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Trust-based clustering and best route selection strategy for energy efficient wireless sensor networks 基于信任的无线传感器网络聚类与最佳路由选择策略
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-05-04 DOI: 10.1080/00051144.2023.2208462
G. Sudha, C. Tharini
Energy efficiency is one of the most researchable topics of the energy constrained Wireless Sensor Networks (WSN). Due to the widespread usage of WSN in real-time applications, network lifetime is the serious concern and numerous research solutions are presented in the literature for handling this issue. Several techniques are employed to handle energy consumption and the most promising techniques are clustering and routing other than data compression. Hence, this paper presents a clustering and routing-based solution for energy efficient WSN with trust notion as its base. The nodes are clustered with the help of Dempster-Shafer Theory (DST), while the best route is selected by employing Lion Optimization Algorithm (LOA). The work efficiency of the proposed work is proven with reasonable outcomes with respect to different performance measures. This work proves an average packet delivery rate of 94.24%, average latency of 13.43 s and 191 alive nodes at the end of 500th second better network lifetime when compared to the existing works.
能量效率是能量约束无线传感器网络研究的热点之一。由于无线传感器网络在实时应用中的广泛使用,网络寿命是人们严重关注的问题,文献中提出了许多研究解决方案来处理这个问题。采用了几种技术来处理能耗,最有前途的技术是聚类和路由,而不是数据压缩。因此,本文以信任概念为基础,提出了一种基于聚类和路由的节能无线传感器网络解决方案。采用Dempster-Shafer理论(DST)对节点进行聚类,采用Lion优化算法(LOA)选择最佳路由。就不同的绩效衡量标准而言,拟议工作的工作效率得到了合理的证明。这项工作证明,与现有工作相比,平均数据包传输率为94.24%,平均延迟为13.43秒,在第500秒结束时有191个活动节点的网络寿命更长。
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引用次数: 2
Evolutionary algorithm-based model predictive control for a reactive distillation column in biodiesel production 基于进化算法的生物柴油反应精馏塔模型预测控制
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-05-04 DOI: 10.1080/00051144.2023.2203566
M. M, N. S., V. S., M. N
Biodiesel is touted to be an alternative to the fossil fuels as it is conducive to the environment. This investigation proposes a control framework to produce biodiesel in a reactive distillation column via a transesterification process. To extract quality product, the temperature profile must be maintained along the column as per the requirements. However, constant interactions among the products inside the column disturb the temperature profile and consequently the product quality. Therefore, this investigation treats the process as a single input and single output system, where in the process interactions are modelled as disturbances. A model predictive controller (MPC) is designed for the proposed system to ensure product quality. The MPC parameters must be selected appropriately to ensure optimal performance. In this regard, to tune the MPC parameters optimally, we use two evolutionary algorithms namely, the real coded genetic algorithm (RGA) and the bio-geography based optimization algorithm (BBO). The results indicate the proposed control strategy provides offset free set point tracking when compared to the multivariable control strategy employed using the MPC algorithm. Among the two evolutionary controllers used for tuning the MPC parameters, the RGA MPC controller provides a satisfactory performance.
生物柴油被吹捧为化石燃料的替代品,因为它有利于环境。本研究提出了一种在反应蒸馏塔中通过酯交换工艺生产生物柴油的控制框架。为了提取高质量的产品,必须按照要求保持色谱柱的温度分布。然而,柱内产品之间的持续相互作用会干扰温度分布,从而影响产品质量。因此,本研究将过程视为一个单输入单输出系统,其中过程中的相互作用被建模为扰动。为保证产品质量,设计了模型预测控制器(MPC)。MPC参数必须适当选择,以确保最佳性能。在这方面,为了优化MPC参数,我们使用了两种进化算法,即实数编码遗传算法(RGA)和基于生物地理的优化算法(BBO)。结果表明,与使用MPC算法的多变量控制策略相比,所提出的控制策略提供了无偏移的设定点跟踪。在用于调整MPC参数的两个进化控制器中,RGA MPC控制器提供了令人满意的性能。
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引用次数: 0
Ensemble-based cryptography for soldiers’ health monitoring using mobile ad hoc networks 基于集合的移动adhoc网络士兵健康监测密码学
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-05-04 DOI: 10.1080/00051144.2023.2203564
B. V. V. Siva Prasad, S. Mandapati, Lakshmana Kumar Ramasamy, R. Boddu, P. Reddy, B. Suresh Kumar
Information technology acts an important role in gathering, transmitting with executing data from areas of disaster-prone such as the battlefield and international borders. In addition to the country’s security, the soldier needs protection by defending himself with advanced weapons such as a bomb detector. This paper provides the capability to track the whereabouts and health of soldiers who have been lost or injured on the battlefield. It assists in reducing the time, searching and rescuing operation efforts of the military control room. This paper implements a system for health-condition monitoring that sends soldiers’ health parameters, such as the electrocardiogram (ECG), blood oxygen level, pulse rate, and temperature, to the control room via a Mobile Ad hoc Network (MANET). Body parameters are sensed utilizing various body sensors fixed to the bodies of soldiers. The body parameters are broadcasted to the control room via MANET devices at the path. To preserve the health parameters data of soldiers from enemies while data transmission, this paper also proposes a cryptographic ensemble approach. This approach combines Symmetric Key Encryption, and Identity Based Encryption (IBE) with Identity Based Signature (IBS). The experimental result shows proposed cryptographic ensemble provides high security compared with existing MANET security algorithms.
