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Spatial modeling of geotechnical soil parameters: Integrating ground-based data, RS technique, spatial statistics and GWR model 岩土参数的空间建模:整合地基数据、RS 技术、空间统计和 GWR 模型
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.10.026
Ahmed J. Hama Rash , Loghman Khodakarami , Daban A. Muhedin , Madeh I. Hamakareem , Hunar Farid Hama Ali

Ensuring the availability of a cost-effective method to predict soil behavior is imperative for newly developed construction sites. This research aims to create a model that can estimate the spatial distribution of soil properties and compaction characteristics using the Inverse Distance Weighting (IDW) and Geographic Weighted Regression (GWR) methods within the study area, specifically in Koya city, situated in Erbil, Iraq. To determine these soil parameters, 27 soil samples were collected from the fields based on stratified random sampling, and then tested and analyzed in the laboratory. The IDW spatial interpolation technique and GWR method were then used to create a spatial distribution map of soil properties and compaction characteristics. In the GWR model, the calculated soil properties and compaction characteristics served as the dependent variable, while the Modified Normalized Difference Water Index (MNDWI) derived from the Landsat8 satellite image was the independent variable. This process resulted in a spatial distribution map showing the soil properties and compaction characteristics. The results indicated a strong correlation between the MNDWI water indexes and various soil parameters, including water content, liquid limit, plastic limit, optimum moisture content, and maximum dry density, with respective coefficient of determination (R2) values of 0.91, 0.97, 0.98, 0.95, and 0.96. Additionally, the assessment of the precision in this correlation indicates that the results maintain a satisfactory level of accuracy, as demonstrated by the Root Mean Square Error (RMSE) values, which are 2.86 for water content, 5.4 for liquid limit, and 3.85 for plastic limit, 2.9 for optimum moisture, and 13.86 for maximum dry density. By integrating satellite-derived MNDWI water indexes with soil parameters, a fast, accurate, and cost-effective method for estimating soil parameters and modeling their spatial distribution in the study area can be developed. Additionally, the findings suggest that the IDW method, implemented using spatial analyst tools, performed exceptionally well for mapping the study area. In conclusion, the results of this research can be utilized by land use planners, municipalities, policymakers, and engineers to develop practical and effective plans.

对于新开发的建筑工地来说,确保提供一种经济有效的方法来预测土壤行为是当务之急。本研究旨在创建一个模型,利用反距离加权法(IDW)和地理加权回归法(GWR)估算研究区域(特别是位于伊拉克埃尔比勒的科亚市)内土壤性质和压实特征的空间分布。为了确定这些土壤参数,采用分层随机抽样法从田间采集了 27 个土壤样本,然后在实验室进行了测试和分析。然后使用 IDW 空间插值技术和 GWR 方法绘制了土壤特性和压实特征的空间分布图。在 GWR 模型中,计算出的土壤特性和压实特征是因变量,而从 Landsat8 卫星图像中得出的修正归一化差异水指数(MNDWI)是自变量。通过这一过程,绘制出了显示土壤特性和压实特征的空间分布图。结果表明,MNDWI 水分指数与各种土壤参数(包括含水量、液限、塑限、最佳含水量和最大干密度)之间具有很强的相关性,其判定系数 (R2) 值分别为 0.91、0.97、0.98、0.95 和 0.96。此外,对这一相关性的精度评估表明,结果保持了令人满意的精度水平,这体现在均方根误差(RMSE)值上,含水量为 2.86,液限为 5.4,塑限为 3.85,最佳水分为 2.9,最大干密度为 13.86。通过将卫星衍生的 MNDWI 水分指数与土壤参数相结合,可以开发出一种快速、准确且经济有效的方法,用于估算土壤参数并对其在研究区域的空间分布进行建模。此外,研究结果表明,利用空间分析工具实施的 IDW 方法在绘制研究区域地图方面表现出色。总之,土地利用规划人员、市政当局、决策者和工程师可以利用本研究的结果来制定切实有效的计划。
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引用次数: 0
Learning deep feature fusion for traffic light detection 针对交通信号灯检测的深度特征融合学习
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.100066
Ehtesham Hassan , Yasser Khalil , Imtiaz Ahmad

