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Aplicação da Lógica Fuzzy no Gerenciamento de Sistemas de Armazenamento de Energia 模糊逻辑在储能系统管理中的应用
Pub Date : 2020-10-15 DOI: 10.3895/JAIC.V7N2.12938
Fernanda Cristina Corrêa, Ludmila C.de Alckmin E Silva, Jony Javorski Eckert, Franco Giuseppe Dedini
Os veiculos automotores tem uma grande contribuicao na quantidade de poluentes presentes no ar, desta forma, o interesse na utilizacao de veiculos eletricos vem ganhando espaco cada vez mais no sentido de substituir os veiculos convencionais em um futuro proximo. Veiculos eletricos sao aqueles onde o sistema propulsor e dado por um motor eletrico alimentado por um sistema de armazenamento de energia, que pode ser formado por um conjunto de baterias apenas, ou por um conjunto de baterias conectados a supercapacitores. A utilizacao de supercapacitores juntamente com o conjunto de baterias tem como proposito armazenar os picos de energia provenientes das frenagens, realizando o condicionamento dessa energia para que esta possa ser armazenada no conjunto de baterias ou utilizada pelo motor eletrico. Neste trabalho sera utilizado um modelo de veiculo eletrico com dois motores eletricos, cada um acoplado as rodas dianteiras, onde sera desenvolvido o gerenciamento de energia entre o conjunto de baterias e supercapacitores visando o aumento da autonomia da bateria sem causar prejuizo ao desempenho veicular. Para o desenvolvimento do sistema de gerenciamento sera utilizada a logica fuzzy, cujos resultados serao comparados a estrategia baseada em regras, o que possibilita analise comparativa da melhoria da autonomia do veiculo.
汽车对空气中污染物的数量有很大的贡献,因此,在不久的将来,人们对使用电动汽车的兴趣越来越大,以取代传统汽车。电动车辆是指动力系统由由储能系统提供动力的电动机提供的车辆,储能系统可以由一组电池组成,也可以由一组连接到超级电容器的电池组成。使用超级电容器和电池组的目的是存储来自制动的峰值能量,对这种能量进行调节,使其可以存储在电池组或由电机使用。在这项工作中,将使用一个电动汽车模型,有两个电动马达,每个耦合到前轮,其中将开发电池组和超级电容器之间的能量管理,以增加电池的自主性,而不损害车辆的性能。在管理系统的开发中,将采用模糊逻辑,并将其结果与基于规则的策略进行比较,从而对车辆自主性的提高进行比较分析。
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引用次数: 1
Impact of sEMG Time-series Segmentation Parameters on the Recognition of Hand Gestures 表面肌电信号时间序列分割参数对手势识别的影响
Pub Date : 2020-10-15 DOI: 10.3895/JAIC.V8N1.11313
Carlos Eduardo Pontim, José Alves Mendes Júnior, H. V. P. Martins, D. Campos
A eletromiografia de superfície (EMs) tem sido um sinal amplamente pesquisado para o controle de próteses. Esse processo é baseado nas etapas de processamento de sEMG como segmentação, extração de características e classificação, que reconhece esses biossinais em gestos a serem realizados para a prótese. Dentre esses processos, a segmentação é uma etapa fundamental, porém algumas variáveis não são exploradas, com o objetivo de melhorar o desempenho da classificação. Neste trabalho, analisou-se a influência da segmentação sobreposta da EMGs no reconhecimento de padrões para gestos manuais utilizados para controlar uma prótese de flexão superior. Dados de seis gestos comumente usados foram adquiridos pela braçadeira comercial de 8 canais (MyoThalmic Labs) de 7 indivíduos no antebraço. Os parâmetros de segmentação avaliados foram o comprimento da janela, a fração de sobreposição e o comprimento total do sinal (truncamento). Foram extraídas quatro características do domínio do tempo : escala L, comprimento máximo do fractal, valor médio do quadrado da raiz e amplitude de Willison. Os classificadores Linear Discriminand Analisis e K-Nearest Neighbor foram utilizados para reconhecer os gestos. O teste de Wilcoxon foi realizado para avaliar diferença significativa da distribuição dos resultados (p <0,05). Os melhores resultados obtidos no classificador foram obtidos com o classificador KNN, com as seguintes especificações: janela de 0,45s, fração de sobreposição de 25% e truncamento de 100%, com97,4% de precisão. Observou-se que, aumentando o comprimento da janela, a precisão dos classificadores também aumenta. A taxa de sobreposição apresenta algumas diferenças significativas na distribuição, onde etapas menores de sobreposição melhoram a precisão. Em relação ao truncamento, a combinação do início e da última parte do sinal (não apenas o início) contém as informações úteis para o reconhecimento de padrões.
