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Comparative Study of Tire Models Applied to Electronic Stability Control in Automotive Simulator 汽车模拟器中电子稳定性控制应用的轮胎模型比较研究
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-10-04 DOI: 10.1109/TLA.2024.10706024
Walter Paschoal;Igor Souza;Lucas Torres;Andre Murilo Pinto;Renan Ozelo
Automotive tires are crucial in vehicle dynamics, generating essential forces between the pavement and the vehicle. Active safety systems like Electronic Stability Control (ESC) rely on accurate tire force models. This paper presents a comparative analysis of the Pacejka Magic Formula (reference model), the brush model, and a proposed gain-saturation model using a single-track (bicycle) model with three degrees of freedom to evaluate lateral dynamics. Simulations conducted with a 14 Degree-of-Freedom (DOF) vehicle in VI-CarRealTime (VI-CRT) and analyzed in MATLAB revealed a significant correlation between simpler models and the benchmark reference for most relevant lateral vehicle dynamic variables, highlighting their capabilities and limitations through transient and stationary maneuvers. Simulation scenarios of the closed-loop ESC control system with the proposed tire models were carried out in real-time automotive software to compare performance with ESC homologation maneuver.
汽车轮胎对车辆动力学至关重要,它在路面和车辆之间产生重要的作用力。电子稳定控制系统(ESC)等主动安全系统依赖于精确的轮胎力模型。本文使用具有三个自由度的单轨(自行车)模型,对 Pacejka 神奇公式(参考模型)、刷子模型和建议的增益饱和模型进行了比较分析,以评估横向动力学。在 VI-CarRealTime (VI-CRT) 中对一辆 14 自由度 (DOF) 的车辆进行了模拟,并在 MATLAB 中进行了分析,结果表明,在大多数相关的车辆横向动态变量方面,较简单的模型与基准参考模型之间存在显著的相关性,通过瞬态和静态机动突出了它们的能力和局限性。在实时汽车软件中对采用所建议的轮胎模型的闭环 ESC 控制系统进行了仿真,以比较其与 ESC 同源操纵的性能。
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引用次数: 0
Comparison of sequential test strategies based on Monte Carlo simulations in the detection of auditory steady-state responses 基于蒙特卡罗模拟的顺序测试策略在听觉稳态反应检测中的比较
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-10 DOI: 10.1109/TLA.2024.10669254
Victor Hugo de Souza Ragazzi;Alexandre Gomes Caldeira;Patrícia Nogueira Vaz;Felipe Antunes;Leonardo Bonato Felix
It is common to use sequential testing strategies to help reduce the time of automated detection of an auditory steady-state response (ASSR). However, the application of repeated tests leads to an increase of false positive rate. Monte Carlo-based strategies are used to overcome this obstacle. Despite several paper could be found describing such strategies, no comprehensive comparison was found in the literature. The chosen strategies are based on Monte Carlo simulations to calculate critical values and were faithfully replicated for comparison purposes, and then the test application parameters were varied to suggest an optimization. The detection rate and/or the detection speed improved with each implemented strategy, except for the one related to the year 2013, which increased the false positive rate to 15.3%. The other strategies kept the false positive rate under control. The Pareto curves compared the optimizations of the strategies and revealed that the modified 2015 strategy had the performance achieving 5.6% higher than the original parameters. The automated detection of ASSR improved with each implemented strategy, but not all of them kept a controlled false positive rate (2013 and 2015). The 2015 modified strategy had the highest detection rate in the shortest time.
