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Normalized signature graph of analog circuits for fault classification using digital testing 利用数字测试进行故障分类的模拟电路归一化特征图
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-13 DOI: 10.1016/j.asej.2024.102965
Mohamed H. El-Mahlawy , Sherif Anas Mohamed Hamdy

This paper presents the power-on signature graph of analog circuits for fault classification. This graph can be attained using the simulation mechanism through the practical circuit simulator and the hardware mechanism through the mixed-signal design. The presented signature graph is influenced by changes in pass-band transmission and bandwidth as a result of device under test (DUT) component modifications. In order to exercise the frequency band of the DUT for fault stimulation, sinusoidal waveforms wiped at their frequencies are produced using the analog waveform generator (AWG). The analog compactor is devised to accumulate the output samples from the DUT for signature generation, compared with global signature boundaries derived from the worst-case analysis. The built-in self-test controller is devised to properly synchronize the process of analog test cycle for proper signature generation. Two DUTs chosen from a variety of analog circuits in frequency bands used in medical applications are subjected to this testing mechanism. Due to the difference between the wiped sinusoidal frequencies of the AWG in the simulation mechanism and the hardware mechanism, the normalized signature graphs of each component in DUTs using both mechanisms are developed to attain the approved convergences between the two mechanisms.

本文介绍了用于故障分类的模拟电路上电特征图。该图可通过实用电路模拟器的模拟机制和混合信号设计的硬件机制实现。由于被测设备(DUT)组件的修改,通带传输和带宽的变化会影响所呈现的特征图。为了对 DUT 的频带进行故障刺激,使用模拟波形发生器(AWG)产生了正弦波形。模拟压缩器用于将 DUT 的输出采样与最坏情况分析得出的全局特征边界进行比较,以生成特征。内置自测试控制器可适当同步模拟测试周期过程,以生成正确的特征。从医疗应用频段的各种模拟电路中选取的两个 DUT 均采用了这一测试机制。由于模拟机制和硬件机制中 AWG 的正弦波擦拭频率不同,使用这两种机制对 DUT 中的每个元件的归一化特征图进行了开发,以达到两种机制之间认可的收敛性。
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引用次数: 0
Theoretical and experimental study on determining the reasonable cropping process parameters of precision cropping system 确定精耕细作系统合理耕作过程参数的理论与试验研究
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-11 DOI: 10.1016/j.asej.2024.102958
Meng Dang , Chuanwei Zhang , Zhengyang Yu , Zhi Yang

A new controllable rotary bending cracking cropping method, based on V-notch stress concentration, is proposed to address the drawbacks of the metal bar separation process, such as poor cross-section quality and low material utilization. The controlled rotary bending cracking cropping experimental device is developed to implement this method. Subsequently, a mechanical model for the precision cropping process is established using material strength theory, and a load control strategy based on fracture mechanics theory is applied to predict cropping efficiency. Experimental verification is then conducted, with results indicating that increasing notch depth improves cropping efficiency and cross-section quality. Additionally, maintaining constant stress intensity factor amplitude (ΔK = 0.4Kc) and notch depth of 5 mm yields optimal cropping effects. The precision cropping process leverages the fatigue crack propagation mechanism to explain the cropping process, offering theoretical guidance for selecting appropriate parameters in subsequent precision cropping processes.

针对金属棒分离过程中存在的截面质量差、材料利用率低等缺点,提出了一种基于 V 型缺口应力集中的新型可控旋转弯曲开裂裁剪方法。为实现该方法,开发了可控旋转弯曲开裂裁剪实验装置。随后,利用材料强度理论建立了精密剪切过程的力学模型,并应用基于断裂力学理论的载荷控制策略来预测剪切效率。然后进行实验验证,结果表明,增加缺口深度可提高种植效率和横截面质量。此外,保持恒定的应力强度因子振幅(ΔK = 0.4Kc)和 5 毫米的切口深度可获得最佳种植效果。精确裁剪过程利用疲劳裂纹扩展机制解释了裁剪过程,为后续精确裁剪过程中选择适当参数提供了理论指导。
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引用次数: 0
Queuing process optimization in software-defined radio: Enhancing system performance and adaptability 软件定义无线电中的队列流程优化:提高系统性能和适应性
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-08 DOI: 10.1016/j.asej.2024.102976
S. Maragathasundari , P.K. Sudhakar , P. Vignesh , B. Balamurugan , C. Swedheetha , R. Vanalakshmi