表面肌电图(EMs)是一种广泛研究的假体控制信号。这个过程是基于sEMG处理步骤,如分割,特征提取和分类,识别这些生物信号的手势要为假体执行。在这些过程中,分割是一个基本步骤,但为了提高分类性能,一些变量没有被探索。在这项工作中,我们分析了叠加分割肌电图在识别用于控制上臂屈曲假体的手势模式方面的影响。6个常用手势的数据由8通道商业钳(MyoThalmic Labs)从7个个体的前臂获得。评估的分割参数为窗口长度、重叠分数和信号总长度(截断)。提取了四个时域特征:L标度、最大分形长度、均方根值和Willison振幅。采用线性判别分析和K近邻分类器对手势进行识别。采用Wilcoxon检验评估结果分布的显著性差异(p < 0.05)。KNN分类器在分类器中获得了最好的结果,其规格如下:窗口为0.45 s,重叠分数为25%,截断分数为100%,精度为97.4%。结果表明,随着窗口长度的增加,分类器的精度也会提高。重叠率在分布上有一些显著的差异,较小的重叠步骤提高了精度。关于截断,信号的开始和结束部分(不仅仅是开始)的组合包含了对模式识别有用的信息。
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引用次数: 2
Parallel Switching Regulatory Control of Iron Ore Flowrate from Multiple Feeders with Time Delay 具有时滞的多给矿机流量并联切换调节控制
Pub Date : 2019-02-28 DOI: 10.3895/JAIC.V6N1.5763
Sidney Viana
The suitable performance of an industrial process needs regulatory control loops to adjust the main process variables to their especified reference values (set-points), and to compensate eventual load disturbances on the process. Regulatory control is fundamentally used in the industry for stabilizing process variables, and it’s generally implemented through the SCADA architeture of the plantwide control system. The absence or inefficiency of control in an industrial process generally implies in losses of productivity so that regulatory control is a key issue for improving process performance. In this context, this article presents the development and implementation of a control strategy for regulating the output mass flow (in t/h) of a crushing plant in the Carajás Iron Ore Processing Factory. The plant has eight feeders in parallel, and the goal was to control such feeders so that the resulting output flow matches a specified production set-point (in t/h). The article first explains the process, the control problem, and the transfer function model of the process. Subsequently, one’s presented the control strategy, which was based on a switching between a constant and a PI control action. The suitability of the strategy was investigated through computational simulations. Finally, the results and conclusions are discussed
工业过程的适当性能需要调节控制回路将主要过程变量调整到其指定的参考值(设定点),并补偿过程中的最终负载干扰。在工业中,调节控制基本上用于稳定过程变量,它通常通过工厂控制系统的SCADA架构实现。工业过程中缺乏控制或控制效率低下通常意味着生产力的损失,因此管制控制是改善过程性能的关键问题。在此背景下,本文介绍了Carajás铁矿石加工厂破碎厂输出质量流量(t/h)调节控制策略的开发和实施。该工厂有8个平行的给料机,目标是控制这些给料机,使输出流量符合指定的生产设定值(单位为t/h)。本文首先阐述了过程、控制问题以及过程的传递函数模型。随后,有人提出了控制策略,该策略基于常数和PI控制动作之间的切换。通过计算机仿真研究了该策略的适用性。最后,对研究结果和结论进行了讨论
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引用次数: 0
Autonomous Positioning Advisor for Trippers in Mineral Processing Facilities 选矿设备自动定位顾问
Pub Date : 2019-02-28 DOI: 10.3895/JAIC.V6N1.5764
Sidney Viana
Mineral processing facilities commonly have storage bins for temporary housing of the ore supplied to their processing lines. Facilities with large rectangular bins usually have a tripper machine to load and spread the ore along the entire extension of the bin, by means of forth-and-back traveling movements. The positioning control of a tripper is a relevant yet less concerned control problems, with significant impact on the productivity of mineral processing facilities, for which a poor controlled tripper is a common source of bottleneck. This work concerns the development and implementation of a strategy for autonomous position determination for a tripper in a large iron ore processing facility, with the ultimate goal of eliminating the need for a local operator to decide the tripper positioning under manual operation. Such “autonomous positioning advisor” acts as an expert system to determine the “best” position (bin cell) where the tripper should be placed to feed the bin in order to meet some operational requirements as: (1) to make the ore level more uniform across the bin; (2) to prevent excessive and unnecessary travels of the tripper; and (3) to suppress the ore discharge from the tripper to the bin when the tripper needs to travel over a fully filled cells to reach the destination cell. The positioning control strategy was based on operational knowledge and procedures used by the tripper operators when operating the tripper in manual mode. The results obtained with the autonomous positioning advisor allowed the tripper to operate consistently in automatic mode and showed improved operational performance.
