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Key challenges and coping strategies for performance-based contracts in Urban road maintenance 城市道路养护绩效合同的主要挑战和应对策略
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-30 DOI: 10.1080/02533839.2023.2238776
Jyh-Bin Yang, C. Tseng, Jia-Ruey Chang, Chia-Ming Liu
ABSTRACT Many governments worldwide have recently adopted and recognized the value of performance-based contracts (PBCs) in various sectors. Research teams have developed an innovative PBC for urban road maintenance (URM) and implemented a one-year pilot program in an administrative district of Taipei City, Taiwan, in which the preliminary benefits of the pilot program for stakeholders have been proven but not sufficient for long-term contracts and citywide implementation. This study developed a five-perspective balanced scorecard (BSC) approach, adding an additional social environment perspective to examine the outcomes of strategic planning and performance evaluation for URM. This study organized two focus group interviews with 30 pilot program participants to highlight the key challenges and develop key coping strategies (KCSs). Identified key challenges were transformed into key success factors (KSFs) using the BSC approach. Among identified KCSs, attracting good contractors to participate, setting appropriate performance indicators and thresholds, enhancing the professional ability of the authority staffs, and establishing PBC bidding template documents are the most valuable strategies. The significant outcomes are organized into a correspondence diagram of the KSFs and KCSs, which serve as a benchmark for city road authorities when implementing PBCs to improve the performance of URM.
世界各地的许多政府最近在各个部门采用并认识到绩效合同(PBCs)的价值。研究团队开发了一种创新的城市道路养护(URM) PBC,并在台湾台北市的一个行政区域实施了为期一年的试点计划,其中试点计划对利益相关者的初步效益已得到证实,但不足以长期合同和全市范围内的实施。本研究发展了一个五视角的平衡计分卡(BSC)方法,增加了一个额外的社会环境视角来检验城市资源管理战略规划和绩效评估的结果。本研究对30名试点项目参与者组织了两次焦点小组访谈,以突出关键挑战并制定关键应对策略(KCSs)。使用平衡计分卡方法将确定的关键挑战转化为关键成功因素(ksf)。在确定的kcs中,吸引优秀的承包商参与、设置合适的绩效指标和门槛、提升权威人员的专业能力、建立PBC招标模板文件是最有价值的策略。重要的成果被组织成ksf和kcs的对应图,作为城市道路当局在实施PBCs以提高URM绩效时的基准。
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引用次数: 0
Combining varying training data-based artificial intelligence models for energy price forecasting 结合基于不同训练数据的人工智能模型进行能源价格预测
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-26 DOI: 10.1080/02533839.2023.2238761
N. Rani, S. K. Aggarwal, Sanjeev Kumar
ABSTRACT In this work, the price-forecasting accuracy of an ensemble of seasonal auto-regressive integrated moving average (SARIMA), multiple linear regression (MLR), feed-forward neural network (FFNN), and radial basis function (RBF) network models has been assessed in a single series modeling framework. The methodology involved training the individual models using past data windows of varying sizes and making the forecast for the next five days on a daily rolling basis. The hourly spot price data of the Iberian Electricity Market (MIBEL) is selected as the test case system. All the models have been tested on high and low-volatile data sets to assess their forecasting abilities. The forecast performance has also been assessed by participating in a real-time forecasting competition and comparing it with the earlier models proposed in the literature. The results show that the ensemble model is effective in producing better forecasts. But its forecast accuracy is greatly affected by the size of the training window and the combination of various models. The ensemble of the FFNN and RBF network models performs best when conditions are volatile. Moreover, during volatile periods it is better to use a small window size for training as compared to a large window size.
