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2018 5th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI)最新文献

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EECSI 2018 Technical Program Committee EECSI 2018技术计划委员会
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引用次数: 0
Impact of Matrix Factorization and Regularization Hyperparameter on a Recommender System for Movies 矩阵分解和正则化超参数对电影推荐系统的影响
Gess Fathan, T. B. Adji, R. Ferdiana
Recommendation system is developed to match consumers with product to meet their variety of special needs and tastes in order to enhance user satisfaction and loyalty. The popularity of personalized recommendation system has been increased in recent years and applied in several areas include movies, songs, books, news, friend recommendations on social media, travel products, and other products in general. Collaborative Filtering methods are widely used in recommendation systems. The collaborative filtering method is divided into neighborhood-based and model-based. In this study, we are implementing matrix factorization which is part of model-based that learns latent factor for each user and item and uses them to make rating predictions. The method will be trained using stochastic gradient descent and optimization of regularization hyperparameter. In the end, neighborhood-based collaborative filtering and matrix factorization with different values of regularization hyperparameter will be compared. Our result shows that matrix factorization method is better than item-based collaborative filtering method and even better with tuning the regularization hyperparameter by achieving lowest RMSE score. In this study, the used functions are available from Graphlab and using Movielens 100k data set for building the recommendation systems.
推荐系统的开发是为了将消费者与产品相匹配,以满足消费者的各种特殊需求和口味,从而提高用户满意度和忠诚度。近年来,个性化推荐系统的普及程度越来越高,应用于电影、歌曲、书籍、新闻、社交媒体上的朋友推荐、旅游产品以及其他一般产品等领域。协同过滤方法在推荐系统中应用广泛。协同过滤方法分为基于邻域和基于模型两种。在这项研究中,我们正在实现矩阵分解,这是基于模型的一部分,它学习每个用户和物品的潜在因素,并使用它们进行评级预测。该方法将使用随机梯度下降和正则化超参数优化进行训练。最后,比较了基于邻域的协同过滤和不同正则化超参数值的矩阵分解。结果表明,矩阵分解方法优于基于项目的协同过滤方法,并且通过调整正则化超参数达到最低RMSE得分。在本研究中,使用的函数来自Graphlab,并使用Movielens 100k数据集构建推荐系统。
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引用次数: 7
Reliability Analysis of Randu Garut 3 Distribution System Using Section Technique Method 采用分段技术方法对Randu Garut 3配电系统进行可靠性分析
J. T. Putra, Raka Bagus
In a distribution system, reliability index is significant to calculate system performance in continuosly distribute the electricity power to consuments. Fedeer analysed by researcher is the main electricity distributor in Tambak Aji industrial area, a developing industrial area. This research is needed to be conducted to ensure the frequent blackout is known and minimalized along with increasement of load number in the feeder. Using section technique method which divides feeder section based on sectionalizer number and detailed calculation in each load point, device failure rate, the length of conductor, and disturbance repairement duration. It was obtained Randu Garut 3 feeder reliability index of SAIFI of 1.759 faults/year, SAIDI of 4.547 hours/year as CAIDI of 2.585 hours/year.
在配电系统中,可靠性指标对于计算连续向用户分配电力的系统性能具有重要意义。研究人员分析的Fedeer是Tambak Aji工业区的主要电力分销商,这是一个正在发展的工业区。需要进行这项研究,以确保随着馈线负荷数量的增加,频繁的停电是已知的,并将其最小化。采用分段技术方法,根据分段器数量划分馈线分段,并在各负载点、设备故障率、导线长度、扰动修复时间等方面进行详细计算。得到Randu Garut 3馈线可靠性指标SAIFI为1.759次/年,SAIDI为4.547小时/年,CAIDI为2.585小时/年。
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引用次数: 4
Study of the Android and ANN-based Upper-arm Mouse 基于Android和ann的上臂鼠标研究
Hartawan Sugihono, R. B. Widodo, Oesman Hendra Kelana
Disability is a person's condition in the physical, intellectual, mental, and/or sensory limitations in the long term. This study is reserved for those who do not have the lower arm in order to operate the computer normally. This study uses orientation sensor on the smartphone as the main sensor to move the cursor and click. Delivery of data from smartphone to computer is using Bluetooth. This study will compare two gestures from a combination of orientation sensors on the upper arm: gesture 1 using pitch-yaw motion and gesture 2 using pitch-roll motion; to move the cursor on the monitor. Left-click and right-click using ANN is to detect upper arm jerk movements. Evaluation using ISO/TS 9241-411 standard: ergonomics of human-system interaction; which includes performance evaluation and comfort of the gesture. Performance results of throughput, movement time, comfort and fatigue between gestures were not significantly different between those gestures. The result of the effort questionnaire is that gesture 1 has the highest effort on the shoulder and gesture 2 has the highest effort on the hand.