Traffic light detection in real-world conditions is challenging because of the positioning of lights, variety in shapes and scales, and similarity with other objects. The paper presents a deep learning-based traffic light detection system by learning the fusion of handcrafted features. The handcrafted features for object detection focus on specific attributes such as shape, color, or texture. The objective of this work is to incorporate handcrafted features into the network learning process such that the resulting detector parameters are robust to input variations, sensor noise, and atmospheric noise. The proposed detection framework is based on the latest You only look once (YOLO) architecture, trained with the fusion of different information channels in the Integral Channel Features (ICF). The approach demonstrates a qualitative approach for identifying the optimal layer for additional feature injection in the network, and the selection of ICF channels to be applied for fusion. The validation of the proposed detector on the Bosch small traffic light dataset achieved the best mAP score of 55.70 % on the testing set. Further, a qualitative comparison of the proposed detector’s performance with that of other recent methods is presented, along with an analysis using auxiliary experiments.

现实世界中的红绿灯检测具有挑战性,因为红绿灯的位置、形状和比例各不相同,而且与其他物体相似。本文介绍了一种基于深度学习的交通灯检测系统,该系统通过学习融合手工制作的特征来进行检测。用于物体检测的手工特征侧重于特定属性,如形状、颜色或纹理。这项工作的目标是将手工制作的特征融入网络学习过程,从而使检测器参数对输入变化、传感器噪声和大气噪声具有鲁棒性。所提出的检测框架基于最新的 "只看一次"(YOLO)架构,通过融合积分通道特征(ICF)中的不同信息通道进行训练。该方法展示了一种定性方法,用于确定网络中注入额外特征的最佳层,以及选择用于融合的 ICF 信道。在博世小型交通灯数据集上对所提出的检测器进行了验证,在测试集上取得了 55.70% 的最佳 mAP 分数。此外,还对所提出的检测器与其他最新方法的性能进行了定性比较,并利用辅助实验进行了分析。
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引用次数: 0
Fuzzy logic-based Energy Management System (EMS) of hybrid power sources: Battery/Super capacitor for electric scooter supply 基于模糊逻辑的混合动力能源管理系统(EMS):为电动滑板车供电的电池/超级电容器
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.07.008
Saied Boumediene , Abdelfatah Nasri , Tedjini Hamza , Chergui Hicham , Korhan Kayisli , Harish Garg

The use of electric motors instead of internal combustion engines has been increasing in the automotive industry, particularly over the past decade. Studies attempting to use electrical energy as the only source to obtain the required movement from the wheels have run into difficulties due to the limitations of electricity storage units. Li-ion batteries as a power source have shown some interesting characteristics, especially in electric vehicles, but there is still research for development in the storage device. Findings from this research recommend combining battery and supercapacitor technology to power an electric scooter. Both of these power sources are modulated for maximum efficiency in transferring energy to the motors. For this reason, a fuzzy logic-based control algorithm for energy management is developed to keep the battery and supercapacitor at their optimal states of charge (SOC), meet load demands during braking and counter-loading, and boost the energy system's independence. An electric scooter's performance under varying loads is simulated in MATLAB and Simulink to verify the effectiveness of the EMS. The simulation results findings validate the usefulness of the proposed approach and present the novel EMS as very good solution for energy management problem using the fuzzy logic expert system to take decision.