摘要本文在单一序列建模框架中评估了季节性自回归综合移动平均(SARIMA)、多元线性回归(MLR)、前馈神经网络(FFNN)和径向基函数(RBF)网络模型的价格预测精度。该方法包括使用过去不同大小的数据窗口来训练单个模型,并在每天滚动的基础上对未来五天进行预测。选择伊比利亚电力市场(MIBEL)的每小时现货价格数据作为测试用例系统。所有的模型都在高和低波动数据集上进行了测试,以评估它们的预测能力。通过参与实时预测竞赛并将其与文献中提出的早期模型进行比较,还对预测性能进行了评估。结果表明,该集成模型能够有效地进行较好的预测。但其预测精度受训练窗口大小和各种模型组合的影响较大。当条件不稳定时,FFNN和RBF网络模型的集成效果最好。此外,在不稳定时期,与使用大窗口大小相比,使用小窗口大小进行训练更好。
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引用次数: 0
Machine learning multilayer perceptron method for building information modeling application in engineering performance prediction 机器学习多层感知器方法在建筑信息建模中的应用
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-26 DOI: 10.1080/02533839.2023.2238765
Wen-Bin Chiu, Luh-Maan Chang
ABSTRACT The engineering design process has fundamentally impacted the life cycle of construction projects and notably, the engineering performance is significantly measured in delivering projects. Previous studies on engineering performance have established the cause–effect relationships between project variables and performance measures. Recently, the building information modeling (BIM) application has reformed how owners execute the engineering, construction, commissioning, and operation in the industry. There has been an increasing focus in finding the benefits of BIM on project performance, however, a minor focus has been given to engineering performance. This paper proposes an artificial neural network (ANN) machine learning multilayer perceptron (MLMP) method and linear regression (LR) that correlates the use of BIM with engineering performance for better construction project assessment. The conclusions reveal a high-level correlation measure between BIM use inputs and engineering performance outputs and further methods for evaluating the engineering performance. Furthermore, we achieved and validated the best prediction by leveraging data from 60 samples using the MLMP and LR models.
工程设计过程从根本上影响了建设项目的生命周期,值得注意的是,工程绩效在交付项目中得到了显著的衡量。以往的工程绩效研究已经建立了项目变量与绩效指标之间的因果关系。近年来,建筑信息模型(BIM)的应用改变了行业中业主执行工程、施工、调试和运营的方式。人们越来越关注BIM对项目绩效的好处,然而,对工程绩效的关注却很少。本文提出了一种人工神经网络(ANN)机器学习多层感知器(MLMP)方法和线性回归(LR)方法,将BIM的使用与工程绩效联系起来,以便更好地评估建筑项目。结论揭示了BIM使用投入与工程绩效产出之间的高度相关性度量,以及评估工程绩效的进一步方法。此外,我们利用MLMP和LR模型利用60个样本的数据实现并验证了最佳预测。
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引用次数: 0
Microbes in bioconcrete technology: exploring the fundamentals and state-of-the-art findings for advancing civil engineering 生物混凝土技术中的微生物:探索推进土木工程的基础和最新发现
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-25 DOI: 10.1080/02533839.2023.2238789
Mohammad Rizwan Bhina, A. H. Wibowo, Kuang‐Yen Liu, Waseem Khan, M. Salim
ABSTRACT The bioconcrete technology on cementitious composites over the past years has brought us the application of microbes on concrete materials with self-healing ability. Certain microbes, such as bacteria, algae, and fungi, have been identified as able to enhance the strength of concrete and other properties, including durability, resistance, self-healing, and others. The key ability of those microbes is their capability to induce calcite biomineralization, which is also known as microbiologically induced calcium carbonate precipitation. This ability allows microbes to produce calcites under specific biochemical reactions comparable with the bonding material in cement concrete, thus enhancing concrete properties and healing microcracks before further propagation occurs. However, each microbe has its own characteristic that brings certain challenges and benefits to its application, considering the reactants, products, availability, survivability, sustainability, etc. Although many studies have been done in this field, the microbes, cultivations treatments, testing methods, and obtained outputs vary between one finding and another. This paper discloses both the fundamental and state-of-the-art bioconcrete findings for different types of microbes.