Software-Defined Radio (SDR) systems have become pivotal in modern communication, offering unparalleled flexibility and adaptability. This study focuses on the queuing process within SDR architectures, exploring methods to optimize performance and address challenges in real-time signal processing. Queuing theory, traditionally applied in telecommunications and computer science, is adapted to the unique characteristics of SDR, where signals traverse a dynamic processing pipeline. The queuing process in SDR involves stages such as RF front-end reception, digital down conversion, baseband processing, and higher-layer protocol handling. Challenges, including noise, interference, frequency offset, multipath fading, and sampling rate mismatches, can impact the efficiency of the queuing system. The study investigates techniques for dynamic spectrum access, adaptive filtering, and signal reprocessing to mitigate these challenges.

Objective of the research

By leveraging queuing theory principles, the research aims to optimize resource allocation, reduce latency, and enhance the overall efficiency of the SDR queuing process. This involves dynamic adjustment of queuing parameters, adaptive scheduling algorithms, and the integration of intelligent decision-making mechanisms. Additionally, the study explores the impact of queuing processes on the system’s ability to support various communication standards and adapt to changing environmental conditions.

Research findings

The findings from this research contribute to a deeper understanding of the queuing dynamics in SDR systems, providing insights into potential improvements for real-time signal processing. The optimized queuing process enhances the SDR system’s responsiveness, adaptability, and reliability, making it well-suited for diverse applications in wireless communication, military operations, and beyond.

软件定义无线电(SDR)系统在现代通信中举足轻重,具有无与伦比的灵活性和适应性。本研究的重点是 SDR 架构中的排队过程,探索优化性能和应对实时信号处理挑战的方法。传统上应用于电信和计算机科学的排队理论,在 SDR 中被应用于信号穿越动态处理流水线的独特特性。SDR 中的排队过程涉及射频前端接收、数字下变频、基带处理和高层协议处理等阶段。噪声、干扰、频率偏移、多径衰减和采样率不匹配等挑战会影响排队系统的效率。本研究调查了动态频谱接入、自适应滤波和信号再处理技术,以减轻这些挑战。研究目的 通过利用队列理论原理,本研究旨在优化资源分配、减少延迟并提高 SDR 队列过程的整体效率。这涉及队列参数的动态调整、自适应调度算法以及智能决策机制的集成。此外,该研究还探讨了排队流程对系统支持各种通信标准和适应不断变化的环境条件的能力的影响。研究成果该研究成果有助于加深对 SDR 系统排队动态的理解,为实时信号处理的潜在改进提供了见解。优化后的排队过程提高了 SDR 系统的响应速度、适应性和可靠性,使其非常适合无线通信、军事行动等领域的各种应用。
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引用次数: 0
An update of the choosing by advantages (CBA) method from a probabilistic perspective: The selection of a heating system in a residential building 从概率角度更新优势选择法(CBA):住宅楼供暖系统的选择
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-07 DOI: 10.1016/j.asej.2024.102977
Sofía Miranda-Quiñones , Rodrigo F. Herrera , Edison Atencio , Felipe Muñoz-La Rivera , Paz Arroyo

