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ANFIS-based Indoor localization and Tracking in Wireless Sensor Networking 无线传感器网络中基于 ANFIS 的室内定位与跟踪
Q4 Engineering Pub Date : 2024-07-01 DOI: 10.4314/njtd.v21i2.2271
S. M. Tariq, I.S. Al-Mejibli
Localizing wireless sensor networks poses a persistent challenge in accurately determining sensor node locations based on known  anchor node positions, especially when nodes move between different locations. Conventional techniques like Trilateration, relying on  Received Signal Strength Indicators (RSSIs), frequently employed in Wireless Sensor Networks (WSNs), serve the purpose of localizing  and tracking moving targets. However, the inherent nonlinear relationship between RSSI and distance often leads to substantial errors in  localization estimations. This paper introduces an innovative approach by proposing the utilization of an Adaptive Neural Fuzzy Inference  System (ANFIS) as a departure from the conventional RSSI-based method. This ANFIS-based approach aims to initially estimate the  locations of single moving targets in a 2-D WSN setup. Subsequently, these initial estimates undergo further refinement within an  Unscented Kalman Filter (UKF). The results demonstrate the superior performance of the proposed algorithms in tracking targets,  showcasing high accuracy levels within a few centimeters is evident from the mean localization errors for standard RSSI, ANFIS, and  ANFIS+UKF, that the ANFIS+UKF framework can handle real-time target tracking issues in WSN utilizing RSSI (5.657, 0.805, and 0.068,  respectively). By contrast, the proposed method offers an impressive improvement of 98.797% over the standard RSSI method. 
根据已知锚节点位置准确确定传感器节点位置,尤其是当节点在不同位置之间移动时,对无线传感器网络进行定位是一项长期挑战。无线传感器网络(WSN)中经常使用的传统技术(如依靠接收信号强度指示器(RSSI)的 Trilateration)可用于定位和跟踪移动目标。然而,RSSI 与距离之间固有的非线性关系往往会导致定位估计出现重大误差。本文提出了一种创新方法,即利用自适应神经模糊推理系统(ANFIS)来摆脱传统的基于 RSSI 的方法。这种基于 ANFIS 的方法旨在初步估计 2-D WSN 设置中单个移动目标的位置。随后,这些初步估算结果将在无符号卡尔曼滤波器(UKF)中进一步完善。结果表明,建议的算法在跟踪目标方面性能优越,从标准 RSSI、ANFIS 和 ANFIS+UKF 的平均定位误差可以看出,ANFIS+UKF 框架可以利用 RSSI 处理 WSN 中的实时目标跟踪问题(分别为 5.657、0.805 和 0.068),显示出几厘米以内的高精度水平。相比之下,拟议方法比标准 RSSI 方法提高了 98.797%,令人印象深刻。
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引用次数: 0
Evaluation of MgO-ZnO-Crab Shell Biofillers as Reinforcement for Biodegradable Polylactic Acid (PLA) Composite 将氧化镁-氧化锌-蟹壳生物填料作为可生物降解的聚乳酸 (PLA) 复合材料的增强材料进行评估
Q4 Engineering Pub Date : 2024-07-01 DOI: 10.4314/njtd.v21i2.2127
A.O. Ogunsanya, E.B. Iorohol, D. Arinze, O. Ogundoyin
Biodegradable polyester obtained from renewable, eco-friendly materials, and natural additives made from debris of production of  seafood to create biocomposites is nowadays a possibility. This paper evaluates the physical, morphological, and chemical properties and  the degradation stability of polylactic acid/biofillers (magnesium oxide/zinc oxide/crab shell particles) composite as a viable  biocomposite material in bone engineering applications. The biofiller showed hygroscopic characteristics. Surface morphology of the  composite showed fractured surfaces with interconnected pores suitable for bone cells’ implantation enhancement and propagation.  Biofillers effect accelerates the precipitation of calcium apatite formation after 28 days of immersion. The XRD spectra confirmed high  composite crystallinity structure of 93.4% due to the nucleation effects of the biofillers. The beneficial role of reinforcing polylactic acid  polymer with biofiller showed average pH value of 7.36 and apparent porosity of 40%. Findings from this paper have revealed that the  use of crab shell debris such as crab shell can become a resource in biocomposite fabrication. The addition of biofillers provided an  effective reinforcement in polylactic acid polymer matrix and hence contributed towards sustainable developments of natural resource  materials and biodegradable and bioresorbable material without polluting the environment. 