矿物加工设施通常有储存仓,用于临时存放供应给其加工生产线的矿石。具有大型矩形仓的设施通常有一个脱粒机,通过来回移动运动的方式,沿着整个仓的延伸部分装载和散布矿石。脱扣机的定位控制是一个相关但较少关注的控制问题,对选矿设施的生产率有重大影响,脱扣机控制不佳是造成瓶颈的常见原因。这项工作涉及大型铁矿石加工设施中自动脱扣器位置确定策略的开发和实施,其最终目标是消除人工操作下当地操作员决定脱扣器位置的需要。这种“自主定位顾问”作为一个专家系统,确定跳闸机进料仓的“最佳”位置(仓单元),以满足一些操作要求:(1)使整个仓内的矿石水平更加均匀;(二)防止出行者过度和不必要的旅行;(3)当脱粒机需要经过一个满装的矿池才能到达目的地矿池时,抑制从脱粒机向料仓的矿石排放。定位控制策略基于脱扣器操作员在手动模式下操作脱扣器时使用的操作知识和程序。通过自动定位咨询器获得的结果使起扣器始终在自动模式下运行,并显示出改进的操作性能。
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引用次数: 0
Avaliação de abordagens alternativas de previsão no estudo de séries de vazões 流量序列研究中替代预测方法的评估
Pub Date : 2019-02-28 DOI: 10.3895/JAIC.V6N2.9001
Jônatas Trabuco Belotti, I. Luna, H. Siqueira
O presente trabalho discute a influencia do uso de diferentes formas de previsao construidas em estudos de series mensais de vazoes fluviais. Uma das maneiras usualmente adotadas pelo Setor Eletrico Brasileiro (SEB) e o uso de 12 preditores lineares mensais do tipo periodico auto-regressivo, e previsoes recursivas para horizontes mais longos que um passo a frente. Uma alternativa possivel e a utilizacao de um unico modelo para toda a serie e realizar de maneira direta para horizontes de mais de um passo a frente. Os resultados computacionais obtidos neste trabalho indicam que a forma frequentemente adotada pelo SEB pode nao ser a mais adequada para a solucao do problema. Os estudos de caso indicam tambem que a arquitetura de redes neurais artificiais do tipo maquina de aprendizado extremo alcancou melhor desempenho que os modelos lineares.
本文讨论了在河流流量月序列研究中使用不同形式的预测的影响。巴西电力部门(SEB)通常采用的方法之一是使用12个月线性自回归周期性预测器,以及比前一步更长的时间范围的递归预测。一种可能的替代方案是对整个系列使用单一的模型,并以一种直接的方式实现视野向前迈进一步。计算结果表明,SEB常用的方法可能不是最适合解决问题的方法。案例研究还表明,极端学习机器人工神经网络的架构比线性模型取得了更好的性能。
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引用次数: 1
Wearable Device for EMG and EOG acquisition 用于肌电和眼电采集的可穿戴设备
Pub Date : 2019-02-28 DOI: 10.3895/JAIC.V6N1.8676
Felipe Garcia, José Jair Alves Mendes Junior, M. L. B. Freitas, S. Stevan
This article presents a wearable device capable of acquiring both facial EMG and EOG biopotentials. The circuit developed has amplification and filtering stages that eliminate higher frequency noises and low frequency biopotentials to use a band of frequency for acquisition of contractions from Frontalis muscle above the eyebrow and ocular movements on the vertical and horizontal axis. The output signal has an adjustment of gain and an offset that permits the application in embedded systems and digitally processing to eliminate 60 Hz noises. The wearable device is a mask with five electrodes allocated to make the acquisitions according to the positioning. The circuit is capable of acquiring both facial EMG and EOG simultaneously, but in this article they were acquired individually. Improvements in the whole system are being made and other ocular movements, like eye focus and involuntary movements for example, may be acquired in future works involving this system.