Choosing by Advantages (CBA) is a multi-criteria decision-making method, based on the importance of advantages, under a collaborative and transparent context, avoiding basing decisions on assumptions or previous experiences. Currently, the CBA application process excludes the uncertainty and variability inherent to the performance of alternatives involved in a decision-making process. Therefore, the objective of this work was to create a new proposal of the CBA method, which incorporates probabilistic on the attributes of the alternatives in the process of choosing, seeking to close the gap that the traditional CBA has in terms of the lack of incorporation of the uncertainty to which certain data could be affected. To validate the probabilistic CBA method, a simulation focused on an application case framed within the architecture, engineering and construction (AEC) industry, related to energy consumption in residential buildings, is carried out to select a heating system. The study demonstrates that the probabilistic CBA method enhances transparency and collaboration in decision-making by quantifying uncertainty and involving stakeholders in a structured process. Monte Carlo simulations provided a comprehensive view of potential outcomes, helping to identify the most advantageous alternative with a high probability of achieving significant benefits. This research seeks to contribute to the knowledge of the CBA method and provide greater versatility to its application, reaching use in any situation or area of performance, allowing to be a guide for decision-makers involving multiple criteria and variability in the attributes of the alternatives.

优势选择法(CBA)是一种多标准决策方法,以优势的重要性为基础,在合作和透明的环境下进行,避免根据假设或以往的经验做出决策。目前,CBA 的应用过程排除了决策过程中所涉及的备选方案性能固有的不确定性和可变性。因此,这项工作的目标是创建一种新的成本效益分析方法,在选择过程中对替代品的属性进行概率分析,以弥补传统的成本效益分析在缺乏对某些数据可能受到影响的不确定性进行分析方面的不足。为了验证概率 CBA 方法,我们对建筑、工程和施工(AEC)行业中的一个应用案例进行了模拟,该案例与住宅建筑的能源消耗有关,旨在选择一种供暖系统。研究表明,概率 CBA 方法通过量化不确定性和让利益相关者参与结构化过程,提高了决策的透明度和协作性。蒙特卡罗模拟提供了对潜在结果的全面认识,有助于确定最有利的替代方案,并有很大可能实现显著效益。这项研究旨在促进对成本效益分析方法的了解,并为其应用提供更大的通用性,使其适用于任何情况或绩效领域,为决策者提供指导,其中涉及多种标准和替代品属性的可变性。
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引用次数: 0
Optimizing solar vehicle performance in urban shading conditions with enhanced control strategies 利用增强型控制策略优化太阳能汽车在城市遮阳条件下的性能
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-07 DOI: 10.1016/j.asej.2024.102985
Marwa Ben Said-Romdhane , Sondes Skander-Mustapha

Solar-powered electric vehicles play a pivotal role in the forthcoming era of eco-friendly transportation, offering significant ecological advantages and addressing challenges posed by escalating fuel costs. Despite these advantages, these vehicles often encounter a disparity between available photovoltaic power and the required load power, necessitating reliance on energy storage systems. This situation gives rise to several challenges, including maximizing the lifespan of storage systems, identifying shiftable and non-shiftable secondary systems in real-time scenarios, ensuring road and driver safety, and navigating the urban environment with obstacles causing shading. In response to these challenges, this paper presents pioneering solutions aimed at pushing the boundaries of solar-powered electric vehicle technology. First, a novel approach to PV power converter control is introduced, leveraging an adaptive control strategy within the maximum power point tracking algorithm. This innovative technique dynamically adjusts the algorithm’s step size, particularly crucial when traversing shaded areas during vehicle movement, thus maximizing energy capture efficiency. Complementing this breakthrough, the paper proposes a cutting-edge decentralized energy management strategy. This strategy is characterized by its versatility and autonomy, featuring four parallel functions designed to optimize signal frequency allocation to each storage component, determine shedding percentages for secondary systems based on PV and battery power availability, identify optimal secondary systems for shedding, and manage their activation and deactivation seamlessly. To validate the performance and efficacy of these groundbreaking methodologies, extensive simulations were conducted using Matlab software, supplemented by real-time validation on the OPAL-RT platform within a hardware-in-the-loop application. The results obtained from both simulation and real-time testing provide compelling empirical evidence of the superior effectiveness and high-performance capabilities of the proposed solutions.