使用顺序测试策略有助于缩短自动检测听觉稳态反应(ASSR)的时间,这是一种常见的方法。然而,重复测试的应用会导致假阳性率上升。基于蒙特卡洛的策略被用来克服这一障碍。尽管有多篇论文介绍了此类策略,但在文献中并未找到全面的比较。所选策略基于蒙特卡罗模拟计算临界值,并为比较目的进行了忠实复制,然后改变测试应用参数以建议优化。除了与 2013 年相关的策略会将误报率提高到 15.3% 之外,其他策略的检测率和/或检测速度均有所提高。其他策略则将误报率控制在一定范围内。帕累托曲线比较了各策略的优化情况,结果显示,修改后的 2015 年策略的性能比原始参数高出 5.6%。自动检测 ASSR 的能力随每种策略的实施而提高,但并非所有策略都能控制误报率(2013 年和 2015 年)。2015 年修改后的策略在最短的时间内获得了最高的检测率。
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引用次数: 0
A prediction model for heat exchanger fouling factor based on stacking model 基于堆叠模型的换热器污垢系数预测模型
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-10 DOI: 10.1109/TLA.2024.10670205
Zhiping Chen;Yongle Meng;Haoshan Yu;Ruiqi Wang;Wenwu Zhou
Given the pressing demand for energy conservation, the petrochemical sector faces increasingly stringent energy-saving mandates. Heat exchangers, essential to this sector, suffer efficiency losses and increased energy consumption due to fouling. To ensure optimal operation of heat exchange systems, regular assessment of solid deposits and the implementation of cleaning schedules are imperative. However, the multitude of influencing factors renders traditional estimation methods unreliable. Consequently, we developed a stacking model to predict the fouling factor of heat exchangers. Specifically, we first constructed fouling factor prediction models using various machine learning techniques, then selected the best-performing models random forest, extreme gradient boosting , and light gradient boosting machine for integration. Finally, the predictions from these three models were fed into a linear regression layer to form the final stacking model. The results indicate that the constructed stacking model significantly enhances the accuracy of fouling factor prediction. This model not only surpasses traditional multilayer perceptron neural network methods but also outperforms the well-performing gaussian process regression. This achievement not only validates the effectiveness of our model but also provides robust support for future research and applications in related fields.
鉴于对节能的迫切需求,石化行业面临着越来越严格的节能要求。热交换器是该行业不可或缺的设备,但却因结垢而导致效率损失和能耗增加。为确保热交换系统的最佳运行,必须定期评估固体沉积物并执行清洁计划。然而,由于影响因素众多,传统的估算方法并不可靠。因此,我们开发了一种堆叠模型来预测热交换器的污垢系数。具体来说,我们首先利用各种机器学习技术构建了污垢因子预测模型,然后选择了性能最佳的随机森林、极端梯度提升和轻梯度提升机模型进行整合。最后,将这三个模型的预测结果输入线性回归层,形成最终的叠加模型。结果表明,所构建的堆叠模型大大提高了污垢因子预测的准确性。该模型不仅超越了传统的多层感知器神经网络方法,而且优于性能良好的高斯过程回归。这一成果不仅验证了我们模型的有效性,也为未来相关领域的研究和应用提供了有力支持。
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引用次数: 0
Performance enhancement of permanent magnet DC motor with sepic converter through higher order sliding surface 通过高阶滑动面提高带 SEPI 转换器的永磁直流电机的性能
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-09 DOI: 10.1109/TLA.2024.10670234
Dhanasekar Ravikumar;Ganesh Kumar Srinivasan;Marco Rivera
The primary concern of this article is to stabilize the rotating speed of the permanent magnet DC (PMDC) motor driven by a DC-DC sepic converter under mismatched disturbances via higher order PID sliding surface (PIDSS) controller. This controller offers numerous benefits, including robustness, enhanced control performance, flexibility, simple implementation, and low cost. An algorithm for the above-said control is developed for the load torques such as: no-load, constant, frictional, and propeller types. Further, the features of PIDSS are compared with classical sliding surface, sliding mode control (SMC) and proportional integral controller (PIC) by taking into consideration of peak overshoot, steady-state error and settling time. Simulation and experimental results are obtained satisfactorily.