信息技术在收集、传输和执行来自易发灾害地区(如战场和国际边界)的数据方面发挥着重要作用。除了国家安全之外,士兵还需要用炸弹探测器等先进武器来保护自己。该文件提供了追踪在战场上失踪或受伤的士兵的下落和健康状况的能力。它有助于减少军事控制室的时间和搜救行动的工作量。本文实现了一种健康状态监测系统,通过移动自组网(MANET)将士兵的心电图(ECG)、血氧水平、脉搏率、体温等健康参数发送到控制室。利用固定在士兵身上的各种身体传感器来感知身体参数。身体参数通过路径上的MANET设备广播到控制室。为了在数据传输过程中保护士兵的健康参数数据,本文还提出了一种加密集成方法。这种方法结合了对称密钥加密、基于身份的加密(IBE)和基于身份的签名(IBS)。实验结果表明,与现有的MANET安全算法相比,所提出的密码集成具有较高的安全性。
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引用次数: 0
Identification of coronary artery stenosis based on hybrid segmentation and feature fusion 基于混合分割和特征融合的冠状动脉狭窄识别
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-05-02 DOI: 10.1080/00051144.2023.2205727
K. Kavipriya, Manjunatha Hiremath
Coronary artery disease has been the utmost mutual heart disease in the past decades. Various research is going on to prevent this disease. Obstructive CAD occurs when one or more of the coronary arteries which supply blood to myocardium are narrowed owing to plaque build-up on the arteries’ inner walls, causing stenosis. The fundamental task required for the interpretation of coronary angiography is identification and quantification of severity of stenosis within the coronary circulation. Medical experts use X-ray coronary angiography to identify blood vessel/artery stenosis. Due to the artefact, the image has less clarity and it will be challenging for the medical expert to find the stenosis in the coronary artery. The solution to the problem a computational framework is proposed to segment the artery and spot the location of stenosis in the artery. Here the author presented an automatic method to detect stenosis from the X-ray angiogram image. A unified Computational method of Jerman, Level-set, fine-tuning the artery structure, is developed to extract the segmented artery features and detect the artery’s stenosis. The current experimental outcomes illustrate that this computational method achieves average specificity, sensitivity, Accuracy, precision and F-scores of 95%, 97.5%, 98%, 97.5% and 97.5%, respectively.
在过去的几十年里,冠状动脉疾病一直是最常见的心脏病。正在进行各种研究来预防这种疾病。当向心肌供血的一条或多条冠状动脉因动脉内壁斑块堆积而变窄,导致狭窄时,就会发生阻塞性CAD。解释冠状动脉造影所需的基本任务是识别和量化冠状动脉循环内狭窄的严重程度。医学专家使用X射线冠状动脉造影来识别血管/动脉狭窄。由于伪影,图像清晰度较低,医学专家很难找到冠状动脉的狭窄。为了解决这个问题,提出了一个计算框架来分割动脉并找出动脉中狭窄的位置。本文提出了一种从X射线血管造影图像中自动检测狭窄的方法。开发了一种统一的Jerman计算方法Level set,对动脉结构进行微调,以提取分割的动脉特征并检测动脉狭窄。目前的实验结果表明,该计算方法的平均特异性、灵敏度、准确度、精密度和F分分别为95%、97.5%、98%、97.5%和97.5%。
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引用次数: 0
Fault analysis in the 5-level multilevel NCA DC–AC converter 5级多电平NCA DC-AC变换器故障分析
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-04-28 DOI: 10.1080/00051144.2023.2203553