太阳能电动汽车在即将到来的环保交通时代中发挥着举足轻重的作用,具有显著的生态优势,并能应对燃料成本不断攀升带来的挑战。尽管具有这些优势,但这些车辆经常会遇到可用光伏电能与所需负载电能之间的差距,因此必须依靠储能系统。这种情况带来了一些挑战,包括最大限度地延长储能系统的使用寿命、在实时场景中识别可移动和不可移动的辅助系统、确保道路和驾驶员安全,以及在有障碍物遮挡的城市环境中航行。针对这些挑战,本文提出了开拓性的解决方案,旨在推动太阳能电动汽车技术的发展。首先,本文介绍了一种新颖的光伏功率转换器控制方法,利用最大功率点跟踪算法中的自适应控制策略。这一创新技术可动态调整算法的步长,这在车辆行驶过程中穿越阴影区域时尤为关键,从而最大限度地提高能量捕获效率。作为对这一突破的补充,本文提出了一种先进的分散式能源管理策略。该策略的特点是通用性和自主性,具有四个并行功能,旨在优化每个存储组件的信号频率分配、根据光伏和电池电量可用性确定次级系统的脱落百分比、确定最佳的次级系统脱落以及无缝管理其激活和停用。为了验证这些突破性方法的性能和功效,我们使用 Matlab 软件进行了大量模拟,并在硬件在环应用中对 OPAL-RT 平台进行了实时验证。模拟和实时测试的结果提供了令人信服的实证证据,证明了所提出解决方案的卓越功效和高性能能力。
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引用次数: 0
Modeling a Takagi-Sugeno (T-S) fuzzy for unmanned aircraft vehicle using fuzzy controller 利用模糊控制器为无人驾驶飞行器建立高木-菅野(T-S)模糊模型
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-06 DOI: 10.1016/j.asej.2024.102984
Muhammad Shamrooz Aslam , Hazrat Bilal

Drone technology has the potential to disrupt and augment our quality of life, as it is rapidly growing in popularity and being utilized in various applications, such as agriculture, emergency response, border control, asset inspection, and intelligent transportation. On the other side, Artificial intelligent instruments that possess a variety of input and output (I/O) mechanisms are employed to achieve model stabilizing with data estimation. Firstly, in the present study, a linear mathematical model was developed for a quad–copter Unmanned Aerial Vehicle (UAV), in which the Takagi–Sugeno (T–S) Fuzzy logic framework was integrated. The crisp variables have been used to make the interference between the input and output of the T–S fuzzy system. Secondly, to control a quadcopter model with inherent dynamic instability, these state space models are crucial. Inputs of fuzzy controller are data generated by sensors and Bluetooth connected to IoT. The state–space model of the quad copter, which consists of six Degrees Of Freedom (6–DOF), is derived by utilizing fundamental Newtonian equations. This establishment of the model holds significant value in effectively governing the quad copter system. Thirdly, the system stabilizing has been proved by linear matrix inequalities (LMIs) with an associated Lyapunov function with the γ performance index. Simulation results have been presented to demonstrate the efficiency of our proposed algorithm with additional computational burden analysis.

无人机技术有可能颠覆和提高我们的生活质量,因为它正在迅速普及并被用于农业、应急响应、边境管制、资产检查和智能交通等各种应用领域。另一方面,人工智能仪器拥有多种输入和输出(I/O)机制,可通过数据估计实现模型稳定。首先,本研究为四旋翼无人飞行器(UAV)建立了一个线性数学模型,其中集成了高木-菅野(Takagi-Sugeno,T-S)模糊逻辑框架。在 T-S 模糊系统的输入和输出之间使用了简明变量进行干扰。其次,要控制具有内在动态不稳定性的四旋翼模型,这些状态空间模型至关重要。模糊控制器的输入是连接到物联网的传感器和蓝牙产生的数据。四旋翼飞行器由六个自由度(6-DOF)组成,其状态空间模型是利用牛顿基本方程推导出来的。该模型的建立对有效控制四旋翼飞行器系统具有重要价值。第三,通过线性矩阵不等式(LMI)和与 γ 性能指标相关的 Lyapunov 函数证明了系统的稳定性。仿真结果表明了我们提出的算法的效率,并进行了额外的计算负担分析。
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引用次数: 0
An energy efficient routing protocol with fuzzy neural networks in wireless sensor network 无线传感器网络中的模糊神经网络节能路由协议
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-06 DOI: 10.1016/j.asej.2024.102979
S. Harihara Gopalan , Dattatray G. Takale , B. Jayaprakash , Vivek Pandiya Raj

