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Performance improvement of set of worm gears used in soot blower through profile modification 通过轮廓修正提高吹灰器所用蜗轮组的性能
IF 2.3 Q2 Engineering Pub Date : 2024-05-17 DOI: 10.3389/fmech.2024.1360502
R. Honkalas, Bhagyesh Deshmukh, P. Pawar, Sachin Salunkhe, R. Čep, Emad S. Abouel Nasr
The present design of a set of worm gears used in a soot blower produced by a certain manufacturer has an efficiency of 68.8%. A soot blower is one of the most critical components in industrial applications for removing the large amounts of soot generated by boilers and is required to be operational 24×7. The energy consumption of the soot blower depends on its working efficiency and ultimately the design of its set of worm gears. This paper focuses mainly on the design and analysis of available industrial worm-gear sets used in soot blowers. The theoretical, experimental, and finite-element analysis approaches are validated for the stability of the worm gear set under typical input conditions. This paper also describes an analytical design of experiments (DOE) approach to identify the most significant factor for performance (efficiency) improvement and suggests some design improvements for the worm gear set using the profile modification approach. These ensure the efficiency improvement of the current industrial design of the set of worm gears used in a soot blower. The analytical DOE approach helped identify that the number of worm wheel teeth (Z2) and gear module (m) are the two most significant factors affecting performance. Accordingly, based on the improved design, the final efficiency increased from 68.8% to 74.6% (∼8.5% increment), resulting in lower power consumption during industrial application.
某制造商生产的吹灰器中使用的一套蜗轮蜗杆的现有设计效率为 68.8%。吹灰器是工业应用中最关键的部件之一,用于清除锅炉产生的大量烟尘,需要全天候运行。吹灰器的能耗取决于其工作效率,最终取决于蜗轮蜗杆的设计。本文主要关注吹灰器中使用的现有工业蜗轮蜗杆组的设计和分析。理论、实验和有限元分析方法验证了蜗轮蜗杆组在典型输入条件下的稳定性。本文还介绍了一种分析性实验设计(DOE)方法,以确定性能(效率)改进的最重要因素,并建议使用齿廓修正方法对蜗轮蜗杆组进行一些设计改进。这些改进确保了目前用于吹灰器的蜗轮蜗杆组工业设计的效率提高。DOE 分析方法有助于确定蜗轮齿数(Z2)和齿轮模数(m)是影响性能的两个最重要因素。因此,在改进设计的基础上,最终效率从 68.8% 提高到 74.6%(提高 8.5%),从而降低了工业应用中的能耗。
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引用次数: 0
Vibration analysis of piping connected with shipboard equipment 船载设备连接管道的振动分析
IF 2.3 Q2 Engineering Pub Date : 2024-05-15 DOI: 10.3389/fmech.2024.1396170
Radharaman Tripathi, Tushar A. Jadhav, Mahesh K. Gaikwad, Mithul J. Naidu, Aishwarya B. Gawand, Duran Kaya, Sachin Salunkhe, R. Čep, Emad S. Abouel Nasr
The piping system connected with the shipboard equipment may be subjected to excessive vibration due to harmonic base excitation produced by hydrodynamic force imposed on the propeller blades interacting with the hull and by other sources. Vibration design aspects for shipboard pipework are often ignored, which may cause catastrophic fatigue failures and, consequently, leakage and spillage in the sea environment. Without dedicated design codes, the integrity of shipboard equipment against this environment loading can be ensured by testing as per test standard MIL-STD-167-1A (2005). However, in many cases, testing is not feasible and economically viable. Hence, this study develops an FE-based vibration analysis methodology based on MIL-STD-167-1A, which can be a valuable tool to optimize the testing requirement without compromising the integrity of these piping systems. The simulated model dynamic properties are validated with experimental modal testing and Harmonic response analysis result confirm that a mitigating solution option can be verified by a FE based vibration analysis to mitigate the vibration problem.