汽车行业越来越多地使用电动机代替内燃机,特别是在过去十年中。由于蓄电装置的限制,试图将电能作为车轮获得所需运动的唯一来源的研究遇到了困难。作为动力源的锂离子电池已显示出一些有趣的特性,特别是在电动汽车中,但在存储装置方面仍有研究有待开发。这项研究结果建议将电池和超级电容器技术结合起来,为电动滑板车提供动力。这两种电源都是通过调制来实现向电机传输能量的最高效率。为此,我们开发了一种基于模糊逻辑的能源管理控制算法,以保持电池和超级电容器处于最佳充电状态(SOC),满足制动和反负载时的负载需求,并提高能源系统的独立性。我们在 MATLAB 和 Simulink 中模拟了电动滑板车在不同负载下的性能,以验证 EMS 的有效性。仿真结果验证了所提方法的实用性,并表明新型 EMS 是利用模糊逻辑专家系统进行决策的能源管理问题的很好解决方案。
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引用次数: 0
Protective properties of AgNPs green-synthesized by Camellia sinensis on ovalbumin-induced allergic conjunctivitis 山茶花绿色合成的 AgNPs 对卵清蛋白诱发的过敏性结膜炎的保护作用
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.07.013
Meng Yang , Bin Zhu , Yupei Zhang , Qinhe Yang , Sara Amirpour Amraii

Allergic conjunctivitis is the main usual red eye cause influencing many people. Allergic conjunctivitis is like an umbrella that includes different types of clinical manifestations, from a mild but annoying form of IgE-dependent allergy to inhaled allergens to very severe forms such as keratoconjunctivitis. Cornea involvement in allergic conjunctivitis needs the steroids use, which can cause severe eye complications. Research on allergic conjunctivitis should focus more on more severe forms of eye allergies to gain a better the pathophysiology understanding of the disease, diagnosis methods should be standardized and new treatment methods should be suggested. In the recent study, due to high therapeutic effects of Camellia sinensis, we used its aqueous extract for green-synthesizing of the silver nanoparticles and allergic conjunctivitis treatment in the in vivo condition. UV–Vis spectroscopy, FE-SEM and TEM were used for characterization of nanoparticles. This research therefore evaluated the AgNPs@Camellia sinensis antiallergic potential in ovalbumin-induced allergic conjunctivitis and attempted to predict its mode of action. ELISA determined serum ovalbumin-specific total IgE, IgE and IgG. Clinical scores for allergic conjunctivitis induced by intraperitoneal ovalbumin sensitization and topical conjunctival challenge in Dunkin-Hartley guinea pigs were estimated after treatment with 10, 20, 40 and 80 µg kg−1 AgNPs@Camellia sinensis, 10 mg kg−1 chlorpheniramine, 30 mg kg−1 prednisolone, or 10 mL kg−1 PBS. Serum ovalbumin-specific total IgE, IgE and IgG decreased significantly (p < 0.01). The conjunctival tissue in AgNPs@Camellia sinensis treated guinea pigs had mild mononuclear infiltration compared to the PBS-treated ones, which had intense conjunctival tissue inflammatory infiltration. The 40 and 80 mg kg−1 AgNPs@Camellia sinensis treatment resulted in allergic conjunctivitis low clinical score.

过敏性结膜炎是影响许多人的主要常见红眼病。过敏性结膜炎就像一把伞,包括不同类型的临床表现,从轻微但令人讨厌的对吸入过敏原的 IgE 依赖性过敏,到非常严重的形式,如角膜结膜炎。过敏性结膜炎的角膜受累需要使用类固醇,而类固醇可引起严重的眼部并发症。过敏性结膜炎的研究应更多地关注更严重的眼部过敏,以便更好地了解该病的病理生理学,规范诊断方法,并提出新的治疗方法。在最近的研究中,由于山茶花具有很高的治疗效果,我们将其水提取物用于银纳米粒子的绿色合成和过敏性结膜炎的体内治疗。研究人员利用紫外可见光谱、FE-SEM 和 TEM 对纳米粒子进行了表征。因此,本研究评估了 AgNPs@Camellia sinensis 在卵清蛋白诱导的过敏性结膜炎中的抗过敏潜力,并试图预测其作用模式。ELISA测定血清卵清蛋白特异性总IgE、IgE和IgG。在使用 10、20、40 和 80 µg kg-1 AgNPs@Camellia sinensis、10 mg kg-1 氯苯那敏、30 mg kg-1 泼尼松龙或 10 mL kg-1 PBS 治疗后,对 Dunkin-Hartley 豚鼠经腹腔注射卵清蛋白致敏和局部结膜挑战诱发的过敏性结膜炎的临床评分进行了评估。血清卵清蛋白特异性总 IgE、IgE 和 IgG 显著下降(p < 0.01)。经 AgNPs@Camellia sinensis 处理的豚鼠结膜组织单核浸润较轻,而经 PBS 处理的豚鼠结膜组织炎症浸润较重。40 和 80 mg kg-1 AgNPs@Camellia sinensis 处理后,过敏性结膜炎的临床评分较低。
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引用次数: 0
Study tracking and erosion properties of modified nitrile butadiene rubber with nanoparticles by inclined plane test 通过斜面试验研究纳米颗粒改性丁腈橡胶的跟踪和侵蚀特性
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.100137
El-Sayed M. El-Refaie , L.S. Nasrat , M. Kh. Mohamed , I.A. Ibrahim

