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Holistic personas to increase the novice developer productivity 整体角色设计提高新手开发人员的工作效率
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6936
Wahyu Andhyka Kusuma, A. Jantan, N. Admodisastro, N. Norowi
A deeper understanding and integration with system users' thoughts and emotional experiences are required for user-engaged development. User experience (UX) journey integrates user requirements and problem-solving approaches. The integration of data-driven techniques and user-centric approaches in software development is investigated in this study. It focuses on using the Markov chain model to predict developer productivity based on data gathered while creating personas across three projects. Organizations can gain valuable insights into user needs and requirements by conducting purposeful activities such as strength, weaknesses, opportunities, and threats (SWOT) analysis, competitor analysis, hypothesis formulation, identification of behavioral variables, mapping interviews, and defining characteristics and objectives. The model has predictive capabilities that allow for more informed decision-making, more efficient resource allocation, and better project planning. The goal of the activity and the model ensure the development of software products that effectively meet the needs of users, resulting in a higher success rate for software development initiatives. This study emphasizes the importance of integrating quantitative and qualitative analysis to drive successful software development projects and increase productivity while meeting user needs. According to the findings of the research conducted from the three projects completed, the proposed methods have similarities, and predictions using the Markov chain can determine the success of novice developers.
要实现用户参与式开发,就必须更深入地了解并结合系统用户的想法和情感体验。用户体验(UX)之旅整合了用户需求和解决问题的方法。本研究探讨了软件开发中数据驱动技术与以用户为中心的方法的整合。研究重点是根据在三个项目中创建角色时收集的数据,使用马尔可夫链模型来预测开发人员的工作效率。企业可以通过有目的的活动,如优势、劣势、机会和威胁(SWOT)分析、竞争对手分析、提出假设、确定行为变量、绘制访谈图、定义特征和目标等,来深入了解用户的需求和要求。该模型具有预测能力,可帮助做出更明智的决策、更有效的资源分配和更好的项目规划。该活动和模型的目标是确保开发出有效满足用户需求的软件产品,从而提高软件开发计划的成功率。本研究强调了定量分析与定性分析相结合的重要性,以推动软件开发项目取得成功,并在满足用户需求的同时提高生产率。根据已完成的三个项目的研究结果,所提出的方法具有相似性,使用马尔可夫链进行预测可以确定新手开发人员的成功率。
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引用次数: 0
Development of stability charts for double salience reluctance machine modeled using hill’s equation 利用希尔方程建立双突出磁阻机模型的稳定性图表
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.4113
E. A. Yahaya, E. Ejiogu
The paper presents a novel algorithm for the development of stability charts. The second-order differential homogeneous equation describing a double salient reluctance machine with a capacitance connected to its stator winding is transformed into hill’s equation. The circuit components are the stator coil time-varying inductance of a double salient reluctance machine, capacitance and resistance. All these are modeled by hill’s equation. The double salient reluctance machine acts as an energy conversion system. The maximum and minimum inductance of the energy conversion system is measured in laboratory by inductance, capacitance, and resistance (LCR) meter. These values help to determine the inductance modulation index. The inductance modulation indetx, the characteristic constant and the characteristic parameter obtained from modeling equations are used in the MATLAB/Simulink model. The MATLAB/Simulink simulations generate stable and unstable oscillations to form stability charts. The proposed stability charts are in good agreement with the Ince-Stritt stability chart, which is widely applied in physics, mechanics and in electrical engineering, especially where the state of stability of a system or an electric oscillatory circuit is to be determined.
