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An Experimental Study on the Mechanical Properties of Low-Aluminum and Rich-Iron-Calcium Fly Ash-Based Geopolymer Concrete 低铝富铁钙粉煤灰基土工聚合物混凝土力学性能的试验研究
Q3 Engineering Pub Date : 2022-07-27 DOI: 10.46604/aiti.2022.10525
J. Widjajakusuma, I. Bali, G. Ng, Kevin Aprilio Wibowo
Limited studies have been conducted on low-aluminum and rich-iron-calcium fly ash (LARICFA)-based geopolymer concrete with increased strength. This study aims to investigate the mechanical characteristics of LARICFA-based geopolymer concrete, including its compressive strength, split tensile strength, and ultimate moment. The steps of this study include material preparation and testing, concrete mix design and casting, specimen curing and testing, and the analysis of testing results. Furthermore, the specimen tests consist of the bending, compressive, and split tensile strength tests. The results show that the average compressive strength and the ultimate moment of the geopolymer concrete are 38.20 MPa and 22.90 kN·m, respectively, while the average ratio between the split tensile and compressive strengths is around 0.09. Therefore, the fly ash-based geopolymer concrete can be used in structural components.
对具有增强强度的低铝富铁钙粉煤灰(LARIFA)基地质聚合物混凝土进行了有限的研究。本研究旨在研究基于LARIFA的地质聚合物混凝土的力学特性,包括其抗压强度、劈拉强度和极限弯矩。本研究的步骤包括材料制备和测试、混凝土配合比设计和浇筑、试样养护和测试以及测试结果分析。此外,试样试验包括弯曲、压缩和劈拉强度试验。结果表明,地质聚合物混凝土的平均抗压强度和极限弯矩分别为38.20MPa和22.90kN·m,而劈拉强度和抗压强度的平均比值约为0.09。因此,粉煤灰基地质聚合物混凝土可用于结构构件。
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引用次数: 1
Effects of Data Standardization on Hyperparameter Optimization with the Grid Search Algorithm Based on Deep Learning: A Case Study of Electric Load Forecasting 数据标准化对基于深度学习的网格搜索算法超参数优化的影响——以电力负荷预测为例
Q3 Engineering Pub Date : 2022-07-18 DOI: 10.46604/aiti.2022.9227
T. Ngoc, L. Dai, Lam Binh Minh
This study investigates data standardization methods based on the grid search (GS) algorithm for energy load forecasting, including zero-mean, min-max, max, decimal, sigmoid, softmax, median, and robust, to determine the hyperparameters of deep learning (DL) models. The considered DL models are the convolutional neural network (CNN) and long short-term memory network (LSTMN). The procedure is made over (i) setting the configuration for CNN and LSTMN, (ii) establishing the hyperparameter values of CNN and LSTMN models based on epoch, batch, optimizer, dropout, filters, and kernel, (iii) using eight data standardization methods to standardize the input data, and (iv) using the GS algorithm to search the optimal hyperparameters based on the mean absolute error (MAE) and mean absolute percent error (MAPE) indexes. The effectiveness of the proposed method is verified on the power load data of the Australian state of Queensland and Vietnamese Ho Chi Minh city. The simulation results show that the proposed data standardization methods are appropriate, except for the zero-mean and min-max methods.
本文研究了基于网格搜索(GS)算法的能源负荷预测数据标准化方法,包括零均值、最小最大值、最大值、十进制、sigmoid、softmax、中位数和鲁棒性,以确定深度学习(DL)模型的超参数。考虑的深度学习模型是卷积神经网络(CNN)和长短期记忆网络(LSTMN)。该过程包括(i)设置CNN和LSTMN的配置,(ii)基于epoch、batch、optimizer、dropout、filters和kernel建立CNN和LSTMN模型的超参数值,(iii)使用8种数据标准化方法对输入数据进行标准化,以及(iv)使用GS算法基于平均绝对误差(MAE)和平均绝对百分比误差(MAPE)指标搜索最优超参数。通过澳大利亚昆士兰州和越南胡志明市的电力负荷数据验证了该方法的有效性。仿真结果表明,除了零均值和最小最大值方法外,所提出的数据标准化方法是合适的。
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引用次数: 1
Measurement Accuracy of Ultrasound Viscoelastic Creep Imaging in Measuring the Viscoelastic Properties of Heterogeneous Materials 超声粘弹性蠕变成像在非均质材料粘弹性性能测量中的测量精度
Q3 Engineering Pub Date : 2022-06-14 DOI: 10.46604/aiti.2022.9592
Che-Yu Lin, Yi-Cheng Chen, Chin Pok Pang, Tung-Han Yang
Ultrasound viscoelastic creep imaging (UVCI) is a newly developed technology aiming to measure the viscoelastic properties of materials. The purpose of this study is to investigate the accuracy of UVCI in measuring the viscoelastic properties of heterogeneous materials that mimic pathological lesions and normal tissues. The finite element simulation is used to investigate the measurement accuracy of UVCI on three material models, including a homogeneous material, a single-inclusion phantom, and a three-layer structure. The measurement accuracy for a viscoelastic property is determined by the difference between the simulated measurement result of that viscoelastic property and its true value defined during the simulation process. The results show that UVCI in general cannot accurately measure the true values of the viscoelastic properties of a heterogeneous material, demonstrating the need to further improve the theories and technologies relevant to UVCI to improve its measurement accuracy on tissue-like heterogeneous materials.