由于螺旋桨叶片与船体之间相互作用的流体动力以及其他来源产生的谐波基激振,与船上设备相连的管道系统可能会受到过度振动的影响。船载管道系统的振动设计往往被忽视,这可能导致灾难性的疲劳故障,进而在海洋环境中造成泄漏和溢出。在没有专门设计规范的情况下,可根据测试标准 MIL-STD-167-1A(2005 年)进行测试,以确保船载设备在这种环境负载下的完整性。然而,在许多情况下,测试既不可行也不经济。因此,本研究以 MIL-STD-167-1A 为基础,开发了一种基于有限元的振动分析方法,它可以作为一种有价值的工具,在不影响这些管道系统完整性的前提下优化测试要求。模拟模型的动态特性与实验模态测试和谐波响应分析结果进行了验证,证实基于有限元的振动分析可以验证缓解振动问题的解决方案选项。
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引用次数: 0
Electronic mechanical braking system executive mechanism design, calculation, and modeling based on dynamic control 基于动态控制的电子机械制动系统执行机构设计、计算和建模
IF 2.3 Q2 Engineering Pub Date : 2024-05-14 DOI: 10.3389/fmech.2024.1368683
Xinping Wu, Rongnian He, Han Ge, Mengyu Chen
Introduction: As science and technology develop, automobiles are moving toward intelligence and electrification and need better braking systems.Methods: To improve the braking system’s response speed and braking effect, a longitudinal dynamics control system for automobiles based on the electronic mechanical braking system was proposed, and the electronic mechanical braking system was improved through automatic disturbance rejection control.Results: The experimental results show that the time required for achieving the target clamping force in the electronic mechanical braking system using self-disturbance rejection control and proportional integral differential control is only 0.01 s, but there is an issue of excessive control in the proportional integral differential system between 0.12 s and 0.2 s, while the self-disturbance rejection controller does not have this problem. Meanwhile, regardless of the interference applied, the electronic mechanical braking system with automatic disturbance rejection control can ensure that the clamping force does not fluctuate. In the joint simulation experiment, the expected acceleration and actual acceleration can remain consistent, and if the expected braking force is 9000 N, then the actual braking force of the electronic mechanical brake (EMB) is also 9000 N.Discussion: The above results indicate that the vehicle longitudinal dynamics control system using the electronic mechanical braking system not only responds fast but also has a good braking effect, avoiding the problem of excessive control and improving the driving experience.
引言随着科学技术的发展,汽车正朝着智能化和电气化的方向发展,需要更好的制动系统:方法:为了提高制动系统的响应速度和制动效果,提出了一种基于电子机械制动系统的汽车纵向动力学控制系统,并通过自动干扰抑制控制对电子机械制动系统进行了改进:实验结果表明,采用自扰动抑制控制和比例积分微分控制的电子机械制动系统达到目标夹紧力所需的时间仅为 0.01 s,但比例积分微分系统在 0.12 s 至 0.2 s 之间存在控制过度的问题,而自扰动抑制控制器则不存在这一问题。同时,无论施加何种干扰,带有自动干扰抑制控制的电子机械制动系统都能确保夹紧力不波动。在联合仿真实验中,预期加速度和实际加速度可以保持一致,如果预期制动力为 9000 N,那么电子机械式制动器(EMB)的实际制动力也为 9000 N:以上结果表明,使用电子机械制动系统的车辆纵向动力学控制系统不仅响应速度快,而且制动效果好,避免了过度控制的问题,改善了驾驶体验。
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引用次数: 0
Intelligent control algorithm for dynamic positioning control system 动态定位控制系统的智能控制算法
IF 2.3 Q2 Engineering Pub Date : 2024-05-10 DOI: 10.3389/fmech.2024.1371218
Hongqiang Guan
Introduction: The dynamic positioning system resists the environmental forces such as wind, wave and current acting on the ship through the thruster, so that the ship can remain in the position required by the sea level as much as possible, and the operation is very convenient. But its current dynamic positioning ability can not meet people's needs.Methods: A Kalman filter based on untracked optimization was designed for dynamic positioning control system. Then the intelligent control algorithm is designed for the dynamic positioning top-level controller and thrust optimal distribution controller, which occupy an important position in the system, namely the adaptive weight variation particle swarm optimization algorithm and thrust optimal distribution algorithm.Results and Discussion: The average position error of three degrees of freedom after filter processing is 1.53 m. Compared with other mainstream controllers, the mean root error of controllers based on adaptive weight variation particle swarm optimization in environment A and B is 2.295 and 1.8 m, respectively. In environment C, the controller based on thrust optimization allocation algorithm can get the optimal solution when the full rotary thruster reaches the 7 s and the channel thruster reaches the 4 s. The thrust exclusion zone is crossed at 46 s in environment D. In the dynamic positioning capability curve of the system, the experimental hull can balance the different environmental loads at all angles. In summary, the intelligent control algorithm proposed in this paper can effectively improve the positioning ability of the dynamic positioning control system and meet the needs of people for ship navigation today.