本文提出了一种用于绘制稳定图的新算法。描述定子绕组连接电容的双磁阻机的二阶微分均质方程被转化为希尔方程。电路元件包括双磁阻机定子线圈时变电感、电容和电阻。所有这些都用希尔方程建模。双摆幅磁阻机是一个能量转换系统。能量转换系统的最大和最小电感值是在实验室用电感、电容和电阻(LCR)计测量的。这些数值有助于确定电感调制指数。MATLAB/Simulink 模型中使用了从建模方程中获得的电感调制指数、特性常数和特性参数。MATLAB/Simulink 仿真产生稳定和不稳定振荡,形成稳定图。所提出的稳定图与 Ince-Stritt 稳定图非常吻合,后者广泛应用于物理学、力学和电气工程领域,尤其是需要确定系统或电气振荡电路稳定状态的领域。
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引用次数: 0
Enhancing speech emotion recognition with deep learning using multi-feature stacking and data augmentation 利用多特征堆叠和数据增强,通过深度学习提高语音情感识别能力
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6049
Khasyi Al Mukarram, M. A. Mukhlas, Amalia Zahra
This study evaluates the effectiveness of data augmentation on 1D convolutional neural network (CNN) and transformer models for speech emotion recognition (SER) on the Ryerson audio-visual database of emotional speech and song (RAVDESS) dataset. The results show that data augmentation has a positive impact on improving emotion classification accuracy. Techniques such as noising, pitching, stretching, shifting, and speeding are applied to increase data variation and overcome class imbalance. The 1D CNN model with data augmentation achieved 94.5% accuracy, while the transformer model with data augmentation performed even better at 97.5%. This research is expected to contribute better insights for the development of accurate emotion recognition methods by using data augmentation with these models to improve classification accuracy on the RAVDESS dataset. Further research can explore larger and more diverse datasets and alternative model approaches.
本研究在瑞尔森情感语音和歌曲视听数据库(RAVDESS)数据集上评估了数据增强对一维卷积神经网络(CNN)和变换器模型进行语音情感识别(SER)的效果。结果表明,数据增强对提高情感分类准确性有积极影响。为了增加数据的变化和克服类的不平衡,采用了噪声、音调、拉伸、移位和加速等技术。使用数据增强的一维 CNN 模型达到了 94.5% 的准确率,而使用数据增强的变压器模型的准确率更高,达到了 97.5%。这项研究通过使用数据增强和这些模型来提高 RAVDESS 数据集的分类准确率,有望为开发准确的情感识别方法提供更好的见解。进一步的研究可以探索更大、更多样化的数据集和其他模型方法。
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引用次数: 0
Comparative study of teachable machine for forest fire and smoke detection by drone 无人机森林火灾和烟雾探测教学机比较研究
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6578
Mounir Grari, Mimoun Yandouzi, Berrahal Mohammed, Mohammed Boukabous, Idriss Idrissi
Forests play a vital role in maintaining ecological equilibrium and serving as vital habitats for wildlife. They regulate global climate, safeguard soil and water resources, and provide crucial ecosystem services such as air and water purification, essential for human well-being and sustainable development. Forest fires wreak havoc on ecosystems and wildlife, emitting harmful pollutants, disrupting communities, and increasing the risk of erosion and landslides. Detecting forest fires through satellite imaging, aerial reconnaissance, and ground-based sensors is pivotal for early detection and containment, safeguarding human lives, wildlife, and preserving natural resources for future generations. Utilizing drones and deep learning (DL) algorithms can significantly enhance early fire detection and minimize their devastating impact. In this paper, we examine teachable machine, a Google tool for creating DL models. We compare the top model generated by teachable machine for fire and smoke detection to models obtained through transfer learning from established DL models in image recognition and computer vision (CV), such as VGG16, VGG19, MobileNet, MobileNetv2, and MobileNetv3. The results underscore the significance of employing the teachable machine model in specific fire and smoke detection scenarios.
森林在维持生态平衡和作为野生动物的重要栖息地方面发挥着至关重要的作用。森林调节全球气候,保护土壤和水资源,提供重要的生态系统服务,如净化空气和水,对人类福祉和可持续发展至关重要。森林火灾对生态系统和野生动物造成严重破坏,排放有害污染物,扰乱社区,增加侵蚀和山体滑坡的风险。通过卫星成像、空中侦察和地面传感器探测森林火灾,对于早期发现和遏制火灾、保护人类生命和野生动物以及为子孙后代保护自然资源至关重要。利用无人机和深度学习(DL)算法可以大大提高早期火灾探测能力,并将其破坏性影响降至最低。在本文中,我们研究了谷歌用于创建 DL 模型的工具 teachable machine。我们将可教机器生成的用于火灾和烟雾探测的顶级模型与通过从图像识别和计算机视觉(CV)领域的成熟 DL 模型(如 VGG16、VGG19、MobileNet、MobileNetv2 和 MobileNetv3)进行迁移学习而获得的模型进行了比较。结果表明,在特定的火灾和烟雾探测场景中采用可教机器模型具有重要意义。
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引用次数: 0
The model of decision support system using hybrid method and actual weighting for the study program ranking 使用混合法和实际加权法对研究计划进行排序的决策支持系统模型
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.7038
M. Amin, Yevi Dwitayanti
Nowadays the good or bad study program can be seen from the accreditation rank that it obtains from the institution of college accreditation. However, it is frequently found at college that there are some study programs that have the same accreditation. This encourages the college to do another approach which can do this study program ranking from a different point of view. This research developed a model of decision support system to do ranking towards 25 study programs existed in the environment of Sriwijaya State Polytechnic. Hybrid method employed the combination of analytical hierarchy process (AHP) and simple additive weighting (SAW) to do the ranking. Actual weighting model was used in the calculation based on the fact obtained in each study program, and in line with the criteria which had been determined. As many as 7 relevant criteria and 21 sub criteria were used in this model. The results of this research showed that the model which had been developed can give recommendation in the form of study program ranking with actual condition based on the data attached to each study program.