P. B, S. K, P. E.
The existing neutral clamped active inverter has common mode voltage with the high frequency which can reduce the severity with less voltage gain. The traditional active neutral point clamped (APC) DC–AC converter maintains great common mode voltage with high-frequency (CMV-HF) reduction capability so, it has limited voltage gain. The paper presents a new 5-level active neutral point clamped DC–AC converter that can change voltage step-up in a single-stage inversion. In the suggested design, a common ground not only reduces the CMV-HF but also improves DC link voltage use. Compared with the traditional two-stage 5-level APC DC–AC converter, the proposed design has lower voltage stresses and greater uniformity. While improving the overall efficiency, the suggested clamped DC–AC converter saves three power switches and a capacitor. Modelling and actual tests have proven the suggested active neutral point clamped inverter’s overall operation, efficacy and achievability. The proposed circuit is finally tested with fault clearance capability.
现有的中性点箝位有源逆变器具有高频共模电压,可以在较小的电压增益下降低严重程度。传统的有源中性点箝位(APC)直流-交流变换器具有很高的共模电压和高频(CMV-HF)降低能力,因此其电压增益有限。本文提出了一种新的五电平有源中性点箝位直流-交流变换器,该变换器可以在单级逆变中改变升压。在建议的设计中,公共接地不仅降低了CMV-HF,而且提高了DC链路电压的使用。与传统的两级5电平APC直流-交流转换器相比,该设计具有更低的电压应力和更大的均匀性。在提高整体效率的同时,建议的箝位直流-交流转换器节省了三个电源开关和一个电容器。建模和实际测试证明了所提出的有源中性点箝位逆变器的整体运行、有效性和可实现性。最后对所提出的电路进行了故障清除能力测试。
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引用次数: 7
Real-time NIR camera brightness control using face detection 实时NIR相机亮度控制采用人脸检测
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-04-23 DOI: 10.1080/00051144.2023.2203554
J. Vugrin, S. Lončarić
The face image analysis field is a well-established research area in computer vision and image processing. An important requirement for accurate face image analysis is a high-quality input face image. In different real-life scenarios, however, the face is often not properly illuminated, which makes the face analysis very difficult or impossible to accomplish. Although a better performance is obtained by changing the spectrum from visible to near-infrared, it is still not enough for extreme illumination conditions. To obtain a high-quality near-infrared face image, a fast automatic brightness control method using approximate face region detection is proposed, which properly adjusts the brightness of the face part of the image. A novel algorithm for approximate face region detection based on spatio-temporal sampled skin detection is proposed together with the split-range feedback controller and the face absence handle. The proposed method is much faster than state-of-the-art solutions and accurate in approximate face region detection. The complete execution time is lower than 10 milliseconds which makes it suitable for hard real-time embedded system implementation and usage, while the reference brightness value is achieved within 10–15 frames, making it robust to extreme illumination conditions in a scene.
人脸图像分析领域是计算机视觉和图像处理领域中一个成熟的研究领域。准确的人脸图像分析的一个重要要求是高质量的输入人脸图像。然而,在不同的现实场景中,人脸往往没有得到适当的照明,这使得人脸分析非常困难或不可能完成。尽管通过将光谱从可见光变为近红外可以获得更好的性能,但对于极端照明条件来说,这仍然不够。为了获得高质量的近红外人脸图像,提出了一种使用近似人脸区域检测的快速自动亮度控制方法,该方法可以适当地调整图像中人脸部分的亮度。提出了一种新的基于时空采样皮肤检测的近似人脸区域检测算法,结合分程反馈控制器和人脸缺失处理。所提出的方法比现有技术的解决方案快得多,并且在近似人脸区域检测方面准确。完整的执行时间低于10毫秒,适用于硬实时嵌入式系统的实现和使用,而参考亮度值在10-15帧内实现,使其对场景中的极端照明条件具有鲁棒性。
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引用次数: 0
Interval type-2 fuzzy controller-based power quality enhancement in HSES grid-Integrated scheme HSES电网集成方案中基于区间2型模糊控制器的电能质量增强
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-04-19 DOI: 10.1080/00051144.2023.2203563