本文介绍了一种能够获取面部肌电和眼电生物电位的可穿戴设备。所开发的电路具有放大和过滤阶段,可以消除高频噪声和低频生物电位,使用一段频率来获取眉毛上方额肌的收缩和垂直和水平轴上的眼球运动。输出信号具有增益调节和偏移量,允许在嵌入式系统和数字处理中应用,以消除60 Hz噪声。可穿戴设备是一个面具,有五个电极,根据定位进行采集。该电路能够同时获取面部肌电信号和眼电信号,但在本文中,它们是单独获取的。整个系统正在得到改进,其他眼运动,如眼球聚焦和不自主运动,可能会在未来涉及该系统的工作中获得。
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引用次数: 2
Development of an 8 channel sEMG wireless device based on ADS1299 with Virtual Instrumentation 基于ADS1299的8通道表面肌电信号无线设备的开发
Pub Date : 2018-08-10 DOI: 10.3895/JAIC.V6N1.9163
Marcelo Bissi Pires, J. J. A. Mendes Junior, S. Stevan Jr.
In this paper, a different approach on the use of the ADS1299 (an analog front-end with features for electroencephalogram and electrocardiography signal acquisition) is considered, proposing the development of a surface electromyography (sEMG) device. The main features of the device include simultaneous recordings of eight muscular channels, wireless transmission and virtual instrumentation with the use of LabVIEWTM software. The proposed sEMG device contains a specifically designed protocol to accommodate data transmission by reducing the data size while still delivering adequate resolution (34.33 μV), amplitude range (±17.57 mV) and sampling rate (1000 Hz) for sEMG signals. For the validation methods, a generated sine wave and a known sEMG data were evaluated. Moreover, the muscular recordings for all the eight channels of a human arm were successful and the results expose the isolated contractions of the triceps and the biceps with their amplitude range and frequency spectrum.
本文考虑了使用ADS1299(一种具有脑电图和心电图信号采集功能的模拟前端)的不同方法,提出了一种表面肌电图(sEMG)设备的开发。该装置的主要特点包括八个肌肉通道的同时记录,无线传输和使用LabVIEWTM软件的虚拟仪器。所提出的表面肌电信号器件包含一个专门设计的协议,通过减少数据大小来适应数据传输,同时仍然为表面肌电信号提供足够的分辨率(34.33 μV)、幅度范围(±17.57 mV)和采样率(1000 Hz)。对于验证方法,对生成的正弦波和已知的表面肌电信号数据进行了评估。此外,对人类手臂的所有八个通道的肌肉记录都是成功的,结果揭示了三头肌和二头肌的孤立收缩及其振幅范围和频谱。
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引用次数: 0
Sensitivity Analysis of Hydrocyclone Performance in Mineral Processing Using Monte Carlo Simulation 基于蒙特卡罗模拟的选矿水力旋流器性能敏感性分析
Pub Date : 2018-04-12 DOI: 10.3895/JAIC.V5N2.5963
Sidney Viana
The hydrocyclone separator is a processing equipment very used in the mineral industry for size separation of solid particles in ore slurries. It is also an equipment with low concerns about its control for an efficient performance. Traditionally, the monitoring and control of hydrocyclone is done by means of its operational variables as the flowrate Q, the density r, and the pressure P of the feed slurry stream of the hydrocyclone. However, the main outcome variable of interest in a hydrocyclone is its “cut-off size”, d50, which is the size at which 50% of the solids particles, in average, go to the coarse output (underflow) of the hydrocyclone, and the remaining 50%, in average, go to its fine output (overflow). The vast majority of hydrocyclone applications in mineral processing do not measure d50 on-line, because this requires the use of very expensive particle size analyzers. Because of this, hydrocyclones are usually operated in open loop with regards to its cut-off size d50, yet under closed loop control of the operational variables that affect d50 as the flowrate Q and the density r of the feed slurry stream. Nevertheless, most hydrocyclone applications suffer from bad performance due to the lack of understanding about the quantitative impact of the operational variables on the main outcome variable, the cut-off size d50. In this context, this article intends to quantify the relative impact of the flowrate Q and the density r on the cut-off size d50 by running Monte Carlo simulation on a mathematical model of the hydrocyclone. The results obtained provide useful knowledge for proper control of hydrocyclone performance.