如今,学习课程的好坏可以从它从大学认证机构获得的认证等级中看出来。然而,在大学里经常会发现,有些学习项目的认证是一样的。这就促使高校采用另一种方法,从不同的角度对学习课程进行排名。本研究开发了一个决策支持系统模型,用于对斯里维加亚国立理工学院环境中存在的 25 个学习项目进行排名。混合法结合了分析层次法(AHP)和简单加权法(SAW)来进行排序。在计算过程中,根据每个研究项目中获得的事实,并按照已确定的标准,使用了实际的加权模型。该模型使用了多达 7 个相关标准和 21 个子标准。研究结果表明,所开发的模型可以根据每个学习项目的数据,以学习项目排名的形式给出符合实际情况的建议。
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引用次数: 0
Ensemble learning based on relative accuracy approach and diversity teams 基于相对准确性方法和多样性团队的集合学习
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6003
Mahmoud B. Rokaya, Kholod D. Alsufiani
Ensemble learning, which involves combining the opinions of multiple experts to arrive at a better result, has been used for centuries. In this work, a review of the major voting methods in ensemble learning is explored. This work will focus on a new method for combining the results of individual learners. The method depends on the relative accuracy and diversity of teams. Instead of trying to assign weight to each different trainer, the concept of diversity teams is presented. Each team will vote as one player; however, the individual accuracies of each learner still be implemented. The concept of relaxing parameters that deal with each team as one player is presented. Our experiments demonstrate that traditional ensemble voting methods outperform individual learners. There is a limit to the superiority of the ensemble learner that any ensemble learner cannot go beyond. The proposed voting method gives the same results as the traditional ensemble voting methods, however, a different diversity of the proposed method from the traditional voting method or for different values of the relaxing parameter can be achieved.
集合学习是指综合多位专家的意见以得出更好的结果,这种方法已经应用了几个世纪。在这项工作中,我们对集合学习中的主要投票方法进行了回顾。这项工作将重点关注一种结合单个学习者结果的新方法。该方法取决于团队的相对准确性和多样性。我们提出了多样性团队的概念,而不是试图给每个不同的训练者分配权重。每个团队将作为一个选手进行投票;但是,每个学习者的个人准确度仍将得到落实。我们提出了放宽参数的概念,将每个团队视为一个参与者。我们的实验证明,传统的集合投票方法优于单个学习者。集合学习器的优越性有一个极限,任何集合学习器都不能超越这个极限。建议的投票方法与传统的集合投票方法结果相同,但是,建议的方法与传统投票方法或不同的松弛参数值可以实现不同的多样性。
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引用次数: 0
Integration of MQTT-SN and CoAP protocol for enhanced data communications and resource management in WSNs 集成 MQTT-SN 和 CoAP 协议,增强 WSN 中的数据通信和资源管理
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.5158
Emmanuel Nwankwo, Michael David, E. Onwuka
Lightweight communication protocols for wireless sensor networks (WSNs) are unfolding for machine to machine (M2M) communications and thus there is always going to be a possible conflict of interest on which protocol is best suited for any particular application. The two protocols of interest in this study are the message queue telemetry transport protocol for sensor network (MQTT-SN), a variant of message queue telemetry transport (MQTT) protocol and the constrained application protocol (CoAP). There have been studies that reveal that these protocols perform differently based on the underlying network conditions. CoAP experience lower delays than MQTT for higher packet loss and higher delays for lower packet loss. MQTT default communication via a broker is easier to scale compared to CoAP direct request-response paradigm. Although this is a huge advantage over CoAP, it presents the single point-of-failure problem. In this paper we propose an integration of MQTT-CoAP protocol using an abstraction layer that enables both MQTT-SN and CoAP protocol to be used in the same sensor node. Resources are managed by directly modifying sensor node configuration using CoAP protocol. Performance evaluation of these protocols under the integrated scenario shows acceptable levels of latency and energy consumption for internet of thing (IoT) operations.
