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IoT and AI Based Smart Soil Quality Assessment for Data-Driven Irrigation and Fertilization 基于物联网和人工智能的数据驱动灌溉和施肥智能土壤质量评估
Pub Date : 2022-10-15 DOI: 10.47672/ajce.1232
Jean Pierre Nyakuri, Judith Bizimana, Aaron Bigirabagabo, Jean Bosco Kalisa, James Gafirita, Midas Adolphe Munyaneza, Jean Pierre Nzemerimana
Purpose: The rapidly growing demand for food due to rapid population growth in East Africa is one of the challenging issues and the sustainable way of tackling it, is to enhance the agriculture activities to satisfy the need of increasing farm productivity. However, the climate change, limited water resources and poor soil fertility reduces crops yields. In attempt to solve these challenges, Internet of thing (IoT) in conjunction with artificial intelligence (AI) techniques is increasingly being used in agriculture sector. This study investigates an integration of IoT and a deep learning (DL)  driven solution for smart irrigation and fertigation by assessing soil nutrients and soil water content dynamics in Eastern province of Rwanda for optimization of these scare resources while increasing yields productivity. Methodology: The research data for analysis was collected from KABOKU-KAGITUMBA irrigation scheme, and data on soil moisture and soil nutrients was gathered over a six-month period from 36 sensor nodes that were installed in approximately 70 hectares with 6 pivots for irrigation. The collected data in real time by sensors was sent to an IoT platform and incorporated with the forecasted weather information there after a deep learning based model used to predict when to irrigate and when to fertigate and the notification sent to farmer with recommendations. The irrigation valves were automatically actuated based on the predictions. The study's main software tools for gathering, displaying, and analyzing real-time data streams were Things Speak, Tensor Flow Lite, and the Arduino Software (IDE). A prototype was finally implemented effectively. Findings: The resulting model showed that can perform well with an accuracy of 91.7% and it can work well when deployed in the remote area with minimum internet connection. Unique Contribution to Practice: since the currently technologies used in irrigation and fertilization are manual or based on threshold values for automatic irrigation, we recommend the implementation of this solution since it will guarantee data-driven farming, which will help to protect the environment and ensure the optimization use of water resources. Additionally, this will result in lower operating cost, which will raise earnings.
目的:由于东非人口的快速增长,对粮食的需求迅速增长,这是一个具有挑战性的问题,解决这一问题的可持续方式是加强农业活动,以满足提高农业生产力的需要。然而,气候变化、有限的水资源和贫瘠的土壤肥力降低了作物产量。为了解决这些挑战,物联网(IoT)与人工智能(AI)技术越来越多地应用于农业领域。本研究通过评估卢旺达东部省的土壤养分和土壤含水量动态,研究了物联网和深度学习驱动的智能灌溉和施肥解决方案的集成,以优化这些稀缺资源,同时提高产量生产力。方法:用于分析的研究数据收集自KABOKU-KAGITUMBA灌溉方案,土壤水分和土壤养分数据在6个月的时间里从36个传感器节点收集,这些传感器节点安装在大约70公顷的土地上,有6个灌溉枢纽。传感器实时收集的数据被发送到物联网平台,并在基于深度学习的模型中预测何时灌溉和施肥,并向农民发送通知和建议后,与预测的天气信息相结合。灌溉阀门根据预测自动启动。该研究用于收集、显示和分析实时数据流的主要软件工具是Things Speak、Tensor Flow Lite和Arduino software (IDE)。最后有效地实现了原型。结果表明,该模型可以很好地执行,准确率为91.7%,并且在网络连接最少的偏远地区部署时也可以很好地工作。对实践的独特贡献:由于目前灌溉和施肥使用的技术是手动的或基于自动灌溉的阈值,我们建议实施该解决方案,因为它将保证数据驱动的农业,有助于保护环境并确保水资源的优化利用。此外,这将降低运营成本,从而提高收益。
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引用次数: 2
