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2020 International Conference on Smart Technology and Applications (ICoSTA)最新文献

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Prediction of Bitcoin Price Change using Neural Networks 利用神经网络预测比特币价格变化
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570610936
Rahmat Albariqi, E. Winarko
In recent years, Bitcoin is rising and become an attractive investment for traders. Unlike stocks or foreign exchange, Bitcoin price is fluctuated, mainly because of its 24-hours a day trading time without close time. To minimize the risk involved and maximize capital gain, traders and investors need a way to predict the Bitcoin price trend accurately. However, many previous works on cryptocurrency price prediction forecast short-term Bitcoin price, have low accuracy and have not been cross-validatedThis paper describes the baseline neural network models to predict the short-term and the long-term Bitcoin price change. Our baseline models are the Multilayer Perceptron (MLP) and the Recurrent Neural Networks (RNN) models. Data used are Bitcoin's blockchain from August 2010 until October 2017 with 2-days period and the total amount of 1300 data. The models generated are predicting both for short-term and long-term price change, from 2-days until 60-days.The result shows that long-term prediction has a better result than short-term prediction, with the best accuracy in Multilayer Perceptron when predicting the next 60-days price change and Recurrent Neural Networks when predicting the next 56-days price change. Multilayer Perceptron outperforms Recurrent Neural Networks with accuracy of 81.3 percent, precision 81 percent, and recall 94.7 percent.
近年来,比特币正在崛起,成为一种对交易者有吸引力的投资。与股票或外汇不同,比特币的价格是波动的,主要是因为它每天24小时交易,没有收盘时间。为了最大限度地降低风险并最大化资本收益,交易者和投资者需要一种准确预测比特币价格趋势的方法。然而,之前许多关于加密货币价格预测的工作预测短期比特币价格,准确性较低,并且没有得到交叉验证。本文描述了预测短期和长期比特币价格变化的基线神经网络模型。我们的基线模型是多层感知器(MLP)和循环神经网络(RNN)模型。使用的数据是2010年8月至2017年10月的比特币区块链,周期为2天,数据总量为1300条。生成的模型预测短期和长期的价格变化,从2天到60天。结果表明,长期预测效果优于短期预测,多层感知机预测未来60天价格变化的准确率最高,递归神经网络预测未来56天价格变化的准确率最高。多层感知器的准确率为81.3%,精确度为81%,召回率为94.7%,优于递归神经网络。
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引用次数: 13
Optimization of DG Placement and Size Using PSO Based on GUI 基于GUI的粒子群优化DG布局和尺寸
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570615982
Saidah, Muhamad Masrufun
The increasing demand for electricity at this time raises several problems to the power quality in the distribution network system. This is an opportunity to develop the power distribution network system. Distributed generation (DG) or small power plant spread over the distribution network level is one solution that could increase the power quality of the distribution system. Installation of distributed generation (DG) could increase the value of voltage, reduce power losses in the line, improve the reliability system, power quality, preventing drop voltages on the distribution network, maintain voltage level according to established standards and also as back up generation and voltage support especially at the summit load in the distribution network. So in accordance with the things described above it is designed a simulator determining the location and size of the optimally distributed generation (DG) by using Particle Swarm Optimization. In this simulator using the Graphical User Interface (GUI) system, so that in determining location, there’s an easy view to understanding and it’s expected to be used as non-technical considerations on the installation of distributed generation (DG).
随着电力需求的不断增长,配电网系统的电能质量出现了一些问题。这是发展配电网系统的契机。分布式发电(DG)或小型发电厂分布在配电网层面是提高配电系统电能质量的一种解决方案。分布式发电(DG)的安装可以提高电压值,减少线路的功率损耗,提高系统的可靠性,提高电能质量,防止配电网的电压下降,保持既定标准的电压水平,也可以作为后备电源和电压支持,特别是在配电网高峰负荷时。针对上述问题,设计了一个用粒子群算法确定最优分布式发电位置和规模的仿真器。在此模拟器中使用图形用户界面(GUI)系统,以便在确定位置时,有一个易于理解的视图,并期望将其用作分布式发电(DG)安装的非技术考虑因素。
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引用次数: 4
Faults Identification of Induction Motor Based On Vibration Using Backpropagation Neural Network 基于振动的反向传播神经网络感应电机故障识别
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570615779
Kuspijani Kuspijani, Richa Watiasih, Prihastono Prihastono
Vibration analysis is very important in predictive maintenance in the industry today. In this paper, has designed a vibration detection system that can identify the condition of the induction motor by online. Induction motor vibration data is read from two vibration sensors, accelerometer1 and accelerometer2, displayed using ATMEGA16 microcontroller and can directly identify the condition of the induction motor by using artificial intelligence-based analysis that is Backpropagation-Neural Network (B-NN). After testing, the system managed to perform fault identification induction motor with the rank of success of 95 percent.