The extension of wireless sensor network (WSN) lifetime and reduction of power consumption are now important objectives in sensor network research. Energy-efficient communication networks are required when using a WSN. WSNs are additionally constrained in terms of energy by clustering, storage, communication capacity, high configuration complexity, low communication speed, and limited computing. Furthermore, choosing a cluster head is still difficult when minimizing WSN energy. In this study, the Bacterial Foraging Optimization with Harmony Search Algorithm (BFO-HSA) is used to cluster sensor nodes (SNs). Eliminating latency, reducing distance, and stabilizing energy consumption are the main goals of research in order to maximize the choice of cluster heads. In WSNs, maximizing the use of energy resources is a crucial issue due to these limitations. The quickest path is found dynamically by decreasing network overhead through the use of a cross-layer-based opportunistic routing protocol (CORP). PDR, packet latency, throughput, power consumption, network lifetime, packet loss rate, and error estimation are all assessed using the suggested method; the outcomes outperformed those of previous approaches. Results for quality-of-service parameters include PDR (98.5 %), packet latency (0.019 s), throughput (0.98 Mbps), power consumption (9.75 mJ), network lifespan (5250 cycles), and PLR (1.5 %) for 100 nodes.

延长无线传感器网络(WSN)的使用寿命和降低功耗是目前传感器网络研究的重要目标。使用 WSN 时需要高能效的通信网络。此外,WSN 的能量还受到聚类、存储、通信容量、高配置复杂性、低通信速度和有限计算能力的限制。此外,在尽量减少 WSN 能量的情况下,选择簇头仍然很困难。本研究采用细菌觅食优化与和谐搜索算法(Bacterial Foraging Optimization with Harmony Search Algorithm,BFO-HSA)对传感器节点(SN)进行聚类。为了最大限度地选择簇头,消除延迟、缩短距离和稳定能耗是研究的主要目标。在 WSN 中,由于这些限制,最大限度地利用能源资源是一个关键问题。通过使用基于跨层的机会主义路由协议(CORP),降低网络开销,从而动态地找到最快的路径。使用建议的方法对 PDR、数据包延迟、吞吐量、功耗、网络寿命、数据包丢失率和错误估计进行了评估;结果优于以前的方法。服务质量参数的结果包括 100 个节点的 PDR(98.5%)、数据包延迟(0.019 秒)、吞吐量(0.98 Mbps)、功耗(9.75 mJ)、网络寿命(5250 个周期)和 PLR(1.5%)。
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引用次数: 0
Optimized quantum LSTM using modified electric Eel foraging optimization for real-world intelligence engineering systems 利用改进的电鳗觅食优化技术优化量子 LSTM,用于真实世界的智能工程系统
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-02 DOI: 10.1016/j.asej.2024.102982
Mohammed A.A. Al-qaness , Mohamed Abd Elaziz , Abdelghani Dahou , Ahmed A. Ewees , Mohammed Azmi Al-Betar , Mansour Shrahili , Rehab Ali Ibrahim

The integration of metaheuristics with machine learning methodologies presents significant advantages, particularly in optimization and computational intelligence. This amalgamation leverages the global search capabilities of metaheuristics alongside the pattern recognition and predictive prowess of machine learning, facilitating enhanced convergence rates and solution quality in complex problem spaces. The Quantum Long Short-Term Memory (QLSTM) emerges as a highly efficient deep learning model tailored to tackle such intricate engineering problems. The QLSTM's architecture, comprising data encoding, variational, and quantum measurement layers, facilitates the effective encoding and processing of civil engineering data, leading to heightened prediction accuracy. However, the task of determining optimal values for QLSTM parameters presents challenges due to its NP-problem nature and time-consuming characteristics. To address this, we propose an alternative technique to optimize the QLSTM based on a modified Electric Eel Foraging Optimization (MEEFO). The MEEFO is a modified version of the original EEFO that applies triangular mutation operators to boost the search capability of the traditional EEFO. Thus, the MEEFO optimizes the QLSTM and boosts its prediction performance. To validate the efficacy of our proposed method, we conduct comprehensive experiments utilizing five real-world engineering datasets related to construction and structure engineering. The evaluation outcomes unequivocally demonstrate that the MMEFO significantly enhances the performance of the QLSTM.

