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Applications of IoT-Enabled Smart Model: A Model For Enhancing Food Service Operation in Developing Countries 物联网智能模式的应用:提升发展中国家餐饮服务运营的模式
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.4937
Azmery Sultana, Md. Masum Billah, Mir Maruf Ahmed, Rakin Sad Aftab, M. Kaosar, Mohammad Shorif Uddin
The dining sector in developing countries faces numerous challenges, including inefficiencies in order handling, resource management, and ensuring food quality and customer privacy. Traditional methods often lead to delays, errors, and dissatisfaction. This paper proposes a quick-witted, intelligent order-handling system utilizing the Internet of Things (IoT) to address these challenges and enhance the overall dining experience. We present a comprehensive approach to developing and implementing an IoT-based automated order-handling system tailored to restaurants' specific needs and challenges in developing countries, highlighting the importance of technology in enhancing operational efficiency and customer satisfaction. The proposed automated secure order-handling system using IoT demonstrates significant potential for improving efficiency and customer satisfaction in the dining sector. By addressing common problems through advanced technology, this system offers a sustainable solution that enhances the dining experience while ensuring food orders' validity, quality, and privacy. We analyzed the potential impact of implementing such a system in developing countries, focusing on economic and operational benefits.
发展中国家的餐饮业面临诸多挑战,包括订单处理、资源管理、确保食品质量和客户隐私等方面的效率低下。传统方法往往导致延误、错误和不满。本文提出了一种利用物联网(IoT)的快速智能订单处理系统,以应对这些挑战并提升整体用餐体验。我们针对发展中国家餐厅的具体需求和挑战,提出了一种开发和实施基于物联网的自动订单处理系统的综合方法,强调了技术在提高运营效率和客户满意度方面的重要性。利用物联网的拟议自动安全订单处理系统展示了提高餐饮业效率和客户满意度的巨大潜力。通过利用先进技术解决常见问题,该系统提供了一种可持续的解决方案,在确保食品订单的有效性、质量和隐私的同时,提升了用餐体验。我们分析了在发展中国家实施这种系统的潜在影响,重点关注经济和运营效益。
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引用次数: 0
Microcontroller-Based Intravenous Fluid Monitoring System Design 基于微控制器的静脉输液监测系统设计
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.3230
Phisca Aditya Rosyady, Nurina Umy Habibah, A. R. C. Baswara, Nuni Ihsana, Dedik Sulistiawan, Widya Rahayu Dinata
Intravenous fluids are used to replace the body's fluid and electrolyte balance. This is a crucial need for a patient during treatment, so infusion replacement should not be delayed as it can be fatal to the patient. Medical personnel must always pay attention to the patient's infusion. This has always been a problem because the limited number of medical personnel and the large number of patients often make it difficult for medical personnel to carry out their duties. The development of technology increases human creativity and creates various tools to help humans be more effective, including in dealing with problems in the medical world. Based on this background, the author designed an infusion fluid monitoring system to facilitate nurses in hospitals that lack electrical support and internet networks. This research aims to make an intravenous fluid monitoring tool using a microcontroller effectively and realtime. The research method we use is research and development, while the data analysis method uses comparative quantitative analysis. This research consists of three main parts, namely system input, microcontroller as system processor, and system output as expected. This infusion fluid monitoring uses Load Cell to measure the volume of infusion fluid, RTC module to estimate the time of infusion fluid expiration, LCD as infusion fluid status information, and buzzer as an information alarm if the infusion fluid is detected to run out. The microcontroller used in this research is Arduino Uno. The results showed that infusion fluid has the same pressure as human body fluids (isotonic). Load Cell has a mass reading accuracy value of 99.88%, the accuracy of testing the conversion of intravenous fluid measurements into milliliters of 99.49%, and the number of infusion fluid droplets per minute under normal conditions is 20, with an estimated time out for 8 hours.