超声粘弹性蠕变成像(UVCI)是一项旨在测量材料粘弹性特性的新技术。本研究的目的是研究UVCI在测量模拟病理损伤和正常组织的异质材料的粘弹性特性方面的准确性。使用有限元模拟研究了UVCI在三种材料模型上的测量精度,包括均匀材料、单包裹体模和三层结构。粘弹性性质的测量精度由该粘弹性性质模拟测量结果与其在模拟过程中定义的真实值之间的差来确定。结果表明,UVCI通常无法准确测量非均质材料粘弹性特性的真实值,这表明需要进一步改进与UVCI相关的理论和技术,以提高其在类组织非均质材料上的测量精度。
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引用次数: 1
Observer-Based Quadratic Guaranteed Cost Control for Linear Uncertain Systems with Control Gain Variation 具有控制增益变化的线性不确定系统基于观测器的二次保性能控制
Q3 Engineering Pub Date : 2022-06-09 DOI: 10.46604/aiti.2022.9252
Satoshi Hayakawa, Y. Hoshi, H. Oya
This study proposes a method for designing observer-based quadratic guaranteed cost controllers for linear uncertain systems with control gain variations. In the proposed approach, an observer is designed, and then a feedback controller that ensures the upper bound on the given quadratic cost function is derived. This study shows that sufficient conditions for the existence of the observer-based quadratic guaranteed cost controller are given in terms of linear matrix inequalities. A sub-optimal quadratic guaranteed cost control strategy is also discussed. Finally, the effectiveness of the proposed controller is illustrated by a numerical example. The result shows that the proposed controller is more effective than conventional methods even if system uncertainties and control gain variations exist.
针对具有控制增益变化的线性不确定系统,提出了一种基于观测器的二次保成本控制器设计方法。在该方法中,首先设计观测器,然后推导出保证给定二次代价函数上界的反馈控制器。利用线性矩阵不等式给出了基于观测器的二次型保成本控制器存在的充分条件。讨论了次优二次保证成本控制策略。最后,通过数值算例验证了所提控制器的有效性。结果表明,即使存在系统不确定性和控制增益变化,所提出的控制器也比传统方法更有效。
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引用次数: 0
Wave Transmission and Energy Dissipation in a Box Culvert-Type Slotted Breakwater 箱涵式开槽防波堤的波浪传输与消能
Q3 Engineering Pub Date : 2022-06-08 DOI: 10.46604/aiti.2022.9080
Nastain, Suripin, N. Yuwono, I. Sriyana
This research is conducted to examine the transmission wave and energy dissipation of a box culvert-type slotted breakwater, which is designed as a breakwater structure with a watertight wall at the top and a box culvert type hole at the bottom. The process involves physical modeling of this structure in the laboratory. The hole and wave parameters are varied to determine the breakwater performance. The results show that the transmission coefficient (KT) value is reduced as the relative hole height (hL/d) value is decreasing and the relative hole length (B/L) and wave steepness (H/L) values are increasing. The energy dissipation coefficient (KD) value increases with an increment in hL/d, H/L, and B/L but starts to decrease after reaching the maximum, which is the optimum H × B/L2 value. This optimum value is found to be 0.0034(hL/d)2.618 depending on the (hL/d) value, while the maximum KD value is recorded to be 0.70.