元启发式方法与机器学习方法的结合具有显著优势,尤其是在优化和计算智能方面。这种融合利用了元启发式的全局搜索能力以及机器学习的模式识别和预测能力,有助于提高复杂问题空间的收敛速度和解决方案的质量。量子长短期记忆(QLSTM)是为解决此类复杂工程问题而量身定制的高效深度学习模型。QLSTM 的架构包括数据编码层、变异层和量子测量层,有助于有效编码和处理土木工程数据,从而提高预测精度。然而,由于其 NP 问题的性质和耗时的特点,确定 QLSTM 参数最佳值的任务面临着挑战。针对这一问题,我们提出了一种基于改进的电鳗觅食优化(MEEFO)的 QLSTM 优化替代技术。MEEFO 是原始 EEFO 的改进版,它应用三角突变算子来提高传统 EEFO 的搜索能力。因此,MEEFO 可优化 QLSTM 并提高其预测性能。为了验证我们提出的方法的有效性,我们利用五个与建筑和结构工程相关的实际工程数据集进行了综合实验。评估结果清楚地表明,MMEFO 显著提高了 QLSTM 的性能。
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引用次数: 0
Flow analysis in different geometries for optimization of exhaust manifold in a locomotive diesel engine 优化机车柴油发动机排气歧管的不同几何形状流动分析
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-02 DOI: 10.1016/j.asej.2024.102974
Sule Apaydin , Nimeti Doner

A well-designed exhaust manifold has a positive effect on the efficiency of an engine and exhaust emissions. If the dimensions and geometric structure of the exhaust manifold are not designed in accordance with the pressure fluctuations of the fluid, this will have a negative effect on the velocity, temperature, density and pressure of the flow. In view of this and the high production costs of locomotive diesel engines, the pressure and velocity distributions in the exhaust manifold of a six-cylinder locomotive engine are investigated numerically in this study. Two different designs for the diesel engine are studied, taking into consideration the area in which the exhaust manifold will be mounted and the other engine parts. The pressure and velocity variations of the exhaust manifolds are compared via a computational fluid dynamics analysis, and analyses are performed using test data from a heavy-duty diesel engine at different power values (225, 450, 675, and 900 HP) and 1500 rpm, with the aim of finding the optimal design. Since the diameters at the cylinder outlets cannot be changed, the designs are created to fit within the existing area of the engine area The exhaust outlet is located in the middle of the manifold in the first model examined here, and is positioned close to the right-hand side of the manifold in the second model (the existing configuration). It is found that the flow becomes more efficient in the model in which the outlet is in the middle of the exhaust manifold.

设计合理的排气歧管对发动机的效率和废气排放有积极影响。如果排气歧管的尺寸和几何结构设计不符合流体的压力波动,则会对气流的速度、温度、密度和压力产生负面影响。鉴于此以及机车柴油发动机的高生产成本,本研究对一台六缸机车发动机排气歧管中的压力和速度分布进行了数值研究。考虑到排气歧管的安装区域和发动机的其他部件,研究了柴油发动机的两种不同设计。通过计算流体动力学分析比较了排气歧管的压力和速度变化,并使用重型柴油发动机在不同功率值(225、450、675 和 900 HP)和 1500 转/分转速下的测试数据进行了分析,目的是找到最佳设计。由于气缸出口的直径无法改变,因此设计时要考虑到发动机现有的面积。结果发现,在排气口位于排气歧管中间的模型中,流量效率更高。
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引用次数: 0
Intelligent classification of construction quality problems based on unbalanced short text data mining 基于非平衡短文本数据挖掘的建筑质量问题智能分类
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-01 DOI: 10.1016/j.asej.2024.102983
Dan Wang , Kai Yin , Hailong Wang