FEASIBILITY STUDY OF ELECTRIC VEHICLES INTEGRATION IN RWANDA DISTRIBUTION NETWORK 电动汽车在卢旺达配电网整合的可行性研究
Pub Date : 2022-05-05 DOI: 10.47672/ajce.1015
Jean Bosco Ntihinyurwa, Daniel Kanyarwanda, Sefu Bikorimana, Fidele Kwizera
Purpose: This paper investigates the impacts of electric vehicles integration in Rwandan Power system by assessing harmonic distortion, power loss, system loading, and voltage stability. Methodology: Distribution network test was conducted on 34 buses taken from KINIGI feeder of Camp Belge substation in northern corridor of nation grid by using ETAP software. Findings: The test came up with locating electric vehicles charging stations by taking into account the total harmonic distortion, transformer loading, voltage sensibility factor and the power loss where 4, 1, 2, 2, and 1 vehicles are located at buses 19, 20, 23, 25, and 26 respectively. The study determined the location of charging stations to enhance technical perspectives while implementing policies as policy maker motivates the public to shift from diesel powered EV to mitigate greenhouse gases emissions and fuel resources scarcity. Recommendations: The number of integrated EVs has been shown to be low compared to the demand for EVs and the industry's annual target of 1000 EVs per year. This requires a utility to manage the proposed load increase by planning for the power generation, transmission and distribution infrastructure. In addition, EV charging stations generate current and voltage harmonics that affect negatively electrical equipment, nearby loads, and neighboring telecommunications lines. Harmonic filtering devices such as RHS, SC and hybrid devices built on RHS and SC are required in the distribution network to eliminate the effects generated by the harmonics.  
目的:通过评估谐波失真、功率损耗、系统负荷和电压稳定性,研究电动汽车集成对卢旺达电力系统的影响。方法:采用ETAP软件对国网北部廊道Belge营变电所KINIGI馈线上的34辆母线进行配电网测试。结果:综合考虑4辆、1辆、2辆、2辆、1辆分别位于19、20、23、25、26号母线处的总谐波畸变、变压器负荷、电压敏感系数和功率损耗,得出了电动汽车充电站的定位。该研究确定了充电站的位置,以提高技术视角,同时实施政策,因为政策制定者鼓励公众从柴油动力电动汽车转向缓解温室气体排放和燃料资源短缺。建议:与对电动汽车的需求和行业每年1000辆电动汽车的年度目标相比,集成电动汽车的数量已经被证明是低的。这就要求电力公司通过规划发电、输电和配电基础设施来管理拟议的负荷增加。此外,电动汽车充电站产生的电流和电压谐波会对电气设备、附近的负载和邻近的电信线路产生负面影响。配电网中需要谐波滤波装置,如RHS、SC以及基于RHS和SC的混合装置来消除谐波产生的影响。
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引用次数: 1
E-disease monitoring using radio frequency identification sensor link technology (RFID-SLT) to improve public health information system in Nigeria 利用无线射频识别传感器链路技术(RFID-SLT)进行电子疾病监测,以改善尼日利亚的公共卫生信息系统
Pub Date : 2022-04-13 DOI: 10.47672/ajce.988
O. R. Otagburuagu, Irukwu Joe Ogbonnaya
Disease detection and monitoring using electronic means called E-disease monitoring cannot be over emphasized. This work goes to the in depth of how infected specimens can be tracked using radio frequency waves, and also how sensed information can be transmitted using sensor tags. The present study also demonstrates the algorithm for the process of RFID-SLT by applying the Radio Frequency Identification (RFID) sensor system designed in Matlab/simulink with sensor-tags in order to indicate how communication is carried out throughout the system. Comparisons were carried out to show the performance of the system with and without the RFID sensor links. The results obtained shows that RFID-SLT can detect certain human body vitals to be able to detect infected specimen at any tag range and the data obtained transmitted to a host network via node tags.