Occurrence of tracking and erosion on surface of polymer insulator leads to breakdown of these materials and has negative impact on their quality. Contaminants forms surface layer on insulators and chemically interact with it. This effect reduces smoothness of surface insulator and forms conducting paths. It allow passage of higher values of leakage current and cause ionization of field around insulator and rise temperature of surfaces, this leads to formation phenomenon of tracking and erosion.it cause deterioration, ageing and collapse of insulator, which affect safety of electric system. How to significantly enhance the tracking and erosion properties of nitrile butadiene rubber (NBR) are a major topic in electric insulators. With a view to enhancing the tracking and erosion properties of NBR used in power systems, nanoparticles are usually added to pure materials to enhance their electrical and physical properties. This work deals with experimental studies on tracking and erosion properties on NBR loaded with [0, 0.5, 1, 1.5, and 3 part per hundred part of rubber (Phr.)] titanium dioxide (TiO2) nanoparticles. Composite materials have been experimentally tested by inclined plane test (IPT) according to the ASTM D2303 standard. When it is necessary to explore a new insulating material, the inclined plane test is used. This is because IPT is used to evaluate the properties of laboratory modified polymers under different voltages. The times to track during the test were recorded. Data processing, analog to digital systems, and data acquisition have been used to measure leakage current passing through samples. When comparing result of leakage current measurements, it was noted that its value was lower for modified samples compared to virgin samples. This positive effect indicates to enhancement of NBR as a result of formation of stable chemical bonds.

聚合物绝缘体表面发生的跟踪和侵蚀会导致这些材料的分解,并对其质量产生负面影响。污染物在绝缘体表面形成表层,并与之发生化学作用。这种作用会降低绝缘体表面的光滑度,并形成导电路径。它允许更高的泄漏电流值通过,并导致绝缘体周围的电场电离和表面温度升高,从而形成跟踪和侵蚀现象。如何显著提高丁腈橡胶(NBR)的跟踪和侵蚀性能是电气绝缘子领域的一个重要课题。为了增强电力系统中使用的丁腈橡胶的跟踪和侵蚀特性,通常会在纯材料中添加纳米粒子,以增强其电气和物理特性。本研究涉及在丁腈橡胶中添加[0、0.5、1、1.5 和每百分之一橡胶(Phr.)]二氧化钛(TiO2)纳米粒子的跟踪和侵蚀特性实验研究。根据 ASTM D2303 标准,复合材料已通过斜面试验(IPT)进行了实验测试。当需要探索一种新的绝缘材料时,就会使用斜面试验。这是因为 IPT 可用于评估实验室改性聚合物在不同电压下的特性。测试过程中的跟踪时间都被记录下来。数据处理、模数转换系统和数据采集被用来测量通过样品的泄漏电流。在比较泄漏电流测量结果时发现,改性样品的泄漏电流值低于原始样品。这种积极影响表明,由于形成了稳定的化学键,丁腈橡胶的性能得到了提高。
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引用次数: 0
Prabhakar fractional simulations for natural convective hybrid nanofluid mixed with Cu and Al2O3 nanoparticles flowing through a channel Prabhakar 对混合了铜和 Al2O3 纳米颗粒的自然对流混合纳米流体流经通道的分数模拟
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.08.027
Ali Raza , Rifaqat Ali , Ali Hasan Ali , Suleman H. Alfalqi , Kalsoom Chishti