本文的主要关注点是通过高阶 PID 滑动面 (PIDSS) 控制器,在不匹配干扰条件下稳定由直流-直流 sepic 转换器驱动的永磁直流 (PMDC) 电机的转速。这种控制器具有众多优点,包括鲁棒性、更强的控制性能、灵活性、实施简单和成本低。针对空载、恒定、摩擦和螺旋桨等负载扭矩,开发了上述控制算法。此外,考虑到峰值过冲、稳态误差和稳定时间,将 PIDSS 的特性与经典滑动面、滑动模式控制(SMC)和比例积分控制器(PIC)进行了比较。仿真和实验结果均令人满意。
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引用次数: 0
Methodology Using Idle Capacity of Hydroelectric Substations for Sizing Floating Photovoltaic Plants 利用水电站闲置容量确定浮动光伏发电站规模的方法学
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-06 DOI: 10.1109/TLA.2024.10669249
Breno Bezerra Freitas;Bruno Rodrigues Alves Bezerra;Carlos Alberto Teixeira Júnior;Celso Florindo de Oliveira Júnior;Dionízio Porfírio de Assis;Edvaldo de Sousa Queiroz Filho;Felipe Teles do Nascimento;Fernando Weslley Silva de Oliveira;Gabryel Ferreira Alves;João Victor Teixeira Alves;Marcos Felipe de Andrade Silva;Milton Cezar da Silva;Monilson de Sales Costa;Otacilio José de Macêdo Nunes;Paulo Cesar Marques de Carvalho;Rebeca Catunda Pereira
Photovoltaic (PV) generation has emerged as an alternative for reducing environmental impacts. Recently, floating photovoltaic (FPV) configurations have gained popularity, utilizing the water surface of reservoirs as installation sites. Recognizing its potential, this paper proposes a methodology to harness the idle capacity of substation facilities in hydroelectric power plants (HPP) for sizing FPV plants, aiming for the maximal utilization of the substation's capacity and promoting complementarity with HPP generation. The study introduces a sizing proposal for FPV based on complementarity with the worst day of HPP generation within a defined period, aiming to utilize 100% of the substation's capacity. As a case study, the FPV potential is identified as 59.81 GWp for Belo Monte and 55.35 GWp for Itaipu. This approach seeks to enhance the overall efficiency and sustainability of power generation systems by integrating FPV with existing hydroelectric infrastructure.
光伏(PV)发电已成为减少环境影响的一种替代方法。最近,利用水库水面作为安装地点的浮动光伏(FPV)配置越来越受欢迎。认识到其潜力,本文提出了一种利用水力发电厂(HPP)变电站设施闲置容量来确定 FPV 电站规模的方法,旨在最大限度地利用变电站容量,促进与水力发电厂发电的互补性。本研究介绍了 FPV 的选型建议,该建议基于在规定时间内与水力发电厂最差发电日的互补性,旨在利用变电站 100%的容量。作为案例研究,贝洛蒙特和伊泰普的 FPV 潜力分别为 59.81 GWp 和 55.35 GWp。这种方法旨在通过将 FPV 与现有水电基础设施相结合,提高发电系统的整体效率和可持续性。
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引用次数: 0
Assessment and Simulation of Strategies to Enhance Hosting Capacity and Reduce Power Losses in Distribution Networks 提高配电网托管能力和减少电力损耗策略的评估与模拟
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-06 DOI: 10.1109/TLA.2024.10669252
Ivo Benitez Cattani;Enrique Chaparro;Benjamin Baran
Distribution systems are increasingly experiencing the penetration of photovoltaic (PV) systems. Although PV penetration is beneficial up to a point, beyond that point, it begins to generate issues related to voltage levels and grid stability. In modern distribution system planning, it is essential to identify an optimal operational point where the integration of PV supports the voltage profile rather than causing any adverse effects. The purpose of this paper is to explore and evaluate strategies to enhance Hosting Capacity and reduce Power Losses in distribution systems through an optimization algorithm that iteratively uses power-flow simulations and a Multi-Objective Genetic Algorithm. Different strategies taking advantage of conventional distribution system assets are formulated to avoid new system reinforcement. The strategies include Network Reconfiguration, Capacitor Switching, On-Load Tap Changer Switching, Volt-VAR Control Settings and the Combination of all strategies. To evaluate the efficiency of each approach, a comprehensive simulation study is conducted on the IEEE 123 bus distribution system modeled in OpenDSS, with an algorithm created in Python to control the optimization process.