近年来胶凝复合材料的生物混凝土技术为我们带来了微生物在具有自愈能力的混凝土材料上的应用。某些微生物,如细菌、藻类和真菌,已经被确定能够提高混凝土的强度和其他性能,包括耐久性、抵抗力、自我修复等。这些微生物的关键能力是它们诱导方解石生物矿化的能力,这也被称为微生物诱导的碳酸钙沉淀。这种能力使微生物能够在特定的生化反应下产生方解石,类似于水泥混凝土中的粘合材料,从而提高混凝土的性能,并在进一步扩展之前修复微裂缝。然而,每种微生物都有自己的特点,考虑到反应物、产物、可用性、生存能力、可持续性等,这给其应用带来了一定的挑战和好处。尽管在这一领域已经进行了许多研究,但不同的研究结果之间的微生物、培养、处理、测试方法和获得的结果各不相同。本文揭示了不同类型微生物的基本和最新的生物混凝土发现。
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引用次数: 0
Nonlinear Lyapunov-based control of a misaligned heteropolar magnetic bearing system 偏心异极磁轴承系统的非线性李雅普诺夫控制
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-19 DOI: 10.1080/02533839.2023.2227868
A. Mabrouk, Olfa Ksentini, N. Feki, M. Abbes, M. Haddar
ABSTRACT The dynamic behavior of an active magnetic bearing (AMB) mounted rotor was investigated through an analytical study conducted as part of this research work. A biased AMB model was developed, in which six electromagnets were supplied with a bias current I0 , and their respective control currents. The magnetic load was obtained through a differentiated driving mode based on the virtual displacement principle. Motion equations were formulated, and simulations were performed to investigate the dynamic response of the misaligned AMB mounted on a high-speed rotor, considering rigid body motion, elastic motion, gyroscopic effect, shear deformation effect, and internal damping. Subsequently, a nonlinear novel direct Lyapunov-based controller derived from an energetic approach was applied and compared to an optimal regulator based on Hamilton-Jacobi-Bellman (HJB) equations. The Linear Quadratic Riccati (LQR) method required less energy, as expected, but the Lyapunov method was more efficient and demonstrated its ability to asymptotically control the plant instability as well as the misalignment effect. Finally, the method was applied to a milling machine spindle, and the controller was still able not only to handle the cutting forces generating disturbances but also to overcome the defect effect without any oscillation.
通过分析研究,研究了安装在主动磁轴承(AMB)上的转子的动态行为。建立了一个有偏置电流的AMB模型,其中6个电磁铁具有1 0的偏置电流,以及它们各自的控制电流。通过基于虚位移原理的差动驱动方式获得磁负载。在考虑刚体运动、弹性运动、陀螺仪效应、剪切变形效应和内部阻尼的情况下,建立了运动方程,并进行了仿真研究。随后,应用了一种基于lyapunov的非线性控制器,并将其与基于Hamilton-Jacobi-Bellman (HJB)方程的最优调节器进行了比较。线性二次Riccati (Linear Quadratic Riccati, LQR)方法所需能量较少,但Lyapunov方法效率更高,并证明了其对植物不稳定性和失调效应的渐近控制能力。最后,将该方法应用于铣床主轴,控制器既能处理产生扰动的切削力,又能克服缺陷效应而不产生振荡。
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引用次数: 0
Design an RPA model for the fulfillment process in an SAP ERP system 为SAP ERP系统的实施流程设计一个RPA模型
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-03 DOI: 10.1080/02533839.2023.2227869
Thon-Da Nguyen, Hoanh-Su Le, Trung-Thanh Ho, Quang-Hung Nguyen, H. Truong
ABSTRACT RPA is an emerging technology today. Thanks to this, businesses have saved much time and labor costs. This article aims to improve the performance of employees in creating sales orders on ERP Systems, especially Fiori, a web-based ERP system. The article proposes an RPA framework to support employees in creating sales orders faster than usual. In the article, the Uipath, one of the well-known tools for robotic process automation, is used. Thanks to the UiPath, we design a framework and RPA system to create faster and more effective sales orders. Experimental results show that our robotic process automation system is three times faster than the time it takes for students who are used to the process and manual input for the order and payment process and ten times more than the time taken by students who are not familiar with the process and manual information for the order and payment process.
RPA是当今新兴的技术。因此,企业节省了大量的时间和人力成本。本文旨在提高员工在ERP系统上创建销售订单的绩效,特别是Fiori,一个基于web的ERP系统。本文提出了一个RPA框架,以支持员工比平常更快地创建销售订单。在本文中,使用了机器人过程自动化的知名工具之一Uipath。由于UiPath,我们设计了一个框架和RPA系统,以创建更快,更有效的销售订单。实验结果表明,我们的机器人流程自动化系统比熟悉订单和支付流程的流程和人工输入的学生的时间快3倍,比不熟悉订单和支付流程和人工信息的学生的时间快10倍。
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引用次数: 0
A formation cooperative reconnaissance strategy for multi-UGVs in partially unknown environment 部分未知环境下多ugv编队协同侦察策略
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-06-29 DOI: 10.1080/02533839.2023.2227879
Haojie Zhang, Tiantian Yang, Zhibao Su
ABSTRACT Recently, multiple unmanned ground vehicles (multi-UGVs) have attracted a great deal of attention as viable solutions to a wide variety of military and civilian applications. Among many topics in the field of multi-UGVs, the formation cooperative reconnaissance is of great importance, which helps to concentrate firepower to suppress and eliminate the suspicious enemies. This paper presents a formation cooperative reconnaissance strategy for multi-UGVs to explore all the unknown areas in the environment, which is similar to the human soldiers paraded on patrol. First, the frontier-based exploration algorithm is proposed to get the reconnaissance targets in the unknown areas which is modeled as a global grid map. Then, A*-based multi-target path planning is applied to find the right exploring order of reconnaissance targets. Lastly, the distance-angle leader-follower formation control laws are designed to make the multi-UGVs rapidly form a desired formation after assigning a reconnaissance goal. The experiment results show that all the reconnaissance targets are searched and explored. The follower UGVs are gradually adjusting their position and orientation to follow the leader UGV while moving to each reconnaissance target sequentially. The motion of the multi-UGVs is reliable. Especially, the average position and heading errors of formation are less than 0.2%.