Construction Quality Management (CQM) is important for achieving project quality objectives. Currently, CQM is mainly achieved through cyclical inspections and various tests and subsequent analysis of the generated text records. These texts record various construction quality problems (CQPs) that need to be categorized and analyzed by quality managers. However, the current classification and analysis of CQPs is mainly achieved by manual analysis or natural language processing (NLP), the former is time-consuming and labor-intensive, while the latter improves the processing efficiency but is limited by the classification perspective and fails to fully capture the root causes of the CQPs. CQPs text usually describes the problems based on the inspection area, and multiple types of problems may exist simultaneously in each record. The previous classification model of CQPs based on sub-projects can only distinguish the frequent quality problems of sub-projects but cannot analyze the essential characteristics of CQPs, and ignores the comprehensive characteristics of CQPs, such as short text and unbalanced data. Therefore, aiming at the problem of mixed text information and diverse categories of CQPs, this study constructs a TDA-WV-TextCNN model for automatic text categorization by combining the characteristics of unbalanced data and short text of CQPs, taking the actual on-site inspection reports from multiple sources as the data base, and determining the classification labels based on the perspective of CQPs result orientation. The model combines the part-of-speech-based Text Data Augmentation (TDA) method, Word2vec (WV) technique and Text Convolutional Neural Network (TextCNN) algorithm. The results show that the TDA-WV-TextCNN model has a short training time and a high accuracy in short text classification; the part-of-speech-based TDA method expands the small sample data by extracting the core feature words and the word position change, realizing the text data equalization and subsequently improving the accuracy of the model; multiple sources of data increase the diversity of data, redundant text increases the amount of data, both play an important role in improving the performance of the model, so the deletion of duplicate text is related to the model’s demand for the amount of data The research results provide a method to categorize quality reports quickly and accurately, which helps to construct the engineering quality knowledge system.

施工质量管理(CQM)对于实现项目质量目标非常重要。目前,CQM 主要通过周期性检查和各种测试以及随后对生成的文本记录进行分析来实现。这些文本记录了各种施工质量问题(CQP),需要质量管理人员对其进行分类和分析。然而,目前对 CQPs 的分类和分析主要通过人工分析或自然语言处理(NLP)来实现,前者耗时耗力,后者虽然提高了处理效率,但受限于分类角度,无法全面捕捉 CQPs 的根本原因。CQPs 文本通常根据检查区域来描述问题,每条记录中可能同时存在多种类型的问题。以往基于分项工程的 CQPs 分类模型只能区分出分项工程经常出现的质量问题,无法分析 CQPs 的本质特征,忽略了 CQPs 文本短小、数据不均衡等综合特征。因此,本研究针对 CQP 文本信息混杂、类别多样的问题,结合 CQP 数据不均衡、文本短小的特点,以多种来源的实际现场检测报告为数据基础,基于 CQP 结果导向的视角确定分类标签,构建了文本自动分类的 TDA-WV-TextCNN 模型。该模型结合了基于部分语音的文本数据增强(TDA)方法、Word2vec(WV)技术和文本卷积神经网络(TextCNN)算法。结果表明,TDA-WV-TextCNN 模型训练时间短,短文分类准确率高;基于部分语音的 TDA 方法通过提取核心特征词和词位变化,扩展了小样本数据,实现了文本数据均衡化,从而提高了模型的准确率;多源数据增加了数据的多样性,冗余文本增加了数据量,两者对提高模型的性能都有重要作用,因此删除重复文本关系到模型对数据量的需求 研究成果提供了一种快速准确地对质量报告进行分类的方法,有助于构建工程质量知识体系。
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引用次数: 0
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Ain Shams Engineering Journal
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