简介动态定位系统通过推进器抵抗作用在船舶上的风、浪、流等环境力,使船舶尽可能保持在海平面要求的位置,操作十分方便。但其目前的动态定位能力还不能满足人们的需求:方法:为动态定位控制系统设计了基于无轨优化的卡尔曼滤波器。方法:为动态定位控制系统设计了基于无轨优化的卡尔曼滤波器,然后为在系统中占据重要地位的动态定位顶层控制器和推力优化分布控制器设计了智能控制算法,即自适应权值变化粒子群优化算法和推力优化分布算法:与其他主流控制器相比,基于自适应权变粒子群优化算法的控制器在环境 A 和 B 中的平均根误差分别为 2.295 米和 1.8 米。在环境 C 中,基于推力优化分配算法的控制器可以在全回转推进器达到 7 s、通道推进器达到 4 s 时获得最优解。综上所述,本文提出的智能控制算法能有效提高动态定位控制系统的定位能力,满足当今人们对船舶导航的需求。
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引用次数: 0
A comprehensive review of parametric optimization of electrical discharge machining processes using multi-criteria decision-making techniques 使用多标准决策技术对放电加工工艺参数优化的综合评述
IF 2.3 Q2 Engineering Pub Date : 2024-05-09 DOI: 10.3389/fmech.2024.1404116
Devendra G. Pendokhare, Kanak Kalita, Shankar Chakraborty, R. Čep
Optimization of electrical discharge machining (EDM) processes is a critical issue due to complex material removal mechanism, presence of multiple input parameters and responses (outputs) and interactions among them and varying interest of different stakeholders with respect to relative importance assigned to the considered responses. Multi-criteria decision making (MCDM) techniques have become potent tools in solving parametric optimization problems of the EDM processes. In this paper, more than 130 research articles from SCOPUS database published during 2013–22 are reviewed extracting information with respect to experimental design plans employed, materials machined, dielectrics used, process parameters and responses considered and MCDM tools applied along with their integration with other mathematical techniques. A detailed analysis of those reviewed articles reveals that the past researchers have mostly preferred Taguchi’s L9 orthogonal array as the experimental design plan; EDM oil as the dielectric fluid; medium and high carbon steels as the work materials; peak current and pulse-on time as the input parameters; material removal rate, tool wear rate and surface roughness as the responses; and grey relational analysis as the MCDM tool during conducting and optimizing EDM operations. This review paper would act as a data repository to the future researchers in understanding the stochastic behaviour of EDM processes and providing guidance in setting the tentative operating levels of varying input parameters along with achievable response values. The extracted dataset can be treated as an input to any of the machine learning algorithms for subsequent development of appropriate prediction models. This review also outlines potential future research avenues, emphasizing advancements in EDM technology and the integration of innovative multi-criteria decision-making tools.