配电系统越来越多地采用光伏(PV)系统。虽然光伏系统的渗透在一定程度上是有益的,但超过这个程度,就会开始产生与电压水平和电网稳定性相关的问题。在现代配电系统规划中,必须确定一个最佳运行点,在这个点上,光伏系统的集成可支持电压曲线,而不会造成任何不利影响。本文的目的是通过一种优化算法,反复使用功率流模拟和多目标遗传算法,探索和评估提高配电系统托管能力和降低功率损耗的策略。本文制定了利用传统配电系统资产的不同策略,以避免新的系统加固。这些策略包括网络重新配置、电容器切换、有载分接开关切换、电压-伏特控制设置以及所有策略的组合。为了评估每种方法的效率,对以 OpenDSS 为模型的 IEEE 123 总线配电系统进行了综合模拟研究,并使用 Python 创建的算法来控制优化过程。
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引用次数: 0
Predictive Performance of Machine Learning Algorithms Regarding Obesity Levels Based on Physical Activity and Nutritional Habits: A Comprehensive Analysis 基于体育活动和营养习惯的机器学习算法对肥胖程度的预测性能:综合分析
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-06 DOI: 10.1109/TLA.2024.10669246
Paulo Henrique Ponte de Lucena;Lidio Mauro Lima de Campos;Jonathan Cris Pinheiro Garcia
Obesity is a complex chronic disease resulting from the interaction of multiple behavioral factors. This paper presentsthe application of Machine Learning to identify the primary groups of behaviors contributing to the development of obesity.Supervised machine learning emphasizes decision trees and deep artificial neural networks from datasets. The study also references related work that utilizes predictive methods to estimate obesity levels based on physical activity and dietary habits. Furthermore,it compares the performance of classification algorithms such as J48, Naive Bayes, Multiclass Classification, Multilayer Perceptron, KNN, and decision trees when predicting diabetes cases. The objective is to analyze different tools in the assessment based on physical activity and dietary habits, contributing to the improvement of obesity risk diagnosis. In addition, MLP and J48 demonstrated strong performance among all the algorithms, but BPTT achieved the highest overall performance.
肥胖症是一种复杂的慢性疾病,是多种行为因素相互作用的结果。本文介绍了机器学习在识别导致肥胖症发生的主要行为组方面的应用。有监督的机器学习强调数据集中的决策树和深度人工神经网络。该研究还参考了利用预测方法根据体育锻炼和饮食习惯估计肥胖程度的相关工作。此外,研究还比较了 J48、Naive Bayes、多类分类、多层感知器、KNN 和决策树等分类算法在预测糖尿病病例时的性能。目的是分析基于体育锻炼和饮食习惯的评估中的不同工具,为改善肥胖风险诊断做出贡献。此外,在所有算法中,MLP 和 J48 表现出强劲的性能,但 BPTT 的总体性能最高。
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引用次数: 0
Towards a Machine-Learning-Based Application for Amorphous Drug Recognition 开发基于机器学习的无定形药物识别应用程序
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-06 DOI: 10.1109/TLA.2024.10669245
Mateus Coelho Silva;Alcides Castro e Silva;Marcos T. D. Orlando;Vinicius D. N. Bezzon
The amorphous drug structure represents an important feature to be reached in the pharmaceutical field due to its possibility of increasing drug solubility, considering that at least 40% of commercially available crystalline drugs are poorly soluble in water. However, it is known that the amorphous local structure can vary depending on the amorphization technique used. Therefore, recognizing such variations related to a specific amorphization technique through the pair distribution function (PDF) method, for example, is an important tool for drug characterization concerns. This work presents a method to classify amorphous drugs according to their amorphization techniques and related to the local structure variations using machine learning. We used experimental PDF patterns obtained from low-energy X-rays scattering data to extract information and expanded the data through the Monte Carlo method to create a synthetic dataset. Then, we proposed the evaluation of such a technique using a Deep Neural Network. Based on the results obtained, it is suggested that the proposed technique is suitable for the amorphization technique and local structure recognition task.