如今,利用可再生环保材料制成的可生物降解聚酯和海产品生产残渣制成的天然添加剂来制造生物复合材料已成为一种可能。本文评估了聚乳酸/生物填料(氧化镁/氧化锌/蟹壳颗粒)复合材料的物理、形态和化学特性以及降解稳定性,并将其作为骨工程应用中一种可行的生物复合材料。生物填料具有吸湿特性。复合材料的表面形态显示出断裂的表面和相互连接的孔隙,适合骨细胞的植入增强和传播。 浸泡 28 天后,生物填料效应加速了磷灰石钙的沉淀形成。XRD 图谱证实,由于生物填料的成核效应,复合材料的结晶度高达 93.4%。用生物填料增强聚乳酸聚合物的有益作用表明,其平均 pH 值为 7.36,表观孔隙率为 40%。本文的研究结果表明,蟹壳等蟹壳碎屑的使用可以成为生物复合材料制造中的一种资源。生物填料的加入为聚乳酸聚合物基体提供了有效的加固,因此有助于自然资源材料、可生物降解和生物吸收材料的可持续发展,且不会对环境造成污染。
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引用次数: 0
Characterization And Impact Of Cutting Parameters On Face-Milled Surfaces Of Pearlitic Ductile Iron 切削参数对珠光体球墨铸铁面铣表面的表征和影响
Q4 Engineering Pub Date : 2024-07-01 DOI: 10.4314/njtd.v21i2.2350
O.O. Ilori, T.F. Oyewusi, O.A. Fadare, F.F. Adeyemi
In an attempt to enhance the surface integrity of machined parts in the manufacturing industries, facemilled surface profiles of pearlitic ductile iron were characterized and analysed based on the effects of some cutting parameters. The pearlitic ductile iron used was locally  prepared. Atomic Force Microscope and Scanning Electron Microscope were used to characterizing the roughness profile of the machined  workpiece. The results showed increase in depth of cut from 400.37 to 652.37 nm at constant cutting fluid flow rate, cutting  speed and feed rate. Also, at varying cutting fluid flow rate, the roughness parameter decreased from 733.56 to 272.84 nm at constant  feed rate, depth of cut and cutting speed. Similar result was obtained with varying feed rate. However, there exists no definable course as  cutting speed increases at constant cutting fluid flow rate, depth of cut and feed rate. In conclusion, it was found that machining at  cutting fluid flow rate of 4 l/min, feed rate of 30 mm/rev, depth of cut of 0.2 mm and cutting speed of 1000 rev/min produced better  quality surfaces. Therefore, the findings in this study will be useful for the manufacturing industries to improve on the surface reliability  of the face milling process. 