V. N., S. N.
In the case of hybrid sustainable energy power systems made up of Solar Photovoltaic, wind, and an integrated energy storing system connected to a grid network, this research suggests a better control technique for optimal Power Quality improvement. The Unified Power Quality Conditioner with Real and Reactive Power are built-in with the proposed Hybrid Sustainable Energy Systems, and they include Type-1 and Interval Type-2 Fuzzy-based controllers. The main objective is to simultaneously control voltages while minimizing power losses and Total Harmonic Distortion. The Unified Power Quality Conditioner is utilized to reduce Power Quality concerns such as sag, swell, real power, reactive power, and harmonic distortion related to voltage/current by utilizing a proposed controller. The innovative method is displayed in various ways, such as simultaneous PQ replenishment and RES power injections, RESP > 0, and RESP = 0. In addition, the recommended methodology outperforms earlier literature approaches, such as PID controllers. The system is built on the MATLAB Simulink platform, where various performance studies are conducted.
在由太阳能光伏、风能和连接到电网的集成储能系统组成的混合可持续能源电力系统中,本研究提出了一种更好的控制技术,以实现最佳的电能质量改善。本文提出的混合可持续能源系统内置了统一的有功和无功电能质量调节器,它们包括基于1型和区间2型模糊控制器。主要目标是同时控制电压,同时尽量减少功率损耗和总谐波失真。统一电能质量调节器通过使用拟议的控制器来减少电能质量问题,例如凹陷、膨胀、实际功率、无功功率和与电压/电流相关的谐波失真。创新方法有多种表现形式,如PQ补充和RES功率注入同时进行,RESP > 0, RESP = 0。此外,推荐的方法优于先前的文献方法,如PID控制器。该系统建立在MATLAB Simulink平台上,并在此平台上进行了各项性能研究。
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引用次数: 0
A novel approach to predict competency and the hidden risk factor by using various machine learning classifiers 一种利用各种机器学习分类器预测能力和潜在风险因素的新方法
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-04-17 DOI: 10.1080/00051144.2023.2200347
Stalin M., K. S
In a survey conducted in the year 2020, we came to know that India’s around 50% of population includes young people of the age group of 25 and students. Guiding this young mass in the right way and strengthening their future is a huge responsibility put over the head of the elder citizens of India such as their parents teachers and professors. This paper aims to build a model that can predict the students’ competency level and the risk factors or the fields where he needs to put their effort to improve themselves, and this model also helps the parents, professors and Educational institutes to know about their children’s and students in which zone they stand, are they ready to compete with others. This analysis is done by using different ML bifurcation algorithms. Also we aim to find the best classifier which can emerge with the highest predicting accuracy among all other classifiers to the above-said problem. The accuracy of 88.5% is achieved through the proposed machine learning algorithm for particular education datasets which have been taken into consideration.
在2020年进行的一项调查中,我们了解到印度约50%的人口包括25岁的年轻人和学生。以正确的方式引导这群年轻人,巩固他们的未来,是摆在印度老年人头上的一项巨大责任,比如他们的父母、老师和教授。本文旨在建立一个能够预测学生能力水平及其需要努力提升的领域的风险因素的模型,该模型也可以帮助家长、教授和教育机构了解自己的孩子和学生处于哪个区域,他们是否准备好与他人竞争。这种分析是通过使用不同的ML分岔算法来完成的。同时,我们的目标是在所有分类器中找到预测准确率最高的最佳分类器。通过所提出的机器学习算法,在考虑特定教育数据集的情况下,准确率达到88.5%。
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引用次数: 0
Analysis of the high-gain BOCUK DC-DC converter-based PFC using an LQR controller for SMPS applications 用于SMPS应用的基于LQR控制器的高增益BOCUK DC-DC变换器PFC的分析
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-04-16 DOI: 10.1080/00051144.2023.2197823
L. Annie Isabella, M. Umamaheswari, G. Marimuthu
This research work emphasizes on the development of a unique high-gain BOCUK DC-DC converter for Switched Mode Power Supply (SMPS) applications. The high-gain BOOST-CUK (BOCUK) DC-DC converter combines the benefits of both Boost and Cuk converters for attaining instantaneous line current shaping and load regulation. The proposed BOCUK converter provides a non-inverted output and improves the voltage gain and efficiency. The modes of operation of the high-gain BOCUK DC-DC Converter in a Continuous Conduction Mode (CCM) with parasitic elements in the circuit are examined and a state-space model is constructed. The second-order model is derived using the Modified Hankel Matrix Method (HMM) to make the controller design easier. Dual-loop Control employing an inner Linear Quadratic Regulator (LQR) current Controller and an outer Atom Search Optimization (ASO)-tuned Proportional Integral (PI) controller is used to analyze the performance indices of the high-gain converter and fluctuations in line, load and setpoint are investigated. Simulation results prove that the LQR controller is robust in tracking the load voltage and provides excellent line current shaping with low % Total Harmonic Distortion (THD) and nearly Unity Power Factor (UPF). The hardware model for 200W is built and implemented using the TMS320F28027F microcontroller to verify the simulation results.