残疾是一个人在身体、智力、精神和/或感官方面的长期限制。这项研究是为那些没有下臂的人保留的,以便正常操作电脑。本研究使用智能手机上的方向传感器作为主要传感器来移动光标和点击。从智能手机到电脑的数据传输使用蓝牙。本研究将比较来自上臂方向传感器组合的两种手势:使用俯仰偏航运动的手势1和使用俯仰滚动运动的手势2;移动显示器上的光标。左键点击和右键点击使用人工神经网络来检测上臂的抽搐动作。ISO/TS 9241-411标准评价:人机交互的工效学其中包括性能评估和手势的舒适度。手势之间的吞吐量、运动时间、舒适度和疲劳度的表现结果在两种手势之间无显著差异。努力问卷的结果是,手势1在肩膀上的努力最大,手势2在手上的努力最大。
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引用次数: 2
Design of Low Noise Micro Liter Syringe Pump for Quartz Crystal Microbalance Sensor 石英晶体微平衡传感器用低噪声微升注射泵的设计
Ridha N. Ikhsani, D. Santjojo, S. Sakti
An injection pump was a critical aspect in the used of Quartz Crystal Microbalance (QCM) biosensor or chemical sensor in liquid. It is required that the pump should have variable speed and doesn’t introduce pressure noise to the QCM sensor. In this work, the pump was developed using a micro stepper motor with a microliter syringe. The mechanical transmission transforms the rotational displacement of the motor into a translational displacement of the syringe. The flow rate of the injection pump could affect the signal pattern indicated by a signal spike or instability of the sensor resonance frequency. The developed system successfully minimized the spike signal and improved the stability of the sensor resonance by the used of the microliter syringe pump with optimizing the reaction chamber of the QCM sensor. The flow rate of the pump can be controlled with a minimum speed of 0.7 μL/second for water. At low flow rate, there was a negligible or none of the spike signal observed during the injection and ejection of the liquid. However, at a high flow rate, few signal spikes may be observed.
注射泵是石英晶体微天平(QCM)生物传感器或化学传感器在液体中应用的关键环节。要求泵应具有可变转速,并且不向QCM传感器引入压力噪声。在这项工作中,使用微型步进电机和微升注射器开发了该泵。机械传动将电机的旋转位移转化为注射器的平移位移。喷射泵的流量会影响信号的模式,由信号尖峰或传感器谐振频率的不稳定性表示。该系统通过优化QCM传感器的反应腔,成功地利用微升注射泵将尖峰信号最小化,提高了传感器谐振的稳定性。泵的流量可控制为0.7 μL/秒的水流速。在低流速下,在液体注入和喷射过程中观察到的尖峰信号可以忽略不计或没有。然而,在高流速下,可能观察到很少的信号尖峰。
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引用次数: 2
EECSI 2018 Organizing Committee EECSI 2018组委会
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引用次数: 0
Sizing Optimization and Operational Strategy of Hres (PV-WT) using Differential Evolution Algorithm 基于差分进化算法的Hres (PV-WT)尺寸优化及运行策略
I. Pakaya, Zulfatman Has, Annas Alif Putra
The instability of energy resources and corresponding cost of the system are the main two problems for designing the hybrid solar-wind power generation systems. The configuration of the system must have a high reliability on the power supply availability but with a minimum cost. The purpose of this paper is to find the most optimum or balanced configuration between technical reliability and total annual cost for the PV module number, the wind turbine number, and the battery number. The appropriate strategy of load management is needed by adjusting the potential energy resource to the load power demand. Loss of Power Supply Probability (LPSP) is a method to determine the ratio of power generation unavailability by the system configuration which used as technical analysis. Annualized Cost of System (ACS) is a method to determine the total annualized cost of the project lifetime which used as economic analysis. The result from the simulation showed that the Differential Evolution (DE) algorithm can be an alternative method to find the best configuration with a low number of LPSP and ACS. Since DE has a better efficacy and faster time to find global optimum than other algorithms.
能源资源的不稳定性和相应的系统成本是设计太阳能-风力混合发电系统的两个主要问题。系统的配置必须对电源的可用性有较高的可靠性,同时以最低的成本。本文的目的是寻找光伏组件数量、风力机数量和电池数量的技术可靠性与年总成本之间的最优或平衡配置。需要根据负荷电力需求调整潜在能源,制定适当的负荷管理策略。供电损失概率(LPSP)是一种通过系统配置确定发电不可用率的方法,用于技术分析。系统年化成本(ACS)是确定项目全生命周期年化总成本的一种方法,用于经济分析。仿真结果表明,差分进化(DE)算法可以在LPSP和ACS数量较少的情况下找到最佳配置。由于DE算法比其他算法具有更好的效率和更快的全局寻优速度。
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引用次数: 0
Robust Adaptive Sliding Mode Control Design with Genetic Algorithm for Brushless DC Motor 基于遗传算法的无刷直流电机鲁棒自适应滑模控制设计
Een Hutama Putra, Zulfatman Has, M. Effendy
This study aims to design a control scheme that is capable to improve performance and efficiency of brushless DC motor (BLDC) in operating condition. The control scheme is composed of sliding mode controller (SMC) with proportional-integral-derivative (PID) sliding surface. The PID sliding surface is used to improve the system transient response. Then, the SMC-PID is optimized by genetic algorithm optimization for further improvement on the stability and robustness against nonlinearities and disturbances. Chattering problem that appear in the SMC is minimized by employing an adaptive switching gain for the SMC that is integrated with Luenberger Observer. Lyapunov function candidate is applied to guarantee the stability of the system. Simulation on the proposed work is done in Matlab Simulink. Results of the simulation works indicate that the proposed control scheme can improve the transient response, the stability and robustness of the BLDC motor compared to the conventional SMC in the existence of nonlinearities and disturbances.