无线传感器网络(WSN)的轻量级通信协议正在为机器对机器(M2M)通信而展开,因此在哪种协议最适合任何特定应用的问题上总是可能存在利益冲突。本研究关注的两个协议是用于传感器网络的消息队列遥测传输协议(MQTT-SN)(消息队列遥测传输协议(MQTT)的变体)和受限应用协议(CoAP)。有研究表明,这些协议根据底层网络条件的不同而表现各异。在丢包率较高的情况下,CoAP 的延迟比 MQTT 低,而在丢包率较低的情况下,CoAP 的延迟比 MQTT 高。与 CoAP 的直接请求-响应模式相比,MQTT 通过代理进行默认通信更容易扩展。虽然这是 CoAP 的一大优势,但也带来了单点故障问题。在本文中,我们提出了一种 MQTT-CoAP 协议集成方案,使用抽象层可在同一传感器节点中同时使用 MQTT-SN 和 CoAP 协议。通过使用 CoAP 协议直接修改传感器节点配置来管理资源。在集成场景下对这些协议进行的性能评估显示,物联网(IoT)操作的延迟和能耗水平均可接受。
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引用次数: 0
Clutter evalution of unmanned surface vehicles for maritime traffic monitoring 用于海上交通监控的无人水面飞行器杂波评估
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6836
Muhammad Nadiy Zaiaami, N. E. Abd Rashid, Nor Najwa Ismail, I. P. Ibrahim, S. A. Enche Ab Rahim, Nor Ayu Zalina Zakaria
A traditional maritime radar system is utilized for ship detection and tracking through onshore transmitters and receivers. However, it faces challenges when it comes to detecting small boats. In contrast, unmanned surface vehicles (USVs) have been designed to monitor maritime traffic. They excel in detecting vessels of various sizes and enhance the capabilities and resolution of maritime radar systems. Nevertheless, just like conventional radar systems, USVs encounter difficulties due to environmental interference and clutter, affecting the accuracy of target signal detection. This research proposes a comprehensive numerical assessment to tackle the clutter issue associated with USVs. This involves gathering clutter signal data, performing numerical analysis, and employing distribution fitting techniques that leverage mathematical distributions to unravel data complexity. The root mean square error (RMSE) is applied in this analysis to validate the efficacy of the distribution model. The results of this study aim to formulate a clutter model that can enhance radar performance in detecting small vessels within cluttered environments.
传统的海事雷达系统通过陆上发射机和接收机对船只进行探测和跟踪。然而,该系统在探测小型船只方面面临挑战。相比之下,无人水面航行器(USV)则是专为监测海上交通而设计的。它们擅长探测各种大小的船只,并能提高海事雷达系统的能力和分辨率。然而,与传统雷达系统一样,USV 也会遇到环境干扰和杂波等困难,影响目标信号探测的准确性。本研究提出了一种综合数值评估方法,以解决与 USV 相关的杂波问题。这包括收集杂波信号数据,进行数值分析,并采用分布拟合技术,利用数学分布揭示数据的复杂性。本分析采用均方根误差 (RMSE) 来验证分布模型的有效性。这项研究的结果旨在制定一个杂波模型,以提高雷达在杂波环境中探测小型船只的性能。
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引用次数: 0
Design of a novel compact low specific absorption rate multiple input multiple output antenna for 5G sub-6 GHz terminals 为 6 千兆赫以下 5G 终端设计新型紧凑型低比吸收率多输入多输出天线
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6658
A. Ennajih, A. Sardi, Y. Mouzouna, Mohamed Sadik, A. Errkik
This investigation presents a new design and analysis of a fourteen elements massive multiple input multiple output (MIMO) compact low specific absorption rate (SAR) antenna system for 5G and beyond terminals. The MIMO antennas are realized for sub-6 GHz LTE-band 46 (5.1-5.8 GHz) long-term evolution 5G wireless communication services. The proposed antenna system is designed on an FR-4 dielectric constant 4.3 substrate consisting of the main board and four sideboards. The radiating elements are developed on the sideboards consisting of a monopole antenna and two metamaterial unit cells, as well as the feed line is designed on the principal board. The overall volume of the proposed structure is 150×80×7.5 mm. Through the use of the metamaterial unit cells, the proposed antennas have been arranged in close proximity without developing a strong mutual coupling. The results obtained were very important in terms of impedance matching, isolation among the antennas, and good gain. Even, the SAR analysis at the operating frequency band of 5.5 GHz proves that the proposed MIMO antenna system satisfies safety standards set for human exposure at the international level. Therefore, the proposed massive MIMO antenna structure is a potential solution for future communication applications.