电火花加工(EDM)工艺的优化是一个关键问题,因为它涉及复杂的材料去除机制、多个输入参数和响应(输出)以及它们之间的相互作用,而且不同利益相关者对所考虑响应的相对重要性的兴趣也各不相同。多标准决策(MCDM)技术已成为解决电火花加工工艺参数优化问题的有力工具。本文对 SCOPUS 数据库中 2013-22 年间发表的 130 多篇研究文章进行了综述,提取了与所采用的实验设计计划、加工材料、所用电介质、工艺参数和所考虑的响应以及所应用的 MCDM 工具及其与其他数学技术的整合有关的信息。对这些综述文章的详细分析显示,过去的研究人员大多采用田口 L9 正交阵列作为实验设计方案;电火花加工油作为电介质;中碳钢和高碳钢作为加工材料;峰值电流和脉冲导通时间作为输入参数;材料去除率、刀具磨损率和表面粗糙度作为响应;灰色关系分析作为进行和优化电火花加工操作的 MCDM 工具。这篇综述论文将成为未来研究人员了解放电加工工艺随机行为的资料库,并为设定不同输入参数的暂定操作水平以及可实现的响应值提供指导。提取的数据集可作为任何机器学习算法的输入,以便随后开发适当的预测模型。本综述还概述了潜在的未来研究途径,强调了放电加工技术的进步和创新多标准决策工具的集成。
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引用次数: 0
Investigation of lubricant viscosity and third-particle contribution to contact behavior in dry and lubricated three-body contact conditions 干式和润滑三体接触条件下润滑剂粘度和第三粒子对接触行为影响的研究
IF 2.3 Q2 Engineering Pub Date : 2024-05-07 DOI: 10.3389/fmech.2024.1390335
Y. Chen, J. Horng
The generation of third particles and change in viscosity lead to the gradual degradation of the performance of the machine interface. The generation of third particles may come from wear debris or environmental particles, which form a three-body contact system at the contact interface. The viscosity of the lubricant will also change with the long-term operation of the components. This paper uses a three-body lubrication model to study the influence and interaction of lubricant viscosity change and the presence of third particles on the contact characteristics, including the real contact area, the particle contact area ratio, the solid load percentage, the film thickness, and the evolution of the lubrication regime. The results show that when the interface is in a three-body mixed lubrication regime, the dimensionless total real contact area increases with the increase in particle size and density at the same lubricant viscosity, while the trend is the opposite in dry contact and boundary lubrication interfaces. When viscosity decreases, a three-body contact interface is more prone to entering boundary lubrication than a two-body contact interface, resulting in surface damage. Regardless of surface roughness, particle size, and dry or lubricated contact conditions, the turning point of the contact area (TPCA) phenomenon is usually when the ratio of particle size to surface roughness is 0.8–1.3. Under the same ratio of particle size to surface roughness, the critical load of the TPCA phenomenon increases with the increase in third-particle size and surface roughness, but decreases with the increase in lubricant viscosity and particle density.
第三颗粒的产生和粘度的变化会导致机器接口的性能逐渐下降。第三颗粒的产生可能来自磨损碎屑或环境颗粒,它们在接触界面上形成三体接触系统。润滑油的粘度也会随着部件的长期运行而发生变化。本文利用三体润滑模型研究了润滑油粘度变化和第三颗粒的存在对接触特性的影响和相互作用,包括实际接触面积、颗粒接触面积比、固体载荷百分比、油膜厚度和润滑机制的演变。结果表明,当界面处于三体混合润滑状态时,在相同的润滑剂粘度下,无量纲总实际接触面积随着颗粒尺寸和密度的增加而增加,而干接触和边界润滑界面的趋势则相反。当粘度降低时,三体接触界面比二体接触界面更容易进入边界润滑,从而导致表面损坏。无论表面粗糙度、粒度、干式或润滑接触条件如何,接触面积转折点(TPCA)现象通常出现在粒度与表面粗糙度之比为 0.8-1.3 时。在相同的颗粒尺寸与表面粗糙度之比下,TPCA 现象的临界载荷随第三颗粒尺寸和表面粗糙度的增加而增加,但随润滑剂粘度和颗粒密度的增加而减少。
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引用次数: 0
Greenhouse gas reduction in a medium-duty compression ignition engine with optimization for B20 优化 B20 发动机,减少中型压燃式发动机的温室气体排放
IF 2.3 Q2 Engineering Pub Date : 2024-05-02 DOI: 10.3389/fmech.2024.1376038
Taemin Kim, A. Boehman