本研究是为了研究箱涵式开槽防波堤的传输波和能量耗散,该防波堤设计为顶部有防水墙,底部有箱涵式孔的防波堤结构。该过程包括在实验室中对该结构进行物理建模。孔和波浪参数的变化决定了防波堤的性能。结果表明,随着相对孔高(hL/d)值的减小,相对孔长(B/L)和波尖(H/L)值的增大,透射系数(KT)值减小。能量耗散系数(KD)值随着hL/d、H/L和B/L的增加而增加,但在达到最大值后开始减小,这是最佳的H×B/L2值。根据(hL/d)值,发现该最佳值为0.0034(hL/d)2.618,而最大KD值记录为0.70。
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引用次数: 0
Developing and Implementing an AI-Based Leak Detection System in a Long-Distance Gas Pipeline 基于人工智能的天然气长输管道泄漏检测系统的开发与实现
Q3 Engineering Pub Date : 2022-06-06 DOI: 10.46604/aiti.2022.8904
Te-Kwei Wang, Yu-Hsun Lin, Jian-Yuan Shen
This research proposes an artificial intelligence (AI) detection model using convolutional neural networks (CNN) to automatically detect gas leaks in a long-distance pipeline. The change of gap pressure is collected when leakage occurs in the pipeline, and thereby the feature of gas leakage is extracted for building the CNN model. The gas leak patterns in the long-distance pipeline are analyzed. A pipeline detection model based on AI technology for automatically monitoring the leaks is proposed by extracting the feature of gas leakage. This model is tested by collecting gas pressure data from an existing natural gas pipeline system starting from Mailiao to Taoyuan in Taiwan. The testing result shows that the reduced model of leak detection can be used to detect the leaks from the upstream and downstream pipelines, and the AI-based pipeline leak detection system can obtain a satisfactory result.
本研究提出了一种利用卷积神经网络(CNN)自动检测长输管道气体泄漏的人工智能(AI)检测模型。收集管道发生泄漏时间隙压力的变化,从而提取气体泄漏特征,构建CNN模型。分析了长输管道气体泄漏规律。通过提取气体泄漏特征,提出了一种基于人工智能技术的管道泄漏自动监测模型。通过收集台湾麦寮至桃园现有天然气管道系统的气体压力数据,对该模型进行了验证。测试结果表明,简化的泄漏检测模型可以用于检测上游和下游管道的泄漏,基于人工智能的管道泄漏检测系统可以获得满意的结果。
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引用次数: 0
Cement and Clay Bricks Reinforced with Coconut Fiber and Fiber Dust 椰子纤维和纤维粉尘增强水泥和粘土砖
Q3 Engineering Pub Date : 2022-05-31 DOI: 10.31357/ait.v2i3.5534
A. M. Rajapakse, D. Y. Mudunkotuwa, Sanura Naveen Sanjula, Kelum Nishantha, T. R. Bandara
For generations, Sri Lankans use cement bricks and clay bricks as common building materials in the construction field. This study investigates the feasibility of improving the strength while lowering the mass and thermal conductivity of bricks by adding coconut fiber or coconut fiber dust as a reinforcing material. Each reinforcing material is used in both clay and cement bricks. The mixtures are prepared according to varying volume ratios of the raw materials used. Coconut fibers are combed and cut into 4-5 cm pieces and dry coconut fiber dust is sieved using a 4 mm sieving mesh.  The mixture is prepared by hand mixing and the traditional processes are replicated in making the bricks. Tests are carried out to understand the variation of mass, compressive strength, thermal conductivity, and water absorption of the reinforced bricks in comparison to bricks with no reinforced material. The cement brick reinforced with coconut fiber achieves the expected results in the compressive strength test and thermal conductivity test but underperformed when comparing masses and water absorption. Clay bricks reinforced with coconut fiber dust show impressive results in compressive tests and with the addition of dust, the appearance seems to have changed. It is observed that reinforcing cement bricks with coconut fiber could double the compressive strength along with a 5% reduction in mass. Reinforcing clay bricks with coconut fiber dust increases its compressive strength by over 70% while decreasing the mass by over 30 %. The study proves that it is feasible to use reinforced coconut fiber or coconut fiber dust to improve the properties of both clay and cement bricks, while clay bricks reinforced with coconut fiber are an exception.