为了提高制造业加工零件的表面完整性,我们根据一些切削参数的影响,对珠光体球墨铸铁的面铣表面轮廓进行了表征和分析。所使用的珠光体球墨铸铁是当地制备的。使用原子力显微镜和扫描电子显微镜对加工工件的粗糙度轮廓进行表征。结果显示,在切削液流量、切削速度和进给量不变的情况下,切削深度从 400.37 纳米增加到 652.37 纳米。此外,在切削液流速、切削深度和切削速度不变的情况下,随着切削液流速的变化,粗糙度参数从 733.56 nm 下降到 272.84 nm。改变进给率也得到了类似的结果。然而,在切削液流量、切削深度和进给量不变的情况下,随着切削速度的增加,粗糙度参数并没有明显的变化。总之,研究发现,在切削液流量为 4 升/分钟、进给速度为 30 毫米/转、切削深度为 0.2 毫米、切削速度为 1000 转/分钟的条件下进行加工,可获得质量更好的表面。因此,这项研究的结果将有助于制造业提高面铣加工的表面可靠性。
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引用次数: 0
Impact of Rice Husk Ash Based-Geopolymer on Some Geotechnical Properties of Selected Residual Tropical Soils 基于稻壳灰的土工聚合物对部分热带残留土壤岩土特性的影响
Q4 Engineering Pub Date : 2024-07-01 DOI: 10.4314/njtd.v21i2.2417
A. L. Ayodele, I.K. Ajibola, A. Fajobi
There is usually a need to enhance the properties of soils with poor geotechnical properties encountered during construction. The  utilisation of Rice Husk Ash (RHA) - based geopolymer for improving some properties of two selected tropical soils was investigated. The  Atterberg’s limits (Liquid limit, LL and plastic limit, PL), compaction properties (maximum dry density, MDD and optimum moisture  content, OMC), California bearing ratio (CBR) and unconfined compression strength (UCS) of the un-stabilized and stabilized soils were  estimated. The soil samples were stabilized with alkali activated RHA varying from 3 to 15% (in 3% increment). Alkaline activation was  achieved by using a mixture of NaOH(aq) and Na2SiO3(aq) in ratio 1:2. Mineralogy and elemental analysis of the un-stabilized soils, RHA  and stabilized soils were obtained using X-Ray diffraction, X-Ray Fluorescence, EDS and SEM. The LL and PI of the stabilized soils  decreased with as much as 30 and 40%, respectively, while the CBR and UCS increased as much as 300% and 1500%, respectively. SEM and  EDS analysis of the treated soil showed the formation of crystalline hydration products. It is concluded that RHA based geopolymer  is a potential environmentally sustainable stabiliser in tropical climatic condition. 
在施工过程中,通常需要提高土工性能较差的土壤的性能。研究人员利用以稻壳灰(RHA)为基础的土工聚合物来改善两种选定热带土壤的某些特性。对未稳定土壤和稳定土壤的阿特伯格极限(液体极限 LL 和塑性极限 PL)、压实性能(最大干密度 MDD 和最佳含水量 OMC)、加州承载比 CBR 和无侧限压缩强度 UCS 进行了估算。土壤样本使用碱活化 RHA 进行稳定,碱活化程度从 3% 到 15% 不等(以 3% 为增量)。碱性活化是使用 NaOH(aq)和 Na2SiO3(aq)以 1:2 的比例混合而成。使用 X 射线衍射、X 射线荧光、EDS 和 SEM 对未稳定土壤、RHA 和稳定土壤进行了矿物学和元素分析。稳定土的 LL 和 PI 分别降低了 30% 和 40%,而 CBR 和 UCS 则分别提高了 300% 和 1500%。对处理过的土壤进行的 SEM 和 EDS 分析表明形成了结晶水化产物。结论是,基于 RHA 的土工聚合物在热带气候条件下是一种潜在的环境可持续稳定剂。
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引用次数: 0
Detection and confirmation of electricity thefts in Advanced Metering Infrastructure by Long Short-Term Memory and fuzzy inference system models 利用长短期记忆和模糊推理系统模型检测和确认高级计量基础设施中的窃电行为
Q4 Engineering Pub Date : 2024-03-11 DOI: 10.4314/njtd.v21i1.2294
Abdulrahaman Okino Otuoze, M. W. Mustafa, U. Sultana, E. A. Abiodun, B. Jimada-Ojuolape, O. Ibrahim, I. O. Avazi-Omeiza, A. I. Abdullateef
The successful implementation of Smart Grids heavily relies on energy efficiency, particularly through the Advanced Metering Infrastructure (AMI) and Smart Electricity Meters (SEM). However, cyber-attacks pose a threat to SEM, with electricity theft being a primary motivation. Despite the valuable data provided by SEM for analytical purposes, existing methods to identify theft involve cumbersome and costly on-site inspections. This research proposes an electricity theft detection model using the Long Short-Term Memory (LSTM) network. The model employs a collective anomaly approach, defining prediction errors through a threshold and forecast horizon. Suspicious consumption profiles are analysed, and a fuzzy inference system (FIS) implemented in MATLAB 2021b is used to model security risks based on these profiles. The study utilizes energy consumption data from four diverse consumer profiles (consumers 1, 2, 3, and 4) to develop consumer-specific LSTM models for detection and an FIS model for confirmation. Tampered consumer data is identified and confirmed based on selected AMI parameters. While all consumers exhibit suspicious profiles at times, only consumers 2 and 3 are confirmed as engaging in electricity theft. This research provides a robust approach to detecting and verifying fraudulent consumption profiles within the context of AMI, offering a more reliable dimension to theft detection and confirmation.