使用被称为e -疾病监测的电子手段进行疾病检测和监测再怎么强调也不为过。这项工作深入研究了如何使用无线电波跟踪感染标本,以及如何使用传感器标签传输感知到的信息。本研究还通过应用在Matlab/simulink中设计的带有传感器标签的射频识别(RFID)传感器系统来演示RFID- slt过程的算法,以指示整个系统如何进行通信。比较了系统在有和没有RFID传感器链路的情况下的性能。结果表明,RFID-SLT可以检测到某些人体生命体征,能够在任何标签范围内检测到感染标本,并将获得的数据通过节点标签传输到主机网络。
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引用次数: 0
Design and Development of a VHF Telemetry Two-way Radio Device Network Downtime/Uptime Alerting Prototype VHF遥测双向无线电设备网络停机/正常运行时间警报原型的设计与开发
Pub Date : 2022-03-28 DOI: 10.47672/ajce.968
Jonathan Chisapi,  Charles S Lubobya
This paper presents the design and development of a VHF telemetry Two-way radio device network downtime/uptime alerting prototype. Telemetry network monitoring using VHF 2-way radio Streaming is a paradigm in networking management that has not been deployed. The framework enables continuous monitoring of the mobile and fixed access points of the mining fleet management Wi-Fi system (in the case of the Barrick Lumwana mine, Zambia). Considering the significance of real-time alerts in a mining facility, critical systems such as slope monitoring radars, mobile emergency alerts, and timely copper production reports must be monitored in real-time. The results for the performance warnings of the telemetry access points collectively accounted for a response alert time of 1999ms from the samples collected which translated to 0.29% compared to the SNMP system that registered a total of 689500ms for the samples collected which translates to 99.71% of the total response time of 691499ms. The results derived from the VHF 2-way radio telemetry prototype show that this system performs better than the traditional SNMP network monitoring system. We recommend that this IP network prototype is used in open-pit mines alongside Motorola telemetry two-way radios.
本文介绍了一种VHF遥测双向无线电设备网络停机/正常运行时间报警样机的设计与开发。使用VHF双向无线流的遥测网络监控是一种尚未部署的网络管理范例。该框架能够持续监测采矿车队管理Wi-Fi系统的移动和固定接入点(以赞比亚Barrick Lumwana矿为例)。考虑到实时警报在采矿设施中的重要性,必须对边坡监测雷达、移动紧急警报和及时的铜生产报告等关键系统进行实时监控。遥测接入点的性能警告结果总共占所收集样本的响应警报时间的1999ms,这相当于0.29%,而SNMP系统所收集样本的响应警报时间为689500ms,占总响应时间691499ms的99.71%。VHF双向无线电遥测样机的测试结果表明,该系统的性能优于传统的SNMP网络监控系统。我们建议将这种IP网络原型与摩托罗拉遥测双向无线电一起用于露天矿。
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引用次数: 0
Performance Evaluation of Routing Protocols in Enterprise Networks 企业网络中路由协议的性能评估
Pub Date : 2022-03-04 DOI: 10.47672/ajce.953
W. Mwewa, Smart C. Lubobya
This paper evaluates the performance of routing protocols such as OSPF, EIGRP and IS-IS in an enterprise network. Routing protocols are rules that govern the best route to transfer data between various nodes in networks. These rules are used in the transmission of information from the transmitting end to the receiving end. Routing protocol's main responsibility lies in determining the best way routers communicate with each other in order to forward any kind of network traffic using the optimal path. The evaluation of routing protocols was achieved by measuring packet end-to-end delay, packet delay variation, Jitter, Ethernet delay, traffic sent and received parameters by employing OPNET simulator software using Http, Video conferencing and Voice data types. The results shows that OSPF_IS-IS combined protocols outperforms the of OSPF_EIGRP and OSPF protocols by 60%.