世世代代,斯里兰卡人在建筑领域使用水泥砖和粘土砖作为常见的建筑材料。本研究探讨了添加椰子纤维或椰子纤维粉尘作为增强材料,在提高砖的强度的同时降低砖的质量和导热系数的可行性。每种增强材料都用于粘土和水泥砖。根据所用原料的不同体积比制备混合物。将椰子纤维精梳并切成4-5厘米的碎片,用4毫米筛网筛干椰子纤维粉尘。这种混合物是通过手工混合制备的,在制作砖块时复制了传统的工艺。试验进行了了解的变化质量,抗压强度,导热性和吸水性的增强砖与砖没有增强材料。椰子纤维增强水泥砖在抗压强度和导热系数测试中达到预期结果,但在质量和吸水率测试中表现不佳。用椰子纤维粉尘加固的粘土砖在压缩测试中表现出令人印象深刻的结果,并且随着粉尘的加入,外观似乎发生了变化。用椰子纤维加固水泥砖,其抗压强度可提高一倍,质量可降低5%。用椰子纤维粉加固粘土砖,其抗压强度提高70%以上,质量降低30%以上。研究证明,使用增强椰子纤维或椰子纤维粉尘改善粘土砖和水泥砖的性能都是可行的,而椰子纤维增强粘土砖则是一个例外。
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引用次数: 0
Design and Simulation of a Novel Magnetic Microactuator for Microrobots in Lab-On-a-Chip Applications 一种用于微机器人芯片实验室应用的新型磁性微驱动器的设计与仿真
Q3 Engineering Pub Date : 2022-05-31 DOI: 10.31357/ait.v2i3.5521
Nisal Minula Perera Kankanige, Gihan Charith Premachandra Hanchapola Appuhamilage, S.K. Dodampegama, Ranjith Amarasinghe Yattowita Withanage
This article presents the design of a magnetic microactuator comprising soft magnetic material blocks and flexible beams. The modular layout of the proposed microactuator promotes scalability towards different microrobotic applications using low magnetic fields.  The presented microactuator consists of three soft magnetic material (Ni-Fe 4750) blocks connected together via two Polydimethylsiloxane (PDMS) semi-circular beams. A detailed design approach is highlighted giving considerations toward compactness, range of motion and force characteristics of the actuator. The actuator displacement and force characteristics are approximately linear in the magnetic field strength range of 80-160 kA/m. It can achieve maximum displacements of 111.6 µm (at 160 kA/m) during extension and 10.7 µm (at 80 kA/m) during contraction under no-load condition. The maximum force output of the microactuator, computed through a contact simulation, was 404.3 nN at a magnetic field strength of 160 kA/m. The microactuator achieved stroke angles up to 18.4 in a study where the microactuator was integrated with a swimming microrobot executing rowing motion using an artificial appendage, providing insight into the capabilities of actuating untethered microrobots.
本文介绍了一种由软磁材料块和柔性梁组成的磁性微驱动器的设计。所提出的微执行器的模块化布局促进了低磁场下不同微机器人应用的可扩展性。该微驱动器由三个软磁材料(Ni-Fe 4750)块组成,通过两个聚二甲基硅氧烷(PDMS)半圆梁连接在一起。详细的设计方法是强调考虑到紧凑性,运动范围和执行器的力特性。在80 ~ 160 kA/m的磁场强度范围内,驱动器的位移和力特性近似成线性关系。在空载条件下,拉伸时最大位移为111.6µm (160ka /m),收缩时最大位移为10.7µm (80ka /m)。在磁场强度为160 kA/m时,通过接触模拟计算出微致动器的最大输出力为404.3 nN。在一项研究中,微致动器实现了高达18.4的冲程角度,该微致动器与一个使用人工附件执行划船运动的游泳微型机器人集成在一起,为驱动无系绳微型机器人的能力提供了见解。
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引用次数: 1
Effectiveness of Rapid Transition to Online Learning During the Covid-19 Pandemic Covid-19大流行期间快速过渡到在线学习的有效性
Q3 Engineering Pub Date : 2022-05-26 DOI: 10.31357/ait.v2i2.5514
Thusyanthini Ramanathan, S. Peramunagama
COVID-19 is prevalent in almost every corner of the globe, meanwhile Sri Lanka is also experiencing it.  Higher education providers of the department of agriculture (extension and training division) had to rapidly transition their teaching programs to online learning and assessment. The purpose of this study was to investigate the effectiveness of online learning during the COVID-19 period. Accordingly, students from four different schools of agriculture (Paranthan, Palamuna, Vavuniya, and Palwehera) were purposively selected (n=210). Google form was used to collect data. The results revealed that 53.3% preferred a combination learning system of both traditional learning and online learning. Advantages of online learning were the ability of recording lectures as video (51.7%) and learn in a comfortable place (42.1%).  With regards to the obstacles to online learning during the COVID-19 technical problems significantly (91.9%) affected learning while reduced interaction with their teachers/instructors (43.8%) and poor learning environment at home (39%) also were considerable barriers. There was a statistical difference (p<0.05) between face-to-face and online learning in terms increase knowledge, practical skills, social competencies, and assessment methods. However, successful implementation of online learning into the curriculum requires a well-thought-out strategy and a more active approach.