振动分析在当今工业的预测性维护中非常重要。本文设计了一种能够在线识别异步电动机状态的振动检测系统。感应电机的振动数据从两个振动传感器accelerometer1和accelerometer2读取,使用ATMEGA16微控制器显示,并可以通过基于人工智能的反向传播神经网络(B-NN)分析直接识别感应电机的状态。经过测试,该系统对异步电动机进行故障识别,成功率达95%。
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引用次数: 3
Design of Soil Humidity Monitoring System Using the Internet of Things Concept and MQTT 基于物联网和MQTT的土壤湿度监测系统设计
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570611115
I. Aryanto, Roy Rudolf Huizen, K. Aryanto
Agriculture has been a relevant field that attracted attention in recent years caused by the growing population, which has raised the problem of food sufficiency. Therefore, one of the solutions that this study offered is to improve production results through innovations by performing an automatic plantation’s watering process that can be monitored remotely. The purpose of this study is to help farmers to be able to control the condition of the soil moisture, together with the automatic watering process. The hardware used in this research is the NodeMCU Board with Wi-Fi ESP-32, Relay, and Moisture Sensors. This research applied the concept of the Internet of Things (IoT), where each sensor module was assembled to be an object that has been programmed to carry out its tasks. A fuzzy-based module was developed to regulate the pump control, measure soil moisture, and control the water pump machine. Furthermore, each object was given its own identity to facilitate the communication process of every object. This process was connecting each object through the internet network by applying a lightweight communication protocol, the MQTT protocol. The data from sensors that represented the condition of each object were displayed on a graph in real-time. There were also tables of data that can be printed into a document file. This research was able to assist farmers in the process of watering their plants. Therefore, the harvesting process had increased, with only a little maintenance cost.
近年来,由于人口的不断增长,粮食供应不足的问题日益突出,农业成为人们关注的一个相关领域。因此,本研究提供的解决方案之一是通过实施可远程监控的自动种植园浇水过程的创新来提高生产效果。本研究的目的是帮助农民能够控制土壤湿度的状况,以及自动浇水的过程。本研究中使用的硬件是带有Wi-Fi ESP-32,继电器和湿度传感器的NodeMCU板。这项研究应用了物联网(IoT)的概念,其中每个传感器模块都被组装成一个已被编程以执行其任务的对象。开发了基于模糊的水泵控制调节模块、土壤湿度测量模块和水泵机控制模块。此外,每个对象都被赋予了自己的身份,以方便每个对象的交流过程。这个过程是通过应用轻量级通信协议MQTT协议通过internet网络连接每个对象。代表每个物体状态的传感器数据实时显示在图形上。还有一些数据表可以打印成文档文件。这项研究能够帮助农民灌溉他们的植物。因此,增加了采收过程,而维护成本很少。
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引用次数: 5
Design and Implementation of IoT-Based Smart Home Voice Commands for disabled people using Google Assistant 基于物联网的谷歌智能家居语音命令的设计与实现
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570613925
Haris Isyanto, A. S. Arifin, M. Suryanegara
The development of the Internet of Things (IoT) technology has a positive impact on human life. A smart home is one of the IoT technology applications that facilitate human activities. The problem of physical abnormalities is a matter of limited activities for disabled people. This paper proposes a design of IoT-based smart home application with a remote control device that developed using voice commands for disabled people. Smart home control systems help disabled people to control their home electrical devices such as television (TV), lights, and fans using only voice commands without moving to turn on or turn off electrical equipment. The voice recognition on electrical equipment is using the Google Assistant's application on smartphones. The Google Assistant application will accept voice commands when the pronunciation is correct. Voice commands on IoT-based Smart Home are more simple to apply, without typing text messages. Users get convenience compared to using text. The signal strength of an Internet connection will create a useful performance device at the Response Time of Google Assistant, Response Time of System Processing, activating and deactivating Electrical Equipment. We expect that this device could be more useful to help disabled people interact with their environment by utilizing IoT technology facilities.