智能电网的成功实施在很大程度上依赖于能源效率,特别是通过先进计量基础设施(AMI)和智能电表(SEM)。然而,网络攻击对 SEM 构成了威胁,偷电是其主要动机。尽管智能电表为分析目的提供了宝贵的数据,但现有的窃电识别方法涉及繁琐而昂贵的现场检查。本研究提出了一种使用长短期记忆(LSTM)网络的窃电检测模型。该模型采用集体异常方法,通过阈值和预测范围来定义预测误差。对可疑的消耗曲线进行了分析,并使用在 MATLAB 2021b 中实施的模糊推理系统 (FIS) 对基于这些曲线的安全风险进行建模。该研究利用四种不同消费者(消费者 1、2、3 和 4)的能源消耗数据,开发了用于检测的特定消费者 LSTM 模型和用于确认的 FIS 模型。根据选定的 AMI 参数识别和确认被篡改的用户数据。虽然所有消费者有时都表现出可疑特征,但只有消费者 2 和 3 被证实参与了窃电行为。这项研究提供了一种在 AMI 背景下检测和验证欺诈性消费特征的可靠方法,为窃电检测和确认提供了一个更可靠的维度。
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引用次数: 0
Automated identification of heart arrhythmias through HRV analysis and machine learning 通过心率变异分析和机器学习自动识别心律失常
Q4 Engineering Pub Date : 2024-03-11 DOI: 10.4314/njtd.v21i1.2208
S. K. Lawal, I. O. Muniru, S. A. Yahaya, M. O. Ibitoye
Sudden cardiac death and arrhythmia are responsible for about 15-20% of cardiovascular disease incidences. Conventionally, the prediction and diagnosis of cardiovascular disorders (CVDs) have been mainly through the evaluation of ECG patterns by cardiologists. To improve the accuracy of and automate this process, and facilitate early detection, Heart Rate Variability (HRV) analysis has been promoted as a diagnostic and predictive tool for CVDs. In the present study, a machine learning model capable of detecting the presence of arrhythmia, using HRV indices obtained from ECG signals was built. Unlike similar works in the literature, this study deployed the developed model on Raspberry Pi with Streamlit software. Two ECG datasets from the Physionet database, one with arrhythmia patients (48 half-hour recordings) and another with healthy individuals (18 24-hour recordings), were employed. An ensemble of seven different machine learning models was used on the two sets of datasets to classify ECG recordings into Arrhythmia and Normal Sinus Rhythm (NSR). The best models were able to predict the presence of Arrhythmia in a 3-minute recording with an accuracy of 95.96%, and in a 10-minute recording with an accuracy of 96.20%. These performance measures were calculated using test dataset. The Random Forest models also had the highest precision, AUC, (Area under the Curve) recall, and F1 scores compared to the other models tested. The highest performing model (i.e., Random Forest Model) was then deployed onto a Raspberry Pi with Streamlit as the software interface for usability. This was done to facilitate a smooth user experience for faster and seamless diagnoses for cardiologists.