静脉输液用于补充体内的液体和电解质平衡。这是患者在治疗期间的关键需求,因此输液更换不能延误,否则会对患者造成致命伤害。医务人员必须时刻关注病人的输液情况。这一直是个问题,因为医务人员数量有限,而病人数量众多,医务人员往往难以履行职责。科技的发展提高了人类的创造力,并创造出各种工具帮助人类更有效地工作,包括处理医疗领域的问题。基于这一背景,作者设计了一种输液监测系统,以方便缺乏电力支持和互联网络的医院中的护士。本研究旨在利用单片机有效、实时地制作一个静脉输液监测工具。我们采用的研究方法是研究与开发,数据分析方法是比较定量分析。本研究包括三个主要部分,即系统输入、作为系统处理器的单片机和系统预期输出。该输液监测系统使用 Load Cell 测量输液量,RTC 模块估算输液到期时间,LCD 显示输液状态信息,蜂鸣器在检测到输液用完时发出信息警报。本研究使用的微控制器是 Arduino Uno。结果显示,输液的压力与人体体液相同(等渗)。Load Cell 的质量读数准确度值为 99.88%,将静脉输液测量值转换为毫升的测试准确度为 99.49%,正常情况下每分钟输液滴数为 20 滴,预计输液时间为 8 小时。
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引用次数: 0
Morphology of 925 Silver Powder Particles Produced From Gas Atomization 气体雾化法生产的 925 银粉颗粒形态学
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.4891
Montri Kawsuk, Surat Wannasrib, Sirichai Torsakula
In order to examine the impact of metal water temperature and gas flow rate on the production of 925 silver alloy powder via closed-coupled nozzle and gas atomization process with nitrogen gas as the production medium, and since the morphology of the powder particles could not account for the influence of these variables, the aim was to comprehend and propose a new approach for a general framework for studying the influence of such factors. As a consequence, an investigation was conducted into the impact of these two variables on the morphology, which was characterized by roundness values. Particle size and distribution information can be conveyed to facilitate interpretation. According to the results of the experiment, the gas flow rate and metal water temperature influence the particle morphology in terms of particle size and distribution with respect to roundness. The particle size distribution of metal powders is more restricted and the particle roundness increases. This is due to the fact that the particle morphology plays a critical role in determining which metal powder particles are suitable for forming metal powder workpieces via various production methods. The gas flow rate and metal water temperature influence the particle size distribution, roundness value, and significant size of 925 silver alloy powder.
为了研究金属水温度和气体流速对以氮气为生产介质的闭合耦合喷嘴和气体雾化工艺生产 925 银合金粉的影响,由于粉末颗粒的形态无法解释这些变量的影响,因此目的是理解并提出一种新方法,以建立研究这些因素影响的一般框架。因此,我们对这两个变量对形态的影响进行了调查,形态的特征是圆度值。颗粒大小和分布信息可以被传递出来,以方便解释。实验结果表明,气体流速和金属水温度对颗粒形态的影响体现在颗粒尺寸和圆度分布方面。金属粉末的粒度分布更受限制,颗粒的圆度增加。这是因为颗粒形态在决定哪些金属粉末颗粒适合通过各种生产方法形成金属粉末工件方面起着至关重要的作用。气体流速和金属水温度会影响 925 银合金粉的粒度分布、圆度值和显著尺寸。
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引用次数: 0
Effect of High Temperature Heating on Chemical Compounds in Magnesium Composite Materials 高温加热对镁复合材料中化学成分的影响
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.3749
Rezza Ruzuqi, Eko Tavip Maryanto
The development of magnesium composite-based seawater battery anode technology is actively pursued, especially in its ability to transmit and store electrical energy. However, many overlook the possibility that significant temperature changes during the process may lead to chemical compound alterations, potentially affecting the battery's performance. Therefore, this research examines the changes in chemical compounds in magnesium composite-based seawater battery anodes caused by high temperatures. In this study, the synthesis process of magnesium composite material composed of MgAlSnMn with variations of Manganese (wt.-%) 14.8, 15, 15.2, 15.4, 15.6. Then it was milled for 60 minutes. Next, the materials were pelletized using a manual compacting machine with a diameter and compressive strength of 10 mm and 150 kg/cm2 respectively. After that, all materials were sintered at 7500C with a muffle furnace for 60 minutes. In this study, XRD equipment was utilized to determine chemical compound changes. The results indicate that magnesium composite materials undergo significant chemical compound alterations at high temperatures, including MgO (Magnesium Oxide Periclase), Al18Mg3Mn2, and the remaining Al elements. This could potentially disrupt the performance of seawater batteries when applied. It is hoped that further research will be conducted in the future to enhance the quality and performance of the product.