Soy-based biodiesel can reduce well-to-wheels greenhouse gas (GHG) emissions per unit energy (i.e., gCO2e/MJ) by 66%–72% as compared to the petroleum-based diesel fuel with currently adopted agricultural and industrial practices. Biodiesel can reduce particulate matter and carbon monoxide emissions with a manageable degree of increase in NOx emissions. From the perspective of GHG emissions reduction per unit travelling distance (i.e., gCO2e/mile), the application of B20 in compression ignition engines without the adjustment in engine control unit (ECU) settings will not extract the best carbon emissions reduction that B20 could achieve. Optimizing the engine control settings permits re-calibration to achieve the maximum brake fuel conversion efficiency (BFE) based on comprehensive understanding on the impact of both “fuel” and “ECU calibration” on BFE and other criteria pollutant emissions. The maximum GHG emissions reduction with B20 application is experimentally measured with the optimized ECU calibration, thus providing the understanding of the combined impact of biodiesel fuel and calibrations on engine performance and emissions. Six steady operating modes were considered, that can be combined to estimate the US federal test procedure BFE and emissions over the Federal Test Protocol (FTP) 75 cycle. Combined with the weight factors to simulate the EPA FTP 75 cycle from these 6 “mini-map” test points, 0.53% improvement in the energy requirement per unit traveling distance (i.e., MJ/mile) is achieved for B20 with the final ECU calibration, in addition to the degree of GHG emissions reduction on a “gCO2e/MJ” basis from the use of B20 blend of soy biodiesel of ∼12.5% reduction in gCO2e/MJ, for a total GHG emissions reduction of 13%.
与目前采用的农业和工业实践中的石油基柴油相比,以大豆为基础的生物柴油可将单位能量(即 gCO2e/MJ)从油井到车轮的温室气体(GHG)排放量减少 66%-72% 。生物柴油可减少微粒物质和一氧化碳的排放,而氮氧化物排放的增加则在可控范围内。从减少单位行驶距离的温室气体排放量(即 gCO2e/mile)的角度来看,在不调整发动机控制单元(ECU)设置的情况下,在压燃式发动机中使用 B20 无法达到 B20 可以实现的最佳碳减排效果。在全面了解 "燃料 "和 "ECU 校准 "对制动燃油转换效率和其他标准污染物排放的影响的基础上,优化发动机控制设置允许重新校准,以实现最大制动燃油转换效率(BFE)。通过优化 ECU 标定,实验测量了 B20 应用的最大温室气体减排量,从而了解了生物柴油燃料和标定对发动机性能和排放的综合影响。考虑了六种稳定的运行模式,将其结合起来可以估算出美国联邦测试程序 BFE 和联邦测试协议 (FTP) 75 周期内的排放量。结合从这 6 个 "小地图 "测试点模拟 EPA FTP 75 循环的权重系数,使用 B20 调和大豆生物柴油的最终 ECU 标定可使单位行驶距离的能量需求(即 MJ/英里)提高 0.53%,此外,按 "gCO2e/MJ "计算,使用 B20 调和大豆生物柴油的温室气体排放量减少了 12.5%,温室气体总排放量减少了 13%。
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引用次数: 0
Experimental investigation and optimization of nano Al2O3 mixed FSWed joint between AA2024-T351 and AA7075-T651 by response surface approach 采用响应面法对 AA2024-T351 和 AA7075-T651 之间的纳米 Al2O3 混合 FSWed 接头进行实验研究和优化
IF 2.3 Q2 Engineering Pub Date : 2024-04-24 DOI: 10.3389/fmech.2024.1393088
Getachew Gebreamlak, Sivaprakasam Palani, Belete Sirahbizu, R. Čep
Additive mixed friction stir welding can be an innovative and novel method for enhancing the friction stir welding process. Thus, this research aimed to investigate nano Al2O3 effects on the mechanical and microstructure of FSWed joints using Al alloys AA2024-T351/AA7075-T651. The experiments were performed based on response surface approach based CCD twenty run with varying three factors: tool rotational speed (A: 800–1,200 rpm), welding speed (B: 20–60 mm/min), tool plunge depth (C: 0.2–0.4 mm) and fixed volume percentages of Al2O3 nano-particles (8%). Mechanical performances such as tensile, yield, and hardness tests have been performed and microstructural properties have been analyzed through SEM and microscopy. The statistical analysis shows that the tensile strength can be significantly affected by rotational speed (A), welding speed (B), tool plunge depth (C), interaction (AB, BC, AC), and quadratic term A2, B2 in the FSW process; yield strength was influenced considerably by main, interaction, and quadratic terms; main factors and quadratic terms A2, B2 and C2 significantly influenced hardness values. The fracture test revealed that the joints with Al2O3-reinforced AA2024-T351/AA7075-T651 alloys were more ductile and less brittle. The optimal conditions for FSW, tool rotational at 1,146 rpm, weld speed at 60 mm/min, and 0.4 mm plunge depth were responsible for higher tensile strength of 169 MPa, yield strength of 145 MPa, and micro-hardness values of 89 HRB due to the uniform nano-particle dispersions and better material mixing.