This study seeks to investigate the heat transfer analysis of hybrid nanofluids containing fractionalized water and kerosene oil, which flow through a vertical channel via convection. To represent the problem in terms of fractional partial differential equations, we utilized the Prabhakar time-fractional derivative, a recent advancement in the concept of fractional derivatives. The governing equations were then solved using physical initial and boundary conditions that include momentum, concentration, and energy equations. Stehfest and Tzou's Laplace inversion techniques are used to provide semi-analytical solutions for governed equations, such as temperature, concentration, and momentum profiles, and we applied the fractional Laplace transformation to find solutions in the transform domain. Furthermore, the resultant solutions in tabular form are also derived using Tzou and Stehfest's numerical methods for Laplace inversion to ensure the accuracy of our findings. According to our research, an increase in volumetric fraction causes a reduction in fluid velocity. Due to the physical properties of the investigated nanoparticles, the water-based hybrid nanofluid has a bigger effect on the temperature and momentum profile than the kerosene oil-based hybrid nanofluid.

本研究旨在探讨含有分馏水和煤油的混合纳米流体通过对流流经垂直通道时的传热分析。为了用分数偏微分方程表示问题,我们使用了 Prabhakar 时间分数导数,这是分数导数概念的最新进展。然后,利用包括动量、浓度和能量方程在内的物理初始条件和边界条件来求解支配方程。Stehfest 和 Tzou 的拉普拉斯反演技术用于为温度、浓度和动量剖面等控制方程提供半解析解,我们应用分数拉普拉斯变换来寻找变换域中的解。此外,我们还使用 Tzou 和 Stehfest 的拉普拉斯反演数值方法得出了表格形式的结果解,以确保研究结果的准确性。根据我们的研究,体积分数的增加会导致流体速度的降低。由于所研究的纳米粒子的物理特性,水基混合纳米流体比煤油基混合纳米流体对温度和动量曲线的影响更大。
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引用次数: 0
Exploring the rate of adoption and implementation depth of building information modeling (BIM): A case of Kuwait 探索建筑信息模型(BIM)的采用率和实施深度:科威特案例
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.10.044
Haya Al-Roumi , Ruqaya Al-Sabah

The Architecture, Engineering, and Construction (AEC) industry in the State of Kuwait has witnessed a decline in efficiency with most projects going above budget and past project deadlines. Building Information Modeling (BIM) creates a collaborative common-data working environment between various stakeholders leading to improved productivity and efficiency while also minimizing technical challenges, and reducing design errors. Moreover, adding the concept of time to the model (4D BIM) for the purposes of planning and scheduling further optimizes inter-disciplinary collaboration. The first phase of this research aims to evaluate current BIM adoption rates and implementation depth in Kuwait through a survey distributed to organizations in the Union of Kuwait Engineering Offices and Consultant Houses. The results indicated that the rate of BIM adoption, represented by whether or not organizations have used BIM in previous/current projects is relatively high. Implementation depth, represented by the percentage of projects for which BIM is being used, is concluded to be low. In terms of willingness to adopt BIM, most organizations use and are considering using BIM as a visualization tool. The second phase aims to examine the applicability of generating predefined process templates for Tract Houses in the northwest Sulibikhat area constructed by the Public Authority of Housing Welfare (PAHW) used for 4D BIM. The Process Pattern Recognition approach is applied to a BIM-based construction schedule where the schedule is extracted, decomposed, processed, and filtered. Relevant and potentially relevant processes are identified and verified leading to defined process templates. This research contributes to the AEC industry by aiding in transitioning from current Computer-Aided-Design (CAD) practices to BIM technology.