以镁复合材料为基础的海水电池阳极技术的开发受到了人们的积极关注,尤其是其传输和存储电能的能力。然而,许多人忽视了在此过程中温度的显著变化可能会导致化合物的改变,从而可能影响电池的性能。因此,本研究探讨了高温对基于镁复合材料的海水电池阳极中的化合物造成的变化。在本研究中,镁复合材料的合成过程由 MgAlSnMn 组成,锰含量(重量百分比)分别为 14.8、15、15.2、15.4 和 15.6。然后将其研磨 60 分钟。然后,使用手动压制机将材料压制成团,直径和抗压强度分别为 10 毫米和 150 千克/平方厘米。之后,所有材料在 7500C 的马弗炉中烧结 60 分钟。本研究利用 XRD 设备测定化学成分的变化。结果表明,镁复合材料在高温下会发生明显的化合物变化,包括氧化镁(MgO)、Al18Mg3Mn2 和其余的铝元素。这可能会破坏海水电池的应用性能。希望今后能开展进一步的研究,以提高产品的质量和性能。
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引用次数: 0
Development of a Game-Based Learning: Airfield Lighting System Simulator Using Virtual Reality and Augmented Reality 开发基于游戏的学习:使用虚拟现实和增强现实技术的机场照明系统模拟器
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.3253
Direstu Amalia, Viktor Suryan, Virma Septiani, Yeti Komalasari, Rio Rizko, Adha Febriansyah, Siti Salbiah Ristumanda, Muhammad Kristiawan, Oke Hendra
This study aimed to develop an innovative learning tool, AIRLIT, as an alternative practical system to enhance the learning of Airfield Lighting System (ALS) among Diploma IV Airport Engineering Technology (DIV-TRBU) cadets. The motivation behind this research stemmed from the necessity to address the challenges faced in ALS practical learning due to limited access to airport facilities. The research methodology is Waterfall Model, encompassing phases: analysis, design, implementation, system testing, and maintenance. User needs were thoroughly analyzed, particularly those of DIV-TRBU cadets, through observations and interviews with subject matter experts. The resulting AIRLIT application offers immersive simulations of ALS operations, including AR recognition of lighting tools/materials and VR visualization of airport layouts. This research succeeded in developing the AIRLIT application, and system testing revealed positive outcomes,  with the significant value for pair 1 is 0.000 < 0.05, so there is a difference in the average learning outcomes of cadets for the experimental class pre-test and the experimental class post-test. The significant value of pair 2 is 0.000 < 0.05, so there is a difference in the average learning outcomes of cadets for the control class pre-test and the control class post-test. The Independent sample test shows a difference in cadet learning outcomes between the learning model using AIRLIT and the conventional model, and this result indicates the effectiveness of AIRLIT in improving cadets' learning experiences and outcomes. Overall, this research underscores the significance of incorporating innovative technologies into educational practices, paving the way for enhanced learning experiences and outcomes in airport engineering training programs. The theoretical implication of this study lies in its contribution to integrating AR technology into educational settings, enhancing engagement and experiential learning. Practically, AIRLIT provides a valuable tool for ALS learning, addressing the limitations of traditional practical training methods.
本研究旨在开发一种创新的学习工具--AIRLIT,作为替代实践系统,以加强机场工程技术(DIV-TRBU)第四文凭学员对机场照明系统(ALS)的学习。这项研究的动机源于解决由于机场设施有限而在机场照明系统实践学习中所面临挑战的必要性。研究方法采用瀑布模型,包括分析、设计、实施、系统测试和维护等阶段。通过观察和与主题专家的访谈,对用户需求,特别是 DIV-TRBU 学员的需求进行了深入分析。最终开发的 AIRLIT 应用程序提供了身临其境的 ALS 操作模拟,包括照明工具/材料的 AR 识别和机场布局的 VR 可视化。本研究成功开发了 AIRLIT 应用程序,系统测试显示了积极的成果,对 1 的显著值为 0.000 < 0.05,因此实验班前测试和实验班后测试的学员平均学习成果存在差异。对 2 的显着值为 0.000 < 0.05,因此对照班学员的平均学习成果在对照班前测试和对照班后测试中存在差异。独立样本检验结果显示,使用 AIRLIT 的学习模式与传统模式的学员学习成果存在差异,这一结果表明 AIRLIT 在改善学员的学习体验和成果方面卓有成效。总之,本研究强调了将创新技术融入教育实践的意义,为提升机场工程培训项目的学习体验和成果铺平了道路。本研究的理论意义在于它有助于将 AR 技术融入教育环境,提高参与度和体验式学习。在实践中,AIRLIT 为 ALS 学习提供了有价值的工具,解决了传统实践培训方法的局限性。
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引用次数: 0
Exploring The Financial Dynamics Of Green Building Adoption: Insights From Indonesia 探索采用绿色建筑的财务动态:印度尼西亚的启示
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.4773
S. Sutikno, Sarwono Hardjomuljadi, H. Sulistio, M. A. Wibowo, Suyono Dikun