近年来,多用途无人地面车辆(multi- ugv)作为广泛的军事和民用应用的可行解决方案引起了人们的广泛关注。在多ugv领域的众多研究课题中,编队协同侦察对于集中火力压制和消灭可疑敌人具有十分重要的意义。本文提出了一种类似于人类士兵列队巡逻,探索环境中所有未知区域的多ugv编队协同侦察策略。首先,提出了基于边界的探测算法,将未知区域的侦察目标建模为全局网格图;然后,应用基于A*的多目标路径规划,确定侦察目标的正确探测顺序;最后,设计了距离-角度leader-follower编队控制律,使多ugv在指定侦察目标后迅速形成理想的编队。实验结果表明,该方法对所有侦察目标都进行了搜索和探测。跟随UGV在向每个侦察目标依次移动的同时,逐渐调整自身的位置和方向以跟随领队UGV。多ugv的运动可靠。特别是编队的平均位置和航向误差均小于0.2%。
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引用次数: 0
A novel approach of RSM-based TOPSIS-JAYA algorithm for optimization of ECM process parameters 基于rsm的TOPSIS-JAYA算法优化ECM工艺参数
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-06-29 DOI: 10.1080/02533839.2023.2227876
Anil Chourasiya, C. M. Krishna, S. Hsiau
ABSTRACT Optimization of parameters of electrochemical machining (ECM) has attracted attention of many researchers of late, for making use of the full capability of the machine and in that process, material removal rate (MRR), over cut diameter (OC-Diameter), and over cut depth (OC-Depth) can be improved. With this objective, in this work, ECM set up has been made, experiments are conducted systematically, and process parameters are optimized by applying hybrid Technique of Order Preference by Similarity to the Ideal Solution-JAYA algorithm. Response surface methodology (RSM) based experimental design is considered with AISI P20+Ni steel as anode, tungsten wire as cathode, and NaCl as electrolyte. Regression models developed from RSM are validated successfully by conducting additional set of experiments and predictive values are compared with actual results. MATLAB code is prepared to determine optimum combination of machining process parameters applying TOPSIS-JAYA algorithm in multi-objective optimization context. Results indicated that optimum values are obtained for higher values of voltage, feed, electrolyte concentration, and lower value of tool diameter. The weights of MRR, OC-Depth, and OC-Diameter are varied in TOPSIS and sensitivity analysis is carried out.