心源性猝死和心律失常约占心血管疾病发病率的 15-20%。传统上,心血管疾病(CVDs)的预测和诊断主要通过心脏病专家对心电图模式的评估进行。为了提高这一过程的准确性和自动化程度,并促进早期检测,心率变异性(HRV)分析已被推广为心血管疾病的诊断和预测工具。在本研究中,我们利用从心电图信号中获得的心率变异指数建立了一个能够检测心律失常的机器学习模型。与文献中的类似研究不同,本研究将所开发的模型部署在装有 Streamlit 软件的 Raspberry Pi 上。研究采用了 Physionet 数据库中的两个心电图数据集,一个是心律失常患者(48 个半小时记录),另一个是健康人(18 个 24 小时记录)。在这两组数据集上使用了七种不同的机器学习模型,将心电图记录分为心律失常和正常窦性心律(NSR)。最佳模型在 3 分钟记录中预测心律失常的准确率为 95.96%,在 10 分钟记录中预测心律失常的准确率为 96.20%。这些性能指标是使用测试数据集计算得出的。与其他测试模型相比,随机森林模型的精确度、AUC、(曲线下面积)召回率和 F1 分数也最高。然后,将性能最高的模型(即随机森林模型)部署到树莓派(Raspberry Pi)上,并将 Streamlit 作为软件界面,以确保其可用性。这样做的目的是为心脏病专家提供流畅的用户体验,以便更快地进行无缝诊断。
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引用次数: 0
Fast indirect GMPPT method for PV systems under uniform and partial shading conditions 均匀和部分遮阳条件下光伏系统的快速间接 GMPPT 方法
Q4 Engineering Pub Date : 2024-03-11 DOI: 10.4314/njtd.v21i1.1931
K. Ameur, A. Hadjaissa, N. Abouchabana, A. Rabehi
Under Partial Shading Conditions (PSCs), conventional MPPT techniques fail to locate the Global Maximum Power Point (GMPP) for PV generators, and when PSCs change suddenly and repetitively, several GMPP tracking techniques takes time to find or miss the target. To overcome these shortcomings, this paper proposes a new and fast technique that can identify and catch very quickly the GMPP. Due to the use of a PID controller, the PV system is improved in terms of response time and becomes very fast. On the other hand, the proposed algorithm is developed upon other known algorithms and enhanced in order to identify the occurrence of PSCs and to find the GMPP. The measured points during identification and searching process are reduced which increases the power efficiency of the PV system. The time required for the algorithm to catch the GMPP is minimized by 25% compared with other works. To examine the performance of the system a hard scenario, that contains several uniform and partial shading conditions, is used. The simulation is implemented in Matlab/Simulink. The obtained results show clearly the advantage of the proposed technique over others.
在部分遮光条件(PSCs)下,传统的 MPPT 技术无法定位光伏发电机的全局最大功率点(GMPP),而且当 PSCs 突然重复变化时,几种 GMPP 跟踪技术需要时间才能找到或错过目标。为了克服这些缺点,本文提出了一种新的快速技术,可以快速识别和捕捉 GMPP。由于使用了 PID 控制器,光伏系统的响应时间得到了改善,变得非常快。另一方面,所提出的算法是在其他已知算法的基础上发展并增强的,目的是识别 PSC 的发生并找到 GMPP。在识别和搜索过程中减少了测量点,从而提高了光伏系统的功率效率。与其他作品相比,该算法捕捉 GMPP 所需的时间减少了 25%。为了检验该系统的性能,我们使用了一个包含多种均匀和部分遮光条件的困难场景。模拟在 Matlab/Simulink 中实现。获得的结果清楚地表明,与其他技术相比,所提出的技术更具优势。
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引用次数: 0
Enhancing adsorption capacity of a kaolinite mineral through acid activation and manual blending with a 2:1 clay 通过酸活化和人工混合 2:1 粘土提高高岭石矿物的吸附能力
Q4 Engineering Pub Date : 2024-03-11 DOI: 10.4314/njtd.v21i1.2269
T. O. Abu, H. I. Adegoke, E. Odebunmi, M. A. Shehzad
The efficiencies of raw and modified kaolinite mineral in removing selected heavy metal ions from their respective aqueous solutions were investigated. The mineral was modified through two different methods; i) activation with HNO3, H2SO4, H3PO4, CH3COOH and C2H2O4 acids to form NK, SK, PK, AK and OK acid activated clays respectively and ii) preparations of 3:1 and 1:1 Kaolinite: Bentonite blends to form UBK and EBK composites respectively through manual blending. The adsorbents were characterized by X-ray Diffraction (XRD), Scanning Electron Microscopy (SEM), Fourier Transform Infra-Red Spectroscopy (FTIR) and Brunauer Emmett Teller (BET) analysis for surface area determination. The surface area increased in some of the modified clays from 114.9457 m2/g (RK) to 288.685 m2/g (EBK), 205.92 m2/g (UBK), 162.227 m2/g (NK), 151.335 m2/g (SK), and 115.837 m2/g (OK) but reduced to 113.872 m2/g (PK) and 112.865 m2/g (AK) after modification. Adsorption studies were subsequently conducted out to remove Pb2+, Cd2+ and Ni2+ ions from synthetic solutions. Pb2+ was found to be most removed (383.5 mg g-1 (RK), 591.13 mg g-1 (EBK), 576.61 mg g-1 (UBK), 475 mg g-1 (NK), 450 mg g-1 (SK), and 425 mg g-1 (PK), 375 mg g-1 (OK) and 375 mg g-1 (AK)) with highest removals on the composites.