水力旋流分离器是一种用于矿浆中固体颗粒粒度分离的选矿设备。它也是一种低关注其控制的设备,以获得有效的性能。传统上,水力旋流器的监测和控制是通过水力旋流器进料浆流的流量Q、密度r和压力P等操作变量来实现的。然而,水力旋流器的主要结果变量是它的“截止尺寸”d50,在这个尺寸下,平均50%的固体颗粒进入水力旋流器的粗出口(底流),其余50%平均进入其细出口(溢流)。绝大多数水力旋流器在选矿中的应用都不能在线测量d50,因为这需要使用非常昂贵的粒度分析仪。因此,水力旋流器的截止尺寸d50通常是开环运行,而影响d50的操作变量如进料浆流的流量Q和密度r则是在闭环控制下运行的。然而,由于缺乏对操作变量对主要结果变量(截止尺寸d50)的定量影响的理解,大多数水力旋流器应用的性能都很差。在这种情况下,本文打算通过对水力旋流器的数学模型进行蒙特卡罗模拟来量化流量Q和密度r对截止尺寸d50的相对影响。所得结果为水力旋流器性能的合理控制提供了有用的知识。
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引用次数: 0
Frequency Response Comparison of PI-Based FOC and Cascade-Free MPC using 1 kHz SVM Applied to PMSM drive 应用于永磁同步电机驱动器的基于pi的FOC与基于1khz支持向量机的无级联MPC频率响应比较
Pub Date : 2018-04-11 DOI: 10.3895/JAIC.V5N2.5945
G. H. Negri, A. Bartsch, M. S. M. Cavalca, A. Nied
Abstract— This paper presents a 1 kHz SVM-FOC (Space Vector Modulation with Field Oriented Control) drive system for a Permanent Magnet Synchronous Motor, using different control strategies. Such strategies are internal model and frequency response designed PI (Proportional and Integral) controllers and a multivariable MPC (Model Predictive Control) controller using a state-space prediction model. This MPC method becomes interesting for improving the closed-loop speed frequency response, since it results in a cascade-free controller. The performance of each controller was evaluated in a qualitative manner through simulations and quantitatively by load torque and speed reference AC sweeps, generating dynamic stiffness curves and Bode diagrams for the utilized techniques. Results show that the MPC approach is useful for enabling fast dynamic responses with the reduced switching frequency, which reduces the drive system cost and improves its efficiency.
摘要:提出了一种采用不同控制策略的1khz空间矢量调制磁场定向控制(SVM-FOC)永磁同步电机驱动系统。这些策略是内部模型和频率响应设计的PI(比例和积分)控制器和使用状态空间预测模型的多变量MPC(模型预测控制)控制器。这种MPC方法对于改善闭环速度频率响应变得有趣,因为它产生了无级联控制器。每个控制器的性能通过仿真定性评估,并通过负载扭矩和速度参考交流扫描定量评估,为所利用的技术生成动态刚度曲线和博德图。结果表明,MPC方法可以在降低开关频率的情况下实现快速动态响应,从而降低了驱动系统的成本,提高了驱动系统的效率。
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引用次数: 0
Vision system for detection of defects in the electrical connector of electric motors: test rig and algorithms 电机电接头缺陷的视觉检测系统:试验台和算法
Pub Date : 2017-09-21 DOI: 10.3895/JAIC.V5N1.5372
B. Oliveira, R. Flesch, A. L. S. Pacheco, M. B. Demay
Electric motors are used in a great number of applications. These machines are mainly composed of a rotor and a stator. Regarding induction motors, the rate of defects in the stator manufacturing process is greater than in the rotor one, due to its higher complexity. To identify these faulty situations, the most common scenario is human operators performing inspections, but they are subjected to fatigue and lack of attention. This paper presents three redundant automatic vision systems and a mechanical test rig to inspect the force-induced disconnection of the stator power cables inside the electrical connector, a common defect of electric motor parts in assembly lines. These defects are typically not detected by electric tests, since in many situations the disconnection occurs after these tests, in operation, thus characterizing a field failure of the motor. A detailed description of each software routine for implementing the proposed inspection principles is presented.  The test rig components and its operation to evidence the defects are also herein described. A case study using 20 connectors of real motors was proposed for evaluating the developed system and the achieved results are discussed, showing that the system could correctly identify 100% of the defects.
电动机在许多应用中都有应用。这些机器主要由转子和定子组成。在异步电机中,由于定子制造过程的复杂性,其缺陷率高于转子制造过程。为了识别这些故障情况,最常见的情况是人工操作人员执行检查,但他们受到疲劳和缺乏关注的影响。本文介绍了三套冗余自动视觉系统和一个机械试验台,用于检测电连接器内定子电源线的力致断开,这是装配线上电机部件的常见缺陷。这些缺陷通常不能通过电气测试检测到,因为在许多情况下,断开发生在这些测试之后,在运行中,从而表征了电机的现场故障。详细描述了实现所提出的检查原则的每个软件例程。本文还描述了试验台的组成部分及其用于证明缺陷的操作。以20个实际电机的连接器为例,对所开发的系统进行了评估,并对所取得的结果进行了讨论,结果表明,该系统能够正确识别出100%的缺陷。
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引用次数: 1
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Journal of Applied Instrumentation and Control
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