This research purpose is to offer insights to property owners and developers whose focus tends to be solely on the initial costs of green buildings, and aligning with the requirements set forth by Minister of Public Works and Public Housing Regulation No. 21 of 2022, effective from 2022, which mandates green buildings to obtain Building Structure Approval (PBG) and Functional Worthiness Certificate (SLF). Drawing from the 2013-2018 Green Building Council Indonesia (GBCI) report, which indicates a mere 2% certification rate for buildings exceeding 12 floors, this study seizes the opportunity to delve into how green building considerations influence financial decisions. Surveying 102 experienced respondents in green building practices, this research employs green building factor analysis, value engineering, life cycle cost analysis, and Structural Equation Modeling (SEM)-PLS to scrutinize the factors influencing cost performance in green buildings. The findings spotlight 10 critical green building factors pivotal for securing certification, alongside unveiling correlations between initial costs, operational costs, and life cycle costs. Anticipated outcomes encompass facilitating compliance with Minister of Public Works and Public Housing Regulation No. 21 of 2021, and nurturing the development of green buildings in Indonesia. Implications span regulatory compliance, informed financial strategies, green building advancement, and knowledge dissemination. This study aims to simplify comprehension of the financial ramifications of green buildings, furnishing practical guidance for developers in navigating the intricacies of cost-sustainability equilibrium.
本研究的目的是为那些只关注绿色建筑初期成本的业主和开发商提供见解,并与公共工程和公共住房部2022年第21号法规(2022年起生效)规定的要求保持一致,该法规规定绿色建筑必须获得建筑结构批准(PBG)和功能合格证书(SLF)。印度尼西亚绿色建筑委员会(GBCI)2013-2018 年的报告显示,超过 12 层的建筑获得认证的比例仅为 2%,本研究以此为契机,深入探讨绿色建筑因素如何影响财务决策。本研究调查了 102 位在绿色建筑实践方面经验丰富的受访者,采用了绿色建筑因素分析、价值工程、生命周期成本分析和结构方程建模 (SEM)-PLS 等方法,仔细研究了影响绿色建筑成本绩效的因素。研究结果强调了获得认证的 10 个关键绿色建筑因素,并揭示了初始成本、运营成本和生命周期成本之间的相关性。预期成果包括促进遵守公共工程与公共住房部 2021 年第 21 号法规,并推动印尼绿色建筑的发展。研究的意义包括遵守法规、制定明智的财务战略、推动绿色建筑的发展以及传播知识。本研究旨在简化对绿色建筑财务影响的理解,为开发商提供实用指导,帮助他们在错综复杂的成本与可持续性之间取得平衡。
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引用次数: 0
Design of An Automatic Temperature Recorder for Fishery Vessels Using Internet of Things Technology 利用物联网技术设计渔船自动温度记录仪
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.4887
Hadi Purwanto, Maman Hermawan, Chandra Nainggolan, Berbudi Wibowo
Fishery products, especially capture fisheries, must be safe and high-quality. The treatment of captured fish from capture to consumption is crucial to maintaining its quality. Temperature impacts fish quality. Fish putrefaction can be prevented at a specific temperature. Maintaining optimal fish quality requires temperature monitoring at the holding hatch of fish captured on board. Indonesia requires hatches with fish storage to have automatic temperature recorders and monitors. Inspections by authorities who issued certifications of acceptable fish handling practices found many breaches on Indonesian fishing vessels without automatic temperature monitoring systems. Indonesian fishery exports to the EU have been rejected due to the lack of automatic temperature recording systems on fishing vessels. Existing automatic temperature recording equipment for fishing vessels does not meet technical and legal requirements.  The lack of autonomous temperature monitoring devices on fishing vessels was solved via design thinking in an exploratory study. Thus, fishing vessel temperature recording devices were designed using Internet of Things technology. Literature is utilized to choose resources. Hatch temperature recorder, MAX 31865 module, and PT100 thermocouple sensor use ESP 32 as a microprocessor. Raspberry Pi4 controls, displays, and stores data. This fish hatch temperature recorder has a GPS module for coordinates. This utility manages display and storage with Home Assistant software. Commercial low-temperature recorders are utilized for comparison testing. Before calibration, the pesuotokapi tool had a variance coefficient of 9.39%, whereas the comparison tool had 12.09%. The pesuotokapi tool has a coefficient of variation of 11.96% after calibration, whereas the comparison tool had 13.28%. The pesuotokapi tool regularly yields a lower coefficient of variation than the comparison tool. This shows that the pesuotokapi tool generates data with less divergence from the average recorded temperature than the comparison tool. Pesuotokapi devices regularly outperform comparator devices in temperature before calibration, improving fish hold quality.