研究了原高岭石矿物和改性高岭石矿物从各自的水溶液中去除特定重金属离子的效率。通过两种不同的方法对矿物进行改性:i) 用 HNO3、H2SO4、H3PO4、CH3COOH 和 C2H2O4 酸活化,分别形成 NK、SK、PK、AK 和 OK 酸活化粘土;ii) 制备 3:1 和 1:1 的高岭石、膨润土混合物,分别形成 UBK 和 EBK 复合材料:膨润土混合物,通过手工混合分别形成 UBK 和 EBK 复合材料。通过 X 射线衍射 (XRD)、扫描电子显微镜 (SEM)、傅立叶变换红外光谱 (FTIR) 和测定表面积的布鲁瑙尔-艾美特-泰勒 (BET) 分析对吸附剂进行了表征。一些改性粘土的表面积从 114.9457 m2/g(RK)增加到 288.685 m2/g(EBK)、205.92 m2/g(UBK)、162.227 m2/g(NK)、151.335 m2/g(SK)和 115.837 m2/g(OK),但改性后又减少到 113.872 m2/g(PK)和 112.865 m2/g(AK)。随后进行了吸附研究,以去除合成溶液中的 Pb2+、Cd2+ 和 Ni2+ 离子。研究发现,复合材料对 Pb2+ 的去除率最高(383.5 mg g-1 (RK)、591.13 mg g-1 (EBK)、576.61 mg g-1 (UBK)、475 mg g-1 (NK)、450 mg g-1 (SK),以及 425 mg g-1 (PK)、375 mg g-1 (OK) 和 375 mg g-1 (AK))。
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引用次数: 0
Biomechanical and physical properties selection of Ti-Ha-CaCO3 biocomposite prostheses for replacement of bone atrophy 用于替代骨萎缩的 Ti-Ha-CaCO3 生物复合假体的生物力学和物理性能选择
Q4 Engineering Pub Date : 2024-03-11 DOI: 10.4314/njtd.v21i1.2174
H. K. Ibrahim, M. Abolarin, A. S. Abdulrahman, O. Adedipe, U. G. Okoro
Traditional prosthetic materials often lack the desired properties to mimic the mechanical behaviour of natural bone, leading to complications and reduced implant longevity. This study aims to conduct a biomechanical and physical properties selection analysis for biocomposite prostheses' suitable for replacing bone atrophy. This involves evaluating the mechanical properties of developed biocomposites with different structures (dense, porous and gradient) to ensure compatibility with the mechanical properties of bone. The radar chart was adopted to compare and evaluate the mechanical strength of various biocomposite implants and identify the most suitable prosthesis for load-bearing bone replacement. The study utilises powder metallurgy, scanning electron microscopy (SEM), and ImageJ software to produce and characterise the pore size distribution of the biocomposites, respectively. The findings of this study revealed the gradient and porous biocomposites exhibited desired mechanical properties with porosity of 20.67 and 27.72 % pore size up to 134 and 256 μm, compressive strength of 174 and 149.29 MPa and compressive modulus of 30.42 and 28.3 GPa respectively. The SEM analysis, coupled with pore size distribution and porosity percentage measurements, offers valuable information for designing and fabricating biomaterials with enhanced properties. The gradient biocomposite was identified to be the best sample for load-bearing bone replacements by the selection analysis because of its high compressive strength and low modulus, which is within the established cortical bone mechanical properties.