本研究旨在设计一种能够提高无刷直流电动机(BLDC)在运行状态下的性能和效率的控制方案。该控制方案由滑模控制器(SMC)和比例-积分-导数(PID)滑动面组成。采用PID滑动面来改善系统的瞬态响应。然后,采用遗传算法对SMC-PID进行优化,进一步提高了系统的稳定性和对非线性和扰动的鲁棒性。通过对集成了Luenberger观测器的SMC采用自适应开关增益,最小化了SMC中出现的抖振问题。采用候选Lyapunov函数保证系统的稳定性。在Matlab Simulink中对所提出的工作进行了仿真。仿真结果表明,在存在非线性和扰动的情况下,与传统的SMC控制相比,所提出的控制方案可以改善无刷直流电机的瞬态响应、稳定性和鲁棒性。
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引用次数: 6
Investment Analysis of Smart Connected Motorbike in Machine to Machine Application in Indonesia 智能互联摩托车在印尼机对机应用中的投资分析
J. Suroso, Eva Nurul Jamilah
At present the cellular operator is faced with difficult conditions, where the customer growth rate is at its peak. In terms of income, there was also a decline in growth because legacy services (voice & SMS) tended to decline due to threats from OTT. Therefore, a strategy is needed to survive this condition, one of which is to look at the digital market. The digital service business development strategy is carried out to be able to increase the company's revenue through the implementation of Machine to Machine (M2M) services given the promising potential and support of the digital ecosystem. But in reality, the implementation of digital services has not been able to have a significant impact on the company's revenue growth so that a new strategy is needed with a service innovation. This study aims to model M2M digital services into the Smart Connected Motorbike (SCM) service, as well as analyze the service delivery business model in the PT. XYZ so that it is expected to become a new source of income for cellular operators of PT. XYZ. Furthermore, this research will do investment analysis in machine to machine application. Moreover, this research also indicated that this implementation is also feasible to increase the company's earnings.
目前,手机运营商面临着客户增长率达到顶峰的困难局面。就收入而言,增长也有所下降,因为传统服务(语音和短信)由于OTT的威胁而趋于下降。因此,在这种情况下,需要一个策略来生存,其中之一就是关注数字市场。数字服务业务发展战略的实施是为了能够通过实施机器对机器(M2M)服务来增加公司的收入,因为数字生态系统有很大的潜力和支持。但实际上,数字服务的实施并没有对公司的收入增长产生重大影响,因此需要一个新的战略来实现服务创新。本研究旨在将M2M数字服务建模为智能互联摩托车(SCM)服务,并分析PT. XYZ的服务交付商业模式,以便它有望成为PT. XYZ的蜂窝运营商的新收入来源。此外,本研究将对机器对机器应用进行投资分析。此外,本研究还表明,这一实施对于增加公司收益也是可行的。
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引用次数: 1
Active Fault Tolerance Control For Sensor Fault Problem in Wind Turbine Using SMO with LMI Approach 基于LMI方法的SMO风电传感器故障主动容错控制
N. Mardiyah, N. Setyawan, Bella Retno, Zulfatman Has
In this paper, we start to investigate the sensor fault problem in a Wind Turbine model with Fault Tolerant Control (FTC). FTC is used to allow the parameters of the controller to be reconfigured in accordance error information obtained online from sensors to improve the stability and overall performance of the system when an error occurs. The design is divided into two parts. The first part is designed Sliding Mode Observer (SMO) based Fault Detection Filter (FDF) to generate a residual signal to estimate fault. FDF is designed to maximize sensitivity fault. The second is a design output feedback control and Fault Compensation to guarantee the stability and performance system from disturbance by ignoring faults.Moreover, the function of fault compensation is to minimize effect fault of the system. The main contribution of this research is FTC proved to solve the sensor fault problem in a Wind Turbine model. The simulation showed the effectiveness of this method to estimate the fault and stabilized the system faster to a steady condition.
本文开始研究具有容错控制(FTC)的风力发电机模型中的传感器故障问题。FTC允许控制器的参数根据从传感器在线获得的错误信息重新配置,以提高系统发生错误时的稳定性和整体性能。本设计分为两部分。第一部分设计了基于滑模观测器(SMO)的故障检测滤波器(FDF),产生残差信号进行故障估计。FDF的设计是为了使故障的灵敏度最大化。二是设计输出反馈控制和故障补偿,通过忽略故障来保证系统的稳定性和性能。故障补偿的作用是使系统的影响故障最小化。本研究的主要贡献是证明了FTC可以解决风力发电机模型中的传感器故障问题。仿真结果表明,该方法能有效地估计故障,并能较快地将系统稳定到稳定状态。
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引用次数: 2
期刊
2018 5th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI)
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