科威特国的建筑、工程和施工(AEC)行业效率下降,大多数项目都超出了预算和期限。建筑信息模型(BIM)为各利益相关方创造了一个协作共用数据的工作环境,从而提高了生产率和效率,同时也最大限度地减少了技术挑战和设计错误。此外,在模型中加入时间概念(4D BIM),用于规划和调度,可进一步优化跨学科协作。本研究的第一阶段旨在通过向科威特工程办公室和顾问公司联盟中的组织分发调查问卷,评估科威特目前的 BIM 采用率和实施深度。结果表明,BIM 的采用率(以组织是否在以前/当前项目中使用过 BIM 表示)相对较高。以正在使用 BIM 的项目百分比为代表的实施深度较低。在采用 BIM 的意愿方面,大多数组织使用或正在考虑使用 BIM 作为可视化工具。第二阶段的目的是检查生成预定义流程模板的适用性,该模板适用于公共住房福利局(PAHW)在西北苏里比哈特地区建造的用于 4D BIM 的 Tract Houses。流程模式识别方法适用于基于 BIM 的施工进度计划,对进度计划进行提取、分解、处理和过滤。对相关和潜在相关流程进行识别和验证,从而确定流程模板。这项研究有助于从当前的计算机辅助设计(CAD)实践过渡到 BIM 技术,从而为 AEC 行业做出贡献。
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引用次数: 0
Modification of strategic planning tools for planning financial sustainability in ‎higher education institutions 修改战略规划工具以规划高等教育机构的财务可持续性
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.11.015
Isam Y. Al-Filali , Reda M.S. Abdulaal , Suha M. Alawi , Anas A. Makki

Achieving financial sustainability is a critical challenge for Public higher education institutions ‎worldwide. This study aims to provide modified strategic planning tools for planning financial ‎sustainability in higher education institutions. The paper employs modified forms of three ‎strategic planning tools: a strategy map (SM), the balanced scorecard (BSC), and business-‎model-canvas (BMC), which were applied to support the analysis of planning financial ‎sustainability at King Abdulaziz University (KAU). These tools enhance the planning process ‎and contribute to the outcomes. The paper also draws a roadmap of key milestones for ‎financial sustainability at the university by identifying sources and indicators of the university's ‎financial capacity. This paper contributes to the literature on financial sustainability in higher ‎education institutions and offers novel insights for other universities that seek to adopt similar ‎plans. Furthermore, four recommendations are suggested to boost business development and ‎connect with the university investment network. These recommendations involve investing in ‎competent human resources, increasing financial assets, and utilizing technical capabilities. ‎Further research includes examining the applicability of this novel approach in other contexts ‎and identifying potential challenges and limitations of implementing and achieving financial ‎sustainability.

实现财务可持续性是全球公立高等教育机构面临的一项严峻挑战。本研究旨在提供经修改的战略规划工具,用于规划高等教育机构的财务可持续性。本文采用了三种战略规划工具的改进形式:战略地图(SM)、平衡计分卡(BSC)和业务模型画布(BMC),用于支持阿卜杜勒-阿齐兹国王大学(KAU)的财务可持续性规划分析。这些工具加强了规划过程并有助于取得成果。本文还通过确定大学财务能力的来源和指标,绘制了大学财务可持续性关键里程碑的路线图。本文为有关高等教育机构财务可持续性的文献做出了贡献,并为其他寻求采用类似计划的大学提供了新颖的见解。此外,本文还提出了四项建议,以促进业务发展并与大学投资网络建立联系。这些建议涉及投资于有能力的人力资源、增加金融资产和利用技术能力。进一步的研究包括探讨这种新方法在其他情况下的适用性,以及确定实施和实现财务可持续性的潜在挑战和局限性。
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引用次数: 0
A GRA-based approach for optimal selection of SALBP-1 assembly line balancing heuristics 基于 GRA 的 SALBP-1 装配线平衡启发式优化选择方法
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.11.019
Ahmad Mumani , Osama Abu-Farsakh , Sinan Obaidat , Amer Momani

Assembly line balancing is a compulsory approach which enables mass production of similar parts with proper efficacy. Multiple heuristics are proposed in literature to solve single model assembly line balancing problems (SALBP-1). Previous work has focused on developing and evaluating assembly line balancing heuristics and apply them to different fields. Other work investigates the factors affecting the performance of particular assembly line balancing heuristic. However, there is still a need for a guideline for selecting the most suitable heuristic for a particular application with insights into multiple performance measures. This research presents a grey relational analysis (GRA)-based approach to aid process designers in selecting the heuristic generating that yields the best line balancing. Specifically, combinations of factors of cycle time, order strength, number of tasks, and time variability are considered as operational setups of the line balancing process. The solution of each setup is solved by each heuristic, and the performance of the solution is evaluated. Then, GRA is applied to rank the heuristics on basis of the resulting grey rational grades. The proposed approach provides useful insights into the combinations suitable for a particular heuristic. In this study, time variability and cycle time are shown to have the greatest impact on the overall performance of the considered heuristics.