渔业产品,尤其是捕捞渔业产品,必须安全、优质。捕获的鱼从捕获到食用的整个过程的处理对保持其质量至关重要。温度影响鱼的质量。在特定温度下可防止鱼类腐败。要保持最佳的鱼类质量,就需要对船上捕获的鱼类的贮存舱口进行温度监测。印尼要求鱼舱必须安装自动温度记录仪和监控器。颁发可接受鱼类处理方法证书的当局在检查中发现,印尼渔船上有许多没有自动温度监测系统的违规行为。由于渔船上没有自动温度记录系统,印尼对欧盟的渔业出口被拒。现有的渔船自动温度记录设备不符合技术和法律要求。 在一项探索性研究中,通过设计思维解决了渔船上缺乏自主温度监测设备的问题。因此,利用物联网技术设计了渔船温度记录设备。利用文献选择资源。Hatch 温度记录仪、MAX 31865 模块和 PT100 热电偶传感器使用 ESP 32 作为微处理器。Raspberry Pi4 控制、显示和存储数据。该鱼类孵化温度记录器配有 GPS 模块,用于获取坐标。该实用程序通过 Home Assistant 软件管理显示和存储。商用低温记录仪用于对比测试。校准前,pesuotokapi 工具的差异系数为 9.39%,而对比工具的差异系数为 12.09%。校准后,pesuotokapi 工具的变异系数为 11.96%,而对比工具为 13.28%。pesuotokapi 工具的变异系数经常低于对比工具。这表明,与对比工具相比,pesuotokapi 工具生成的数据与平均温度记录的偏差较小。Pesuotokapi 设备在校准前的温度方面经常优于比较设备,从而提高了鱼群质量。
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引用次数: 0
The Role of Artificial Intelligence in Providing People With Privacy: Survey 人工智能在为人们提供隐私方面的作用:调查
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.4013
Salar Raees, Mohammed Al-Tamimi
Images privacy involves assessing the amount of information leakage from images, assessing risks associated with identification, and examining controls on this information. It was discussed various types of protection available and most commonly used in providing privacy to a person in images, including single-stage and two-stage detection algorithms. The results of each algorithm are organized in detailed tables, and the [YOLO] algorithm expands on all versions. The paper also clarifies the dataset used for testing the algorithms and its relevance to achieving desired results. It presents a comprehensive understanding of the process of detecting persons in digital images and assesses various tools and algorithms for recognizing persons, faces, and identities. It added an extensive examination of the several methods used to identify persons in digital images, with a specific emphasis on safeguarding their privacy. The task at hand is assessing various face recognition and identification tools and algorithms, with a specific emphasis on those that exhibit superior accuracy and efficiency in presenting outcomes. The study concluded that using the yolov8 algorithm in conjunction with blurring techniques effectively conceals individuals' information in digital images while maintaining the integrity of the overall image. The research paper's implications and information can practically contribute to the development of algorithms for detecting and protecting people in digital images, as well as the development of applications in this field. Theoretically, it can enhance understanding of the process of detecting and protecting people, and potentially contribute to the development of new theories in the field of protection and discovery.