本研究介绍了一种用于 5G 及更高终端的 14 元大规模多输入多输出(MIMO)紧凑型低比吸收率(SAR)天线系统的新设计和分析。MIMO 天线适用于 6 GHz 以下 LTE 频段 46(5.1-5.8 GHz)的长期演进 5G 无线通信服务。拟议的天线系统是在介电常数为 4.3 的 FR-4 基板上设计的,由主板和四个侧板组成。辐射元件在侧板上开发,包括一个单极子天线和两个超材料单元单元,馈线则设计在主板上。拟议结构的总体积为 150×80×7.5 毫米。通过超材料单元的使用,所提议的天线被紧密地排列在一起,而不会产生强烈的相互耦合。所获得的结果在阻抗匹配、天线间隔离和良好增益方面都非常重要。此外,在 5.5 GHz 工作频段进行的 SAR 分析表明,所提出的 MIMO 天线系统符合国际人体暴露安全标准。因此,所提出的大规模多输入多输出天线结构是未来通信应用的一个潜在解决方案。
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引用次数: 0
Experimental investigation of a hybrid photovoltaic-thermal energy system for hot air production 用于热空气生产的光伏-热能混合能源系统的实验研究
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6823
A. Hiendro, Fitriah Husin, Muhammad Taufiqurrahman, Abqori Aula
Solar energy as a non-fossil alternative energy source has become the best choice to overcome the problem of energy demand in most countries in the world. There are two different techniques to convert solar energy: photovoltaic (PV) panels to produce electricity and thermal collectors to generate heat. The two technologies can be combined to provide electrical and thermal energy either simultaneously or separately. In order to optimize the performance of a hybrid photovoltaic-thermal (PVT) solar air heater, it is necessary to collect experimental data on solar irradiation and temperature. This paper emphasized the development of a PVT energy system for hot air production in a temperature range of 50-55 °C. Additionally, experiments were constructed to monitor the information acquired from the proposed PVT solar air heater and the environment, such as hot air temperature, ambient temperature, and solar irradiation. The real-time monitoring system was set for five sample days. A microcontroller unit was used to control the hot air temperature and save the measurement data into memory. The experimental results showed that the proposed PVT solar air heater is capable of maintaining a certain level of hot air temperature throughout the day and night.
太阳能作为一种非化石替代能源,已成为世界上大多数国家解决能源需求问题的最佳选择。有两种不同的太阳能转换技术:光伏板发电和集热器制热。这两种技术可以结合起来,同时或分别提供电能和热能。为了优化光伏-热(PVT)混合太阳能空气加热器的性能,有必要收集有关太阳辐照和温度的实验数据。本文重点介绍了光伏热发电能源系统的开发情况,该系统可在 50-55 °C 的温度范围内生产热空气。此外,还构建了实验来监测从拟议的 PVT 太阳能空气加热器和环境中获取的信息,如热空气温度、环境温度和太阳辐照度。实时监测系统设定为五个采样日。微控制器用于控制热风温度并将测量数据保存到存储器中。实验结果表明,所提出的 PVT 太阳能空气加热器能够在白天和夜晚保持一定的热空气温度。
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引用次数: 0
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