本文对企业网络中OSPF、EIGRP、IS-IS等路由协议的性能进行了评估。路由协议是控制网络中各个节点之间传输数据的最佳路由的规则。这些规则用于从发送端到接收端的信息传输。路由协议的主要职责在于确定路由器相互通信的最佳方式,以便使用最优路径转发任何类型的网络流量。利用OPNET仿真软件对Http、视频会议和语音数据类型的分组端到端时延、分组时延变化、抖动、以太网时延、流量发送和接收参数进行了测量,实现了对路由协议的评价。结果表明,OSPF_IS-IS组合协议的性能比OSPF_EIGRP和OSPF协议的性能高出60%。
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引用次数: 1
Comparison  Between   Scheffe’s Second Degree (5,2) And Third Degree (5,3) Polynomial Models In The Optimization Of Compressive Strength Of Glass Fibre Reinforced Concrete (GFRC) Scheffe二阶(5,2)与三次(5,3)多项式模型在玻璃纤维增强混凝土抗压强度优化中的比较
Pub Date : 2022-01-06 DOI: 10.47672/ajce.893
K. Nwachukwu, K. Njoku, P. Okorie, I. S. Akosubo, C. Uzoukwu, E. O. Ihemegbulem, A. U. Igbojiaku
Purpose: This research work aimed at formulating an optimization model based on  Scheffe’s Third Degree Polynomial (5,3)  that can be used to optimize the compressive strength of Glass Fibre Reinforced Concrete (GFRC), which is then compared to Scheffe’s Second  Degree Polynomial (5,2) formulation developed by Nwachukwu and others (2017) . Methodology: Using Scheffe’s Simplex method, the compressive strength of GFRC was determined for different ratios.  Control experiments were also carried out and the compressive strength determined. After the tests have been conducted, the adequacy of the model was tested using fisher’s f-test and the result of the test shows a good correlation between the model and control results.  Findings: Optimum compressive strength for the Scheffe’s (5,3) model was  obtained as 21.82 N/mm2. This is slightly higher than the optimum compressive strength for Scheffe’s (5,2) model which was obtained as 20.71 N/mm2 by Nwachukwu and others (2017). Since structural concrete elements are generally made with concrete having a compressive strength of 20 to 35 MPa (or 20 to35 N/mm2 ), it then means that optimized GFRC based on both Scheffe’s models  can produce the required compressive strength  needed in major construction projects such as bridges and  light-weight structures. Recommendations: Major stakeholders in the construction industry are therefore advised to use optimized GFRC as it is far cheaper and still possess the required strength needed for construction works.
目的:本研究旨在建立基于Scheffe三次多项式(5,3)的优化模型,该模型可用于优化玻璃纤维增强混凝土(GFRC)的抗压强度,然后将其与Nwachukwu等(2017)开发的Scheffe二次多项式(5,2)公式进行比较。方法:采用Scheffe’s Simplex法确定不同配比下GFRC的抗压强度。并进行了对照试验,确定了抗压强度。检验完成后,使用fisher f检验对模型的充分性进行检验,检验结果表明模型与对照结果具有良好的相关性。结果:Scheffe(5,3)模型的最佳抗压强度为21.82 N/mm2。这略高于Nwachukwu等人(2017)得出的Scheffe(5,2)模型的最佳抗压强度为20.71 N/mm2。由于结构混凝土构件通常由抗压强度为20至35 MPa(或20至35 N/mm2)的混凝土制成,因此这意味着基于Scheffe模型的优化GFRC可以产生桥梁和轻型结构等重大建筑项目所需的抗压强度。建议:因此,建议建筑行业的主要利益相关者使用优化的GFRC,因为它要便宜得多,并且仍然具有建筑工程所需的强度。
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引用次数: 1
Design of a frequency reconfigurable rectangular patch antenna for 2.4 GHz Wi-Fi application 2.4 GHz Wi-Fi应用中频率可重构矩形贴片天线的设计
Pub Date : 2021-12-30 DOI: 10.47672/ajce.886
Alain François Kuate, Paulin Nembot Tchueguem, Jean-François D. Essiben
Purpose: This paper presents the design and analysis of rectangular patch antenna that can be reconfigured in frequency for the three non-overlapping channels of the 2.4 GHz Wi-Fi. Methodology: To achieve this, a patch model in which four Pin diodes are introduced into the radiating structure, two operating in switching (ON / OFF) and two others kept blocked throughout operation has been proposed. By using as radiating element a copper hob placed on a substrate of the FR4_Epoxy type. The so-called CST Microwave Studio simulation software was used to simulate the design antenna. Findings: It was shown that this rectangular patch antenna resonates at the center frequencies of channels 1 (2.412GHz); 6 (2.437 GHz) and 11 (2.462 GH) with an almost uniform radiation pattern for different diode configurations. Recommendations: To improve the performance of this reconfigurable frequency patch antenna, future research must be based on optimizing the radiation parameters for configurations where one of the diodes is ON and the other is blocked.