物联网(IoT)技术的发展对人类生活产生了积极的影响。智能家居是促进人类活动的物联网技术应用之一。身体异常的问题是残疾人活动受限的问题。本文提出了一种基于物联网的智能家居应用的设计,该应用采用语音命令开发的远程控制装置。智能家居控制系统帮助残疾人只使用语音命令来控制他们的家庭电器设备,如电视、灯和风扇,而无需移动开关电器设备。电子设备上的语音识别使用的是智能手机上的谷歌助手应用程序。当发音正确时,Google Assistant应用程序将接受语音命令。在物联网智能家居中,语音命令更容易应用,不需要输入文本信息。与使用文本相比,用户获得了方便。互联网连接的信号强度将在Google Assistant的响应时间,系统处理的响应时间,激活和停用电气设备时创建一个有用的性能设备。我们希望这个设备可以更有用,帮助残疾人通过利用物联网技术设施与环境互动。
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引用次数: 37
Decentralized Tourism Destinations Rating System Using 6AsTD Framework and Blockchain 基于6AsTD框架和区块链的分散式旅游目的地评级系统
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570614662
Yunifa Miftachul Arif, Hani Nurhayati, S. Harini, Supeno Mardi Susiki Nugroho, M. Hariadi
A rating assessment of supporting elements in tourism destinations used to provide information for tourists before making a tour. Along with the development of communication technology, each traveler shares data about the ranking of travel destinations through their mobile devices. The commonly used data sharing architecture is the centralized model. However, this architecture still has some weaknesses, so it needs to be improved, for example, through decentralized architecture as developed in this research in a Tourism Destination Rating System (TDRS). This system is a combination of 6AsTD as a framework for assessing the success level of tourism destinations and blockchain as the data-sharing architecture between tourists. The 6AsTD frameworks use six variables as a reference for assessing tourism destinations. The rating results distributed to each traveler's mobile device connected to the blockchain network. Furthermore, the system built-in this study was tested on several tourists in Batu Tourism City. The TDRS can generate assessments that can be quickly submitted to other users using applications connected to the Blockchain network.
对旅游目的地的配套要素进行的评级评估,用于在游客旅游前为其提供信息。随着通信技术的发展,每个旅行者都可以通过他们的移动设备分享关于旅游目的地排名的数据。常用的数据共享体系结构是集中式模型。然而,这种架构仍然存在一些不足,因此需要改进,例如,通过本研究在旅游目的地评级系统(TDRS)中开发的分散架构。该系统结合了6AsTD作为评估旅游目的地成功程度的框架和区块链作为游客之间的数据共享架构。6AsTD框架使用六个变量作为评估旅游目的地的参考。评级结果将分发到连接b区块链网络的每个旅行者的移动设备上。此外,本研究所建立的系统在峇都旅游城的几位游客身上进行了测试。TDRS可以生成评估,这些评估可以通过连接到区块链网络的应用程序快速提交给其他用户。
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引用次数: 7
An HF Digital Communication System Based on Software-Defined Radio 基于软件无线电的高频数字通信系统
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570610561
Agung Wicaksono, A. Mauludiyanto, G. Hendrantoro
High Frequency (HF) communication systems use radio waves at frequencies in the range of 3-30 MHz propagating in the form of skywave with the help of the ionosphere. For emergency communication applications, the HF communication system is expected to send text messages by implementing a digital communication system. This paper presents the design of the HF digital communication system on a Software-Defined Radio (SDR) platform for easy implementation. To achieve a good error rate performance, the AX.25 protocol is used at the data link layer. The system performance is evaluated by measuring Signal to Noise Ratio (SNR), Bit Error Rate (BER), Character Error Rate (CER), and Frame Error Rate (FER) with and without the AX.25 protocol. The results show that the system has been successfully implemented on the USRP platform with LabView as the user interface, while the use of the AX.25 protocol generates a zero error rate.
高频(HF)通信系统使用频率在3- 30mhz范围内的无线电波在电离层的帮助下以天波的形式传播。对于紧急通信应用,高频通信系统有望通过实施数字通信系统来发送文本消息。为了便于实现,本文提出了一种基于软件定义无线电(SDR)平台的高频数字通信系统设计方案。为了获得良好的误码率性能,在数据链路层使用AX.25协议。通过测量信噪比(SNR)、误码率(BER)、字符误码率(CER)和帧误码率(FER)来评估系统性能。结果表明,该系统以LabView作为用户界面,在USRP平台上成功实现,使用AX.25协议实现了零错误率。
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引用次数: 3
A Change Management Model for Information Systems Implementation 信息系统实施的变更管理模型
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570613999
Manzilatul Rohmah, A. P. Subriadi
The use of information systems (IS) in education to support the learning process and administration has been widely carried out. The implementation of IS requires many interrelated processes. Failure in implementing IS can lead to negative impacts for higher education, both material, time and other resources. Change is one of the impacts of IS implementation that must be considered. The success of implementing IS depends on how far the change can be managed successfully. Therefore, guidelines are needed to manage changes in IS implementation. A change management model for IS implementation is proposed in this paper. There are 8 domains and 20 aspects of the model that are arranged based on three existing management models. Important factors from previous research related to the change management of IS implementation have been mapped in aspects of the model.