传统的假体材料往往缺乏所需的特性,无法模拟天然骨的机械性能,从而导致并发症和假体寿命缩短。本研究旨在对适用于替代骨萎缩的生物复合假体进行生物力学和物理特性选择分析。这包括评估已开发的不同结构(致密、多孔和梯度)生物复合材料的机械性能,以确保与骨的机械性能相容。采用雷达图来比较和评估各种生物复合植入物的机械强度,并确定最适合用于承重骨替代的假体。该研究利用粉末冶金术、扫描电子显微镜(SEM)和 ImageJ 软件分别制作和表征生物复合材料的孔径分布。研究结果表明,梯度和多孔生物复合材料具有理想的机械性能,孔隙率分别为 20.67% 和 27.72%,孔径分别达到 134 和 256 μm,抗压强度分别为 174 和 149.29 MPa,压缩模量分别为 30.42 和 28.3 GPa。扫描电子显微镜分析与孔径分布和孔隙率测量相结合,为设计和制造性能更强的生物材料提供了宝贵的信息。通过选择分析,梯度生物复合材料被确定为承重骨替代物的最佳样品,因为它具有较高的抗压强度和较低的模量,符合既定的皮质骨机械性能。
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引用次数: 0
Consensus issues in multi-agent-based distributed control with communication link impairments 基于多代理的分布式控制中的共识问题与通信链路损伤
Q4 Engineering Pub Date : 2024-03-11 DOI: 10.4314/njtd.v21i1.2212
O. S. Akinwale, D. F. Mojisola, P. A. Adediran
In multi-agent systems, achieving consensus among autonomous agents is a fundamental problem with wide-ranging applications, from autonomous robotics to distributed sensor networks. However, the real-world deployment of such systems often involves communication links prone to impairments, including packet loss, delays, and network congestion. These communication challenges present formidable obstacles to achieving consensus reliably and efficiently. In this paper, consensus protocols were introduced for network with and without communication impairments and convergence analysis were provided in all the cases. The intricate dynamics of consensus issues in multi-agent-based distributed control under the influence of communication link impairments, connectivity and consensus protocol were established. Undirected communication graphs used to model the topology for agents’ connectivity is significant to addressing consensus issues of communicating agents. The paper also discusses the tradeoffs and design considerations in developing consensus strategies resilient to communication failures while optimizing performance. Simulation results show that an isolated agent in a network can achieve consensus only when there is a reference value. It was also established that communication impairments significantly degrade the performance of distributed agents in a network.
在多代理系统中,在自主代理之间达成共识是一个基本问题,其应用范围非常广泛,从自主机器人技术到分布式传感器网络,不一而足。然而,在现实世界中部署此类系统时,通信链路往往容易受到损害,包括数据包丢失、延迟和网络拥塞。这些通信挑战为可靠、高效地达成共识带来了巨大障碍。本文介绍了有通信障碍和无通信障碍网络的共识协议,并对所有情况进行了收敛分析。在通信链路障碍、连通性和共识协议的影响下,建立了基于多代理的分布式控制中共识问题的复杂动态。用于模拟代理连接拓扑的非定向通信图对于解决通信代理的共识问题具有重要意义。本文还讨论了在优化性能的同时,制定可抵御通信故障的共识策略时的权衡和设计考虑因素。仿真结果表明,网络中孤立的代理只有在有参考值的情况下才能达成共识。此外,还确定了通信障碍会显著降低网络中分布式代理的性能。
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引用次数: 0
期刊
Nigerian Journal of Technological Development
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