图像隐私涉及评估从图像中泄露的信息量、评估与识别相关的风险以及检查对这些信息的控制。会议讨论了在为图像中的个人提供隐私保护时可用和最常用的各类保护措施,包括单阶段和双阶段检测算法。每种算法的结果都整理在详细的表格中,[YOLO] 算法对所有版本进行了扩展。论文还阐明了用于测试算法的数据集及其与实现预期结果的相关性。论文全面介绍了在数字图像中检测人员的过程,并评估了用于识别人员、人脸和身份的各种工具和算法。它还对用于识别数字图像中的人员的几种方法进行了广泛的研究,并特别强调要保护他们的隐私。当前的任务是评估各种人脸识别和身份识别工具和算法,重点是那些在呈现结果方面表现出卓越准确性和效率的工具和算法。研究得出的结论是,将 yolov8 算法与模糊技术结合使用,既能有效隐藏数字图像中的个人信息,又能保持整体图像的完整性。该研究论文的意义和信息可切实促进数字图像中人员检测和保护算法的开发,以及该领域应用软件的开发。从理论上讲,它可以加深对人物检测和保护过程的理解,并有可能促进保护和发现领域新理论的发展。
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引用次数: 0
A Comparison of Levelised Cost of Energy of Different Energy Sources for Irrigated Shallot Farming in Some Coastal Regions of Ghana 加纳部分沿海地区灌溉葱种植所用不同能源的平准化能源成本比较
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.4185
Saeed Abdul-Ganiiyu, Rosa Emefa Djangba, Denis EK Dzebre, D. A. Quansah, M. Adaramola
This study assessed the technical and economic viability of Poldaw wind pumps for irrigates shallot cultivation in the Keta Municipality in Ghana. Technical analyses of 4 versions of the Poldaw pump is conducted to determine if it they can supply the water requirements for irrigated shallot farming. The Levelized Cost of Energy (LCOE) of wind energy for irrigation over a period of 20 years is also calculated and compared with that of grid electricity, diesel, petrol and premix fuels as alternative energy sources for irrigated shallot farming in the area. At a hub height of 10 m, the 5.0 m Poldaw was found to be capable of supplying the daily water requirements for irrigated shallot farming in the area. In addition, its LCOE is better than those of petrol, diesel and premix fuel. Grid electricity lost its slight advantage on LCOE when the Poldaw pump was assessed for hub heights of 12 m and higher. The findings of the study suggest that the 5.0 m Poldaw pump is a viable alternative to pumps powered by other energy sources currently used for irrigated shallot farming in the Municipality.
本研究评估了 Poldaw 风泵在加纳 Keta 市灌溉大葱种植方面的技术和经济可行性。对 4 种型号的 Poldaw 风泵进行了技术分析,以确定它们能否满足灌溉大葱种植的用水需求。还计算了 20 年内用于灌溉的风能的平准化能源成本(LCOE),并将其与电网电力、柴油、汽油和预混燃料作为该地区灌溉大葱种植的替代能源进行了比较。在轮毂高度为 10 米的情况下,5.0 米高的 Poldaw 可以满足该地区大葱灌溉的日常用水需求。此外,其 LCOE 优于汽油、柴油和预混燃料。在对轮毂高度为 12 米及以上的 Poldaw 水泵进行评估时,电网电力在 LCOE 方面略微失去优势。研究结果表明,5.0 米的 Poldaw 泵是该市目前用于灌溉大葱种植的其他能源泵的可行替代品。
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引用次数: 0
Deep Learning and Its Role in Diagnosing Heart Diseases Based on Electrocardiography (ECG) 深度学习及其在基于心电图诊断心脏病中的作用
Pub Date : 2024-06-06 DOI: 10.37385/jaets.v5i2.3746
Q. K. Abood
Diagnosing heart disease has become a very important topic for researchers specializing in artificial intelligence, because intelligence is involved in most diseases, especially after the Corona pandemic, which forced the world to turn to intelligence. Therefore, the basic idea in this research was to shed light on the diagnosis of heart diseases by relying on deep learning of a pre-trained model (Efficient b3) under the premise of using the electrical signals of the electrocardiogram and resample the signal in order to introduce it to the neural network with only trimming processing operations because it is an electrical signal whose parameters cannot be changed. The data set (China Physiological Signal Challenge -cspsc2018) was adopted, which is considered a challenge for researchers because it includes different age groups. Many diseases, and the results obtained by the system were 96% accurate.
对于人工智能专业的研究人员来说,诊断心脏病已经成为一个非常重要的课题,因为大多数疾病都与智能有关,尤其是在科罗娜大流行之后,世界不得不转向智能。因此,本研究的基本思路是在使用心电图电信号的前提下,依靠对预训练模型(Efficient b3)的深度学习来揭示心脏疾病的诊断,并对信号进行重采样,以便将其引入神经网络,因为它是电信号,其参数无法改变,所以只需进行修剪处理操作即可。采用的数据集(China Physiological Signal Challenge -cspsc2018)被认为是对研究人员的一个挑战,因为它包括不同年龄段的人群。系统得到的结果准确率为 96%。
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引用次数: 0
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Journal of Applied Engineering and Technological Science (JAETS)
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