在教育中广泛使用资讯系统,以支援学习过程和管理工作。信息系统的实施需要许多相互关联的过程。信息系统实施的失败可能会对高等教育产生负面影响,包括物质、时间和其他资源。变化是必须考虑的信息系统实施的影响之一。实施信息系统的成功与否取决于对变更的成功管理程度。因此,需要指导方针来管理信息系统实现中的变更。本文提出了一种信息系统实施的变更管理模型。该模型有8个领域和20个方面,它们是基于三种现有的管理模型进行安排的。在模型的各个方面都映射了先前研究中与IS实施变更管理相关的重要因素。
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引用次数: 0
Design of Restaurant Billing System (E Bill Resto) by Applying Synchronization of Data Billing in Branch Companies to Main Companies Based on Rest API 基于Rest API将分公司计费数据同步到总公司的餐厅计费系统(E Bill Resto)的设计
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570615039
M. M. Hidayat, R. Dimas Adityo, A. Siswanto
Culinary business is a business opportunity that is most in-demand, E Bill Resto is a restaurant billing system that was developed by involving several selling places/restaurants with the name of a brand that is connected to the parent company by a database server. With an integrated system, all revenue from restaurant sales can be monitored in realtime. The system design is made by implementing the RESTFul API architecture with security access tokens. The Master Application as a provider of Embedded Data Service Web resources on 3 Restaurant Information Systems, It does the synchronization of 3 Web Service Clients, Data From the Master-Slave Side was obtained by testing 3 data sampling, where both applications are tested QoS (Quality of Service) with 3 new data samples, from the INDOSAT Internet Provider which showed an average test result of Throughput of 170.3 bps, Packet Loss of 18.851% and Delay (latency) of 78.4 ms. Whereas using the TELKOM Internet Provider with an average throughput of 259.5 bps, Packet Loss of 14.28% and delay (latency) of 83.8 ms. Then it can be concluded that testing based on TIPHON Throughput and Delay (latency) from INDOSAT 4G and TELKOM signal Internet Providers showed the category of "Very Good" while the Packet Loss test obtained the "Bad" category.
烹饪业务是一个最受欢迎的商业机会,E Bill Resto是一个餐馆计费系统,它是由几个销售地点/餐馆开发的,这些地方/餐馆的品牌名称通过数据库服务器连接到母公司。有了一个集成系统,所有来自餐厅销售的收入都可以实时监控。系统设计是通过使用安全访问令牌实现RESTFul API架构来完成的。主应用程序作为3个餐饮信息系统上嵌入式数据服务Web资源的提供者,它对3个Web服务客户端进行同步,主从端数据通过测试3个数据采样获得,其中两个应用程序都使用来自INDOSAT互联网提供商的3个新数据样本测试QoS(服务质量),平均测试结果为吞吐量为170.3 bps,丢包率为18.851%,延迟(延迟)为78.4 ms。而使用TELKOM互联网提供商的平均吞吐量为259.5 bps,丢包率为14.28%,延迟(延迟)为83.8 ms。然后可以得出结论,基于INDOSAT 4G和TELKOM信号互联网提供商的TIPHON吞吐量和延迟(延迟)的测试显示为“非常好”类别,而丢包测试获得“坏”类别。
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引用次数: 6
Fault Classification of Induction Motor Using Discrete Wavelet Transform and Fuzzy Inference System 基于离散小波变换和模糊推理系统的异步电动机故障分类
Pub Date : 2020-02-01 DOI: 10.1109/ICoSTA48221.2020.1570615773
Kuspijani Kuspijani, Richa Watiasih, Prihastono Prihastono
This paper develops a real-time condition-monitoring algorithm for induction motor. The condition monitoring mechanism is based on the discrete wavelet transform (DWT) and the fuzzy inference system (FIS). In this method, the stator currents are used as an input to the system. No direct access to the induction motor is required. The developed system has been rigorously assessed theoretically and experimentally, and it has been shown that the system is robust and reliable.
本文提出了一种异步电动机实时状态监测算法。该状态监测机制基于离散小波变换和模糊推理系统。在这种方法中,定子电流被用作系统的输入。不需要直接进入感应电动机。所开发的系统经过了严格的理论和实验评估,证明了系统的鲁棒性和可靠性。
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引用次数: 2
期刊
2020 International Conference on Smart Technology and Applications (ICoSTA)
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