像金字塔的图像修复框架
IF 0.4 Q4 Engineering Pub Date : 2021-09-27 DOI: 10.30765/er.1405
Md. Salman R. Bombaywala, C. Paunwala
Image inpainting is the art of manipulating an image so that it is visually unrecognizable way. A considerable amount of research has been done in this area over the last few years. However, the state of art techniques does suffer from computational complexities and plausible results. This paper proposes a multi-level image pyramid-based image inpainting algorithm. The image inpainting algorithm starts with the coarsest level of the image pyramid and overpainting information is transferred to the subsequent levels until the bottom level gets inpainted. The search strategy used in the algorithm is based on hashing the coherent information in an image which makes the search fast and accurate. Also, the search space is constrained based on the propagated information thereby reducing the complexity of the algorithm. Compared to other inpainting methods; the proposed algorithm inpaints the target region with better plausibility and human vision conformation. Experimental results show that the proposed algorithm achieves better results as compared to other inpainting techniques.
图像修饰是对图像进行处理,使其在视觉上无法识别的艺术。在过去的几年里,在这个领域进行了大量的研究。然而,最先进的技术确实受到计算复杂性和可信结果的影响。提出了一种基于多级图像金字塔的图像补绘算法。图像绘制算法从图像金字塔的最粗层开始,并将覆盖信息传递到后续层,直到最底层被绘制。该算法的搜索策略是对图像中的相干信息进行哈希处理,使得搜索快速、准确。此外,基于传播的信息约束了搜索空间,从而降低了算法的复杂性。与其他喷漆方法相比;该算法绘制的目标区域具有更好的可信性和人类视觉一致性。实验结果表明,该算法与其他图像绘制技术相比,取得了较好的效果。
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引用次数: 0
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Engineering Review
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