考虑到至少 40% 的市售结晶药物在水中的溶解度很低,无定形药物结构是制药领域需要达到的一个重要特征,因为它有可能提高药物的溶解度。然而,众所周知,无定形局部结构会因所用的非晶化技术而变化。因此,通过对分布函数(PDF)方法等识别与特定非晶化技术相关的这种变化,是药物表征方面的一个重要工具。本研究提出了一种根据非晶化技术对非晶药物进行分类的方法,并利用机器学习对与局部结构变化相关的非晶化技术进行分类。我们利用从低能 X 射线散射数据中获得的实验 PDF 模式来提取信息,并通过蒙特卡罗方法对数据进行扩展,从而创建了一个合成数据集。然后,我们提出使用深度神经网络对这种技术进行评估。根据所获得的结果,我们认为所提出的技术适用于非晶化技术和局部结构识别任务。
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引用次数: 0
Compliance Analysis of Series Arc-fault in AFCI- Equipped Inverters in Accordance with IEC 63027 根据 IEC 63027 对配备 AFCI 的逆变器中的串联电弧故障进行符合性分析
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-06 DOI: 10.1109/TLA.2024.10669358
Filipe Ramos;Jose Neto;Fabio Almeida;Silvia Velázquez;Bruno Lima
The National Institute of Metrology, Quality and Technology (Instituto Nacional de Metrologia, Qualidade e Tecnologia - INMETRO) introduces that, starting in 2024, all photovoltaic (PV) inverters sold in the Brazilian market must incorporate an Arc-Fault Circuit Interrupt (AFCI) function into their systems. These inverters are required to comply with the IEC 63027:2023 (Photovoltaic power systems DC arc detection and interruption) standard. Considering this, the Electrical Engineering Laboratory at Mackenzie Presbyterian University (Universidade Presbiteriana Mackenzie UPM) conducted a series of arc-faults tests on three inverters available in the market, following the IEC 63027 standard. Each of the three inverters underwent a total of 32 arcs, considering number of Maximum Power Point Tracking (MPPT) ports, different impedance topologies, arc position in the PV system, and maximum values of voltage and current. The experiments revealed that two of the three inverters are not capable of meeting the international standard for detecting and interrupting series arc-faults, highlighting the need evaluation of PV inverter sold in the Brazilian market. During the analysis, it was noted that for certain parameters proposed by IEC 63027, there is a gap of information regarding evaluation of the data relating to arc self-extinguish or actual AFCI intervention. It is show that this scenario can raise a concern: the possibility exists for an inverter meet the international standard without implementing an effective AFCI technology. The 96 tests conducted were compared in terms of arc detection time and arc energy. The data were analyzed and compared with respect to the phenomena of arc self-extinguishing and the operation of the AFCI. Suggestions for enhancements to the IEC 63027 standard were provided
巴西国家计量、质量和技术研究所(Instituto Nacional de Metrologia, Qualidade e Tecnologia - INMETRO)介绍说,从 2024 年开始,所有在巴西市场上销售的光伏(PV)逆变器都必须在其系统中加入电弧故障电路中断(AFCI)功能。这些逆变器必须符合 IEC 63027:2023(光伏电力系统直流电弧检测和中断)标准。有鉴于此,麦肯锡长老会大学(Universidade Presbiteriana Mackenzie UPM)电气工程实验室按照 IEC 63027 标准对市场上的三款逆变器进行了一系列电弧故障测试。考虑到最大功率点跟踪 (MPPT) 端口的数量、不同的阻抗拓扑结构、电弧在光伏系统中的位置以及电压和电流的最大值,三台逆变器中的每一台都经历了总共 32 次电弧故障。实验结果表明,三台逆变器中有两台无法达到检测和中断串联电弧故障的国际标准,这突出表明有必要对巴西市场上销售的光伏逆变器进行评估。在分析过程中注意到,对于 IEC 63027 提出的某些参数,在评估与电弧自熄或实际 AFCI 干预有关的数据方面存在信息空白。这表明,这种情况可能会引起关注:逆变器有可能在未采用有效 AFCI 技术的情况下达到国际标准。对 96 次测试的电弧检测时间和电弧能量进行了比较。对数据进行了分析,并就电弧自熄现象和 AFCI 的运行情况进行了比较。对 IEC 63027 标准提出了改进建议
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引用次数: 0
Table of Contents September 2024 目录 2024 年 9 月
IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-06 DOI: 10.1109/TLA.2024.10669250
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引用次数: 0
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