COVID-19几乎在全球每个角落流行,斯里兰卡也在经历。农业部(推广和培训部)的高等教育提供者必须迅速将其教学计划转变为在线学习和评估。本研究的目的是调查在线学习在COVID-19期间的有效性。因此,有针对性地选择了来自四个不同农业学院(Paranthan, Palamuna, Vavuniya和Palwehera)的学生(n=210)。谷歌表格被用来收集数据。结果显示,53.3%的学生更喜欢传统学习和在线学习相结合的学习系统。在线学习的优点是可以将讲课录成视频(51.7%),在一个舒适的地方学习(42.1%)。关于新冠肺炎期间在线学习的障碍,技术问题严重(91.9%)影响了学习,与老师/讲师的互动减少(43.8%)和家庭学习环境差(39%)也是相当大的障碍。面对面学习与在线学习在增加知识、实践技能、社会能力和评估方法方面有统计学差异(p<0.05)。然而,在线学习的成功实施需要一个深思熟虑的策略和一个更积极的方法。
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引用次数: 0
Identify the Factors that Impact the Continuous Intention to Use Digital Wallets During the COVID – 19 Pandemic: An Empirical Study of Sri Lanka 确定影响COVID - 19大流行期间持续使用数字钱包的因素:斯里兰卡的实证研究
Q3 Engineering Pub Date : 2022-05-25 DOI: 10.31357/ait.v2i2.5448
Sanduni Madushanka Assalaarachchi
With the rapid development of technology, cashless payments were gained huge popularity among customers. Digital wallets, as a Fintech product, facilitate their customers to do mobile banking, mobile payments, and mobile trading more conveniently. COVID – 19 pandemic hit the world of a sudden, and Sri Lanka was also severely affected by this pandemic. Therefore, the Sri Lankan government has imposed lockdowns, quarantine curfews, and other travel restrictions to maintain the social distance among the citizens. Hence most of the day-to-day activities become the online basis. People used the internet to do their daily activities because of the convenience and the safety concerns during the COVID – 19 pandemics. Due to the travel restrictions, people were not able to travel, and they had no other choice rather than to use the online facilities to do their daily transactions. This study explores the factors that can impact the continuous intention to use digital wallets as an online payment method during the COVID – 19 pandemics. To identify these factors, questionnaires were distributed among 250 people. Correlation coefficient and multiple linear regression methods were mainly used to analyze the data obtained by the questionnaires. This analysis showed that convenience, security, usefulness, and social influence have a significant and positive impact on the usage of digital wallets. According to the following findings, this research can be concluded as these four factors can directly impact the continuous intention to use digital wallets during the COVID – 19 pandemics. Finally, this study also helps the digital wallet service providers to identify the areas they have to think critically to provide a better service to their customers.
随着科技的飞速发展,无现金支付在消费者中得到了极大的普及。数字钱包作为一种Fintech产品,可以让用户更方便地进行手机银行、手机支付、手机交易。2019冠状病毒病(COVID - 19)大流行突如其来,斯里兰卡也受到严重影响。因此,斯里兰卡政府采取了封锁、隔离宵禁等旅行限制措施,以保持公民之间的社交距离。因此,大多数日常活动都以在线为基础。在2019冠状病毒病大流行期间,出于便利和安全考虑,人们使用互联网进行日常活动。由于旅行限制,人们无法旅行,他们别无选择,只能使用网上设施进行日常交易。本研究探讨了在COVID - 19大流行期间可能影响使用数字钱包作为在线支付方式的持续意图的因素。为了确定这些因素,研究人员向250人分发了调查问卷。主要采用相关系数法和多元线性回归法对问卷数据进行分析。分析表明,便利性、安全性、实用性和社会影响力对数字钱包的使用产生了显著的积极影响。根据以下发现,本研究可以得出结论,这四个因素可以直接影响在COVID - 19大流行期间持续使用数字钱包的意愿。最后,这项研究还有助于数字钱包服务提供商确定他们必须进行批判性思考的领域,以便为客户提供更好的服务。
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引用次数: 0
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