添加剂混合搅拌摩擦焊是一种创新的搅拌摩擦焊工艺改进方法。因此,本研究旨在探讨纳米 Al2O3 对使用铝合金 AA2024-T351/AA7075-T651 进行搅拌摩擦焊接的接头的机械性能和微观结构的影响。实验采用基于响应面方法的 CCD 20 运行模式,并改变了三个因素:工具转速(A:800-1,200 rpm)、焊接速度(B:20-60 mm/min)、工具切入深度(C:0.2-0.4 mm)和固定的 Al2O3 纳米颗粒体积百分比(8%)。进行了拉伸、屈服和硬度等力学性能测试,并通过扫描电镜和显微镜分析了微观结构特性。统计分析结果表明,在 FSW 过程中,拉伸强度受转速(A)、焊接速度(B)、工具插入深度(C)、交互作用(AB、BC、AC)以及二次项 A2、B2 的显著影响;屈服强度受主要项、交互作用项和二次项的影响较大;主要因素和二次项 A2、B2 和 C2 对硬度值有显著影响。断裂试验表明,Al2O3 增强 AA2024-T351/AA7075-T651 合金的接头韧性更好,脆性更低。在 FSW 的最佳条件下,工具转速为 1,146 rpm,焊接速度为 60 mm/min,切入深度为 0.4 mm,由于纳米粒子分散均匀,材料混合良好,因此拉伸强度达到 169 MPa,屈服强度达到 145 MPa,显微硬度值达到 89 HRB。
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引用次数: 0
Model-based performance study of an industrial single spool gas turbine 9EA-GT by changing the inlet guide vane angle and modifying the compressor map 基于模型的 9EA-GT 工业单阀芯燃气轮机性能研究--改变进气导叶角度并修改压缩机图
IF 2.3 Q2 Engineering Pub Date : 2024-04-19 DOI: 10.3389/fmech.2024.1369876
Adel Alblawi
In this article, an industrial gas turbine engine with a single spool (single spool 9EA-GT) is discussed, and a thermodynamic model for computing steady-state performance is presented. In addition, a novel component map production method for investigating a gas turbine engine (GTE) is developed for a different compressor and turbine by downloading from the GasTurb 12 tool and scaling to the compressor and turbine’s design points. A system of controlling engine flow capacitance by changing inlet guide vanes (IGVs) is presented. Adjusting the controllable IGV blades can optimize all the engine units by continuously correcting the compressor features map. The airflow via the compressor, which in turn controls the airflow throughout the entire system, is managed by IGVs. The computations for steady-state performance involve two models: steady-state behavior at engine startup (from 65% to 100% speed, without load) and steady-state behavior while loading (continuous speed of 100%). In this model, the challenges brought by the lack of understanding of stage-by-stage performance are resolved by building artificial machine maps using suitable scaling methods to generalized maps derived from the previous research and validating them with experimental observations from real power plants. The engine performance simulation utilizing the maps is carried out using MATLAB. Assessment results are found to be in good agreement with the actual performance data. During a steady start, the control system used in this study decreased the fuel consumption, exhaust gas mass flow rate, and compressor-driven power for the GTE by 9.5%, 19.3%, and 37.5%, respectively, and those variables decreased by 1%, 12.2%, and 19.7%, respectively, when loading the engine.