摘要电化学加工(ECM)的参数优化是近年来备受关注的问题,其目的是为了充分利用机床的加工能力,提高材料去除率(MRR)、过切直径(OC-Diameter)和过切深度(OC-Depth)。为此,本文建立了ECM模型,系统地进行了实验,并采用与理想解- jaya算法相似的顺序偏好混合技术对工艺参数进行了优化。以aisip20 +Ni钢为阳极,钨丝为阴极,NaCl为电解液,采用响应面法(RSM)设计实验。通过附加实验验证了基于RSM的回归模型,并将预测值与实际结果进行了比较。编写了MATLAB代码,在多目标优化环境下应用TOPSIS-JAYA算法确定加工工艺参数的最佳组合。结果表明,电压、进给量、电解液浓度越高,刀具直径越小,得到的最佳切削量越高。TOPSIS中MRR、OC-Depth和OC-Diameter的权重不同,并进行敏感性分析。
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引用次数: 0
Investigation of mechanical, metallurgical and corrosion characteristics of friction stir welded dissimilar AA 5052-H32 and AA 6061-T6 joints 不同AA 5052-H32和AA 6061-T6搅拌摩擦焊接接头力学、冶金和腐蚀特性的研究
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-06-29 DOI: 10.1080/02533839.2023.2227875
S. Balamurugan, K. Jayakumar, C. Nandakumar, Hsiau Shu-San, Liu, De-Shin
ABSTRACT Welding is used for fabricating various components to increase the application of aluminum alloys. When compared to fusion welding, friction stir welding (FSW) is used to join non-ferrous and ferrous with similar and dissimilar materials with fewer defects. In the present work, FSW was carried out between 5 mm thick plates of solid solution-strengthened AA 5052-H32 and precipitate-strengthened AA 6061-T6 alloys. The plates were welded at tool rotational speeds (TRS) of 800, 950, and 1100 rpm. Furthermore, a salt spray test was conducted on both base metals and FSW joints. The scanning electron microscope was accustomed to examining the microstructure of the base metals and different zones. Mechanical characterization was performed to determine the welds’ strength and hardness. The phase examination was then performed on the weld nugget zone using X-Ray Diffraction (XRD). To determine the mode of failure, the tensile fracture surfaces of the welded samples were inspected. The study found that the joint prepared at 950 rpm yielded maximum tensile strength of 174.3 MPa, % elongation of 13.8% and a higher hardness of 72 HV related to other joints. The corrosion test results exposed an enhancement in corrosion resistance of maximum tensile strength obtained from the welded joint
焊接是制造各种零件以增加铝合金应用的一种方法。与熔焊相比,搅拌摩擦焊(FSW)用于连接有色金属和有色金属与相似和不同的材料,缺陷较少。本研究在固溶强化AA 5052-H32和析出强化AA 6061-T6合金的5 mm厚板间进行了FSW。在800、950和1100 rpm的刀具转速(TRS)下焊接钢板。此外,还对贱金属和FSW接头进行了盐雾试验。扫描电镜用于观察基体金属及其不同区域的显微组织。进行力学表征以确定焊缝的强度和硬度。然后利用x射线衍射(XRD)对焊缝熔核区进行物相分析。为了确定失效模式,对焊接试样的拉伸断口进行了检测。研究发现,在950 rpm转速下制备的接头抗拉强度为174.3 MPa,伸长率为13.8%,硬度为72 HV,高于其他接头。腐蚀试验结果表明,从焊接接头获得的最大抗拉强度的耐腐蚀性增强
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引用次数: 1
Line position optimization method for mountain roads based on slope stability and earthwork balance 基于边坡稳定性和土方平衡的山路线位置优化方法
IF 1.1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-06-29 DOI: 10.1080/02533839.2023.2227871
Pengru Wei, Ziyang Zhang, Xianghai Meng
ABSTRACT As the awareness of environmental protection and safety becomes increasingly important in route design, it is crucial to emphasize line position optimization of mountain roads in sloped sections. In this study, we devised a combined optimization factor (F), which includes the displacement mutation factor (F 1 ), two types of energy mutation factors (F 2 and F 3 ), and the regional earthwork balance factor (F 4 ), to measure the optimization options. We then applied this combined factor to a rural road in Gansu Province, China, to calculate and compare the different line position optimization results according to numerical calculation models. This method allowed the selection of a better optimization option (b = 2.5 m) as the final result. From a short-term perspective, the proposed method can ensure the slope stability and balance earthwork quantities in mountain road sections, as well as promote environmental protection. In addition, this method can provide an optimization concept for long-term application to engineering practices.
随着环保和安全意识在路线设计中的重要性日益提高,重视山区坡道路段的线路位置优化显得尤为重要。在本研究中,我们设计了一个组合优化因子(F),其中包括位移突变因子(f1)、两种能量突变因子(f2和f3)和区域土方平衡因子(f4),以衡量优化方案。然后,我们将这一组合因子应用于中国甘肃省的一条农村公路,根据数值计算模型计算和比较不同的线路位置优化结果。这种方法允许选择一个更好的优化选项(b = 2.5 m)作为最终结果。从短期来看,该方法既能保证山地公路路段的边坡稳定性,又能平衡土方工程量,促进环境保护。此外,该方法还为长期应用于工程实践提供了一种优化理念。
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引用次数: 0
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Journal of the Chinese Institute of Engineers
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