目的:针对2.4 GHz Wi-Fi的三个不重叠信道,设计并分析了一种可重新配置频率的矩形贴片天线。方法:为了实现这一目标,提出了一个贴片模型,其中四个引脚二极管引入辐射结构,两个在开关(ON / OFF)中工作,另外两个在整个操作过程中保持阻塞。通过使用作为辐射元件的铜滚刀放置在基板的FR4_Epoxy型。采用所谓的CST Microwave Studio仿真软件对设计天线进行仿真。结果表明:该矩形贴片天线谐振在通道1的中心频率(2.412GHz);6 (2.437 GHz)和11 (2.462 GH)对于不同的二极管配置具有几乎均匀的辐射模式。建议:为了提高这种可重构频率贴片天线的性能,未来的研究必须基于优化其中一个二极管打开而另一个二极管阻塞的配置的辐射参数。
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引用次数: 0
THE FUTURE OF FOG COMPUTING IN KENYA 肯尼亚雾计算的未来
Pub Date : 2021-11-26 DOI: 10.47672/ajce.857
Rebeccah Ndungi, B. Sugiantoro
The study, titled "The Future of Fog Computing in Kenya," discusses fog computing, computing evolution, and the Internet of Things. It has layers ideal for fog networks. The architecture depicts the functions performed by each layer, the protocols, devices, and their functionality at various layers. Fog computing extends cloud computing and helps mitigate its difficulties. The study also goes forth to explain the various sectors where fog-computing technology is applied and the various merits associated with it. In order to improve present technology, this article will greatly help researchers in Kenya and beyond by giving ideas and suggestions as a way to focus on the COUNTRY’S VISION 2030.
这项名为“肯尼亚雾计算的未来”的研究讨论了雾计算、计算进化和物联网。它有理想的雾网络层。体系结构描述了每一层执行的功能、协议、设备及其在各层的功能。雾计算扩展了云计算,并帮助减轻了云计算的困难。该研究还进一步解释了应用雾计算技术的各个部门以及与之相关的各种优点。为了改进目前的技术,本文将通过提供想法和建议来极大地帮助肯尼亚和其他国家的研究人员,作为关注国家2030年愿景的一种方式。
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引用次数: 0
DESIGN AND SIMULATION OF A 2.4 GHz MONOPOLE ANTENNA ARRAYS WITH PARASITIC ELEMENTS FOR WIRELESS COMMUNICATIONS 无线通信用寄生元件的2.4 GHz单极天线阵列的设计和模拟
Pub Date : 2021-10-23 DOI: 10.47672/AJCE.825
A. Kuate, Jean-François D. Essiben
Purpose: This paper presents the design and analysis of a 2.4 GHz monopole antenna arrays with parasitic elements for Wireless communications using the Finite-Element Method.  Methodology: The antenna arrays are constituted of five quarter wave antenna monopoles of section   ¶. The selected configuration is the side coupling on a plan of mass out of rectangular copper of form posed on a FR-4 substrate materiel with relative permittivity of 4.4 and the thickness of section ¶. Only the central monopole is fed and the others known as parasitic are in short-circuit position by an effect of mutual coupling. The so-called CST Microwave Studio simulation software is used to simulate the design antenna. Findings: It is shown that this array is directive with high gain. Recommendations: To integrate this antenna arrays into wireless telecommunication systems, future research must be based on reducing its weight and dimensions. The use of printed monopole elements based on metamaterials may be a possible path for this integration.