装配线平衡是一种强制性方法,它能以适当的效率大量生产类似零件。文献中提出了多种启发式方法来解决单一模型装配线平衡问题(SALBP-1)。以往的工作主要集中在开发和评估装配线平衡启发式算法,并将其应用于不同领域。其他工作则研究了影响特定装配线平衡启发式性能的因素。然而,我们仍然需要一个指导原则,以便为特定应用选择最合适的启发式,并对多种性能指标进行深入分析。本研究提出了一种基于灰色关系分析(GRA)的方法,帮助流程设计人员选择能产生最佳生产线平衡的启发式生成器。具体来说,周期时间、订单强度、任务数量和时间可变性等因素的组合被视为生产线平衡流程的操作设置。每个启发式求解每个设置的解决方案,并评估解决方案的性能。然后,应用 GRA 根据灰色合理等级对启发式进行排序。所提出的方法为了解适合特定启发式的组合提供了有用的见解。本研究表明,时间可变性和周期时间对所考虑的启发式方法的整体性能影响最大。
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引用次数: 0
Computer-based production planning, scheduling and control: A review 基于计算机的生产计划、调度和控制:综述
IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1016/j.jer.2023.09.027
Nnamdi Cyprian Nwasuka, Uchechukwu Nwaiwu

This research presents a review of computer-based production planning, scheduling, and control (CPPSC). The purpose of this study is to illustrate the progress made in the current research on the planning and control of production and scheduling. Twenty-two papers selected for this study focused on the recent trends, approaches, and problems associated with CPPSC. Progress in the manufacturing paradigm in engineering justified why CPPSC could be applied to a set of systems to increase the production of goods and services and to further highlight the relevance of the decisions made and why substantial progress was made in the development of the theory regarding decision making in each of those areas in the past. The integration of line balancing and process plan selection in the Smart Manufacturing System would lead to more efficient production processes, reduced downtime, and improved resource utilization. Additionally, it would provide a comprehensive view of the production environment, allowing for data-driven decision-making and optimization strategies. To demonstrate the effectiveness of this novelty approach, researchers could set up a real-world pilot in a manufacturing facility. They can compare production performance before and after implementing the AI-driven Smart Manufacturing System. Key performance indicators (KPIs) such as production throughput, machine utilization, cycle time, and lead time can be used to quantify the improvements. Furthermore, case studies and simulation scenarios can be used to validate the system's potential benefits in various manufacturing settings.

本研究综述了基于计算机的生产计划、调度和控制(CPPSC)。本研究的目的是说明当前在生产和调度的计划与控制方面的研究进展。本研究选取了 22 篇论文,重点讨论与 CPPSC 相关的最新趋势、方法和问题。工程制造范式的进步证明了为什么 CPPSC 可以应用于一系列系统,以提高商品和服务的产量,并进一步强调了所做决策的相关性,以及为什么过去每个领域的决策理论发展都取得了实质性进展。在智能制造系统中整合生产线平衡和流程计划选择,将提高生产流程的效率,减少停机时间,提高资源利用率。此外,它还能提供一个全面的生产环境视图,允许数据驱动决策和优化战略。为了证明这种新方法的有效性,研究人员可以在生产设施中进行实际试点。他们可以比较实施人工智能驱动的智能制造系统前后的生产绩效。关键性能指标(KPI),如生产吞吐量、机器利用率、周期时间和提前期,可用于量化改进效果。此外,还可以利用案例研究和模拟场景来验证系统在各种生产环境中的潜在优势。
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Journal of Engineering Research
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