本文讨论了带单阀芯的工业燃气涡轮发动机(单阀芯 9EA-GT),并介绍了用于计算稳态性能的热力学模型。此外,通过从 GasTurb 12 工具下载并缩放至压气机和涡轮机的设计点,针对不同的压气机和涡轮机开发了一种用于研究燃气涡轮发动机(GTE)的新型组件图制作方法。介绍了一种通过改变进气导叶(IGV)来控制发动机流动电容的系统。调整可控 IGV 叶片可通过持续修正压气机特征图优化所有发动机单元。通过压缩机的气流,进而控制整个系统的气流,都由 IGV 进行管理。稳态性能的计算涉及两个模型:发动机启动时的稳态行为(从 65% 到 100% 速度,无负载)和加载时的稳态行为(持续速度为 100% )。在这一模型中,由于缺乏对各阶段性能的了解,我们采用适当的缩放方法,根据先前研究得出的通用映射建立人工机器映射,并通过实际发电厂的实验观测进行验证,从而解决了因缺乏对各阶段性能的了解而带来的挑战。使用 MATLAB 对这些映射进行了发动机性能模拟。评估结果与实际性能数据十分吻合。在稳定启动期间,本研究中使用的控制系统使 GTE 的燃油消耗量、废气质量流量和压缩机驱动功率分别降低了 9.5%、19.3% 和 37.5%,而在发动机加载时,这些变量分别降低了 1%、12.2% 和 19.7%。
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引用次数: 0
Design and research of an automatic grasping system for a robot arm based on visual image capture technology 基于视觉图像捕捉技术的机械臂自动抓取系统的设计与研究
IF 2.3 Q2 Engineering Pub Date : 2024-04-18 DOI: 10.3389/fmech.2024.1364394
Xiaofan Liu, Shaomeng Ren, Guili Wang, Liming Ma, Yanchao Sun
Traditional robotic arms rely on complex programming and predefined trajectories to operate, which limits their applicability. To improve the flexibility and adaptability of the robot arm, the research focuses on improving the grasping performance of the robot arm based on vision technology. Kinect technology is used to capture human arm movements, and Kalman filter is introduced to smooth image data, so as to optimize the motion recognition process. In this study, the residual network model is further improved, and ELU activation function and pre-activation mechanism are introduced to enhance the classification accuracy of gesture images. The results showed that the improved ResNet50 model achieves 95% recognition accuracy after 25 iterations of training, while the original model is 80%. The application of Kalman filter makes the motion tracking curve smoother and shows the correction effect of this method. In simulation tests, the robotic arm is able to identify different elbow bending angles with 90–96 percent accuracy, while mimicking five specific hand gestures with 96–98 percent accuracy. These data support the practicability and effectiveness of the application of vision capture technology and deep learning model in the field of intelligent control of robotic arms.
传统的机械臂依靠复杂的编程和预定义的轨迹进行操作,这限制了其适用性。为了提高机械臂的灵活性和适应性,研究重点是基于视觉技术提高机械臂的抓取性能。利用 Kinect 技术捕捉人的手臂动作,并引入卡尔曼滤波器平滑图像数据,从而优化运动识别过程。本研究进一步改进了残差网络模型,并引入了 ELU 激活函数和预激活机制,以提高手势图像的分类精度。结果表明,经过 25 次迭代训练后,改进后的 ResNet50 模型达到了 95% 的识别准确率,而原始模型为 80%。卡尔曼滤波器的应用使运动跟踪曲线更加平滑,显示了该方法的修正效果。在模拟测试中,机械臂能够识别不同的肘部弯曲角度,准确率为 90-96%,而模仿五个特定手势的准确率为 96-98%。这些数据支持了视觉捕捉技术和深度学习模型在机械臂智能控制领域应用的实用性和有效性。
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Frontiers in Mechanical Engineering
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