目的:利用有限元方法设计并分析了一种用于无线通信的2.4 GHz带寄生元件的单极天线阵列。方法:天线阵列由5个截面为¶的四分之一波天线单极子组成。所选择的结构是在质量平面上的侧面耦合,其形状为矩形铜,放置在相对介电常数为4.4的FR-4衬底材料上,截面厚度为¶。只有中央单极子被馈入,其他被称为寄生的单极子由于相互耦合的作用而处于短路状态。采用所谓的CST Microwave Studio仿真软件对设计天线进行仿真。结果表明,该阵列具有高增益的方向性。建议:为了将这种天线阵列集成到无线通信系统中,未来的研究必须基于减轻其重量和尺寸。使用基于超材料的印刷单极元件可能是实现这种集成的可能途径。
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引用次数: 0
Formulation Of The Total Potential Energy Functional Relevant To The Stability Analysis Of A Doubly Symmetric Single (DSS) Cell Thin- Walled Box Column In Line With Raleigh- Ritz Method 基于罗利-里兹法的双对称单胞薄壁箱形柱稳定性分析的总势能泛函公式
Pub Date : 2021-10-06 DOI: 10.47672/ajce.815
K. Nwachukwu, J. Ezeh, H. Ozioko, J. Eiroboyi, D. Nwachukwu
Purpose: This work is concerned with the formulation of peculiar Total Potential Energy Functional (TPEF) for a Doubly Symmetric Single (DSS) cell Thin -walled Box Column (TWBC).  The formulated Energy Functional Equations support the stability analysis of a DSS cell thin-walled box (closed) column cross-section using Raleigh - Ritz Method (RRM) with polynomial shape functions. Methodology: This present formulation is based on the governing TPEF developed by Nwachukwu and others (2017). The polynomial shape functions (only the first two coordinate polynomial shape functions) for different boundary conditions were generated first, and then followed by the formulation of TPEF for different boundary conditions of the DSS cell TWBC. Findings: The Raleigh- Ritz based formulated TPEF equations are found suitable, handy and simple to be used in the Flexural(F) , Flexural- Torsional(FT)  and Flexural- Torsional- Distortional(FTD) buckling/stability analysis of DSS cell TWBC cross-section where data obtained (critical bulking loads) will be compared with the works of other authors in subsequent papers. Conclusion: Henceforth it is recommended that additional work should be done using more than first two coordinate polynomial shape functions in order to increase the accuracy of RRM.
目的:研究双对称单胞薄壁箱形柱(TWBC)的特殊总势能泛函(TPEF)。所建立的能量泛函方程支持用具有多项式形状函数的Raleigh - Ritz方法(RRM)对DSS电池薄壁箱(封闭)柱截面进行稳定性分析。方法:本配方基于Nwachukwu等人(2017)开发的统治性TPEF。首先生成不同边界条件下的多项式形状函数(仅前两个坐标多项式形状函数),然后推导出DSS单元TWBC不同边界条件下的TPEF。结果:基于Raleigh- Ritz公式的TPEF方程适合、方便和简单地用于DSS单元TWBC截面的弯曲(F)、弯曲-扭转(FT)和弯曲-扭转-扭曲(FTD)屈曲/稳定性分析,其中获得的数据(临界体积载荷)将与其他作者在后续论文中的工作进行比较。结论:为了提高RRM的精度,建议在前两个以上的坐标多项式形状函数的基础上进行额外的工作。
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引用次数: 0
期刊
American Journal of Computing and Engineering
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