本研究工作的重点是开发一种独特的高增益BOCUK DC-DC转换器,用于开关模式电源(SMPS)应用。高增益Boost - Cuk (BOCUK) DC-DC转换器结合了Boost和Cuk转换器的优点,可实现瞬时线路电流整形和负载调节。所提出的BOCUK变换器提供了一个非反向输出,提高了电压增益和效率。研究了具有寄生元件的高增益BOCUK DC-DC变换器在连续导通模式下的工作模式,并建立了状态空间模型。采用改进的汉克尔矩阵法(HMM)建立了二阶模型,使控制器的设计更加简单。采用内线性二次型(LQR)电流控制器和外原子搜索优化(ASO)调谐比例积分(PI)控制器的双环控制对高增益变换器的性能指标进行了分析,并研究了线路、负载和设定值的波动。仿真结果表明,LQR控制器具有较好的跟踪负载电压的鲁棒性,具有较低的总谐波失真(THD)和接近统一的功率因数(UPF)。利用TMS320F28027F单片机建立了200W的硬件模型,并对仿真结果进行了验证。
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引用次数: 0
Uniform distribution elephant herding optimization (UDEHO) based virtual machine consolidation for energy-efficient cloud data centres 基于均匀分布大象群优化(UDEHO)的虚拟机整合,用于节能的云数据中心
IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-04-05 DOI: 10.1080/00051144.2023.2196116
G. Kanagaraj, G. Subashini
Information technology (IT) providers should use cloud-based services due to their flexibility, reliability, and scalability to handle the rising requirement for processing capacity. The maintenance of dependable services between cloud providers and their customers in a cloud environment, on the other hand, depends on Quality of Service (QoS) assurance. Virtual machine (VM) consolidation is nondeterministic polynomial time (NP) hard issue, and numerous heuristic techniques have been suggested to solve it. In this work, the suggested VM consolidation technique takes into account both current and future uniform distribution elephant herding optimization (UDEHO) based VM consolidation approaches for resource utilization via host overload detection (utilization prediction based potential overload detection (UP-POD)) and host underload detection (UP-PUD). A UDEHO method efficiently predicts resource use in the future. Depending on the power utilization and the number of migrations, a power-saving value is advised for identifying under-loaded hosts. Furthermore, the CloudSim toolkit is used to construct and test these techniques using the same experimental parameters. Lastly, the findings demonstrate that the suggested methodologies considerably decrease the number of VM migrations by about 0.073%, the energy usage of about 11%, and SLA violations by 6.15% while retaining QoS guarantees when compared to conventional techniques.
信息技术(IT)提供商应该使用基于云的服务,因为它们具有灵活性、可靠性和可伸缩性,可以处理不断增长的处理能力需求。另一方面,在云环境中,云提供商及其客户之间可靠服务的维护依赖于服务质量(QoS)保证。虚拟机整合是一个非确定性多项式时间(NP)难题,人们提出了许多启发式技术来解决这个问题。在这项工作中,建议的虚拟机整合技术考虑了当前和未来基于均匀分布象群优化(UDEHO)的虚拟机整合方法,通过主机过载检测(基于利用率预测的潜在过载检测(UP-POD))和主机负载不足检测(UP-PUD)来利用资源。UDEHO方法有效地预测了未来的资源使用情况。根据主机的功率利用率和迁移次数,建议设置主机的省电值来识别负载过低的主机。此外,CloudSim工具包用于使用相同的实验参数构建和测试这些技术。最后,研究结果表明,与传统技术相比,所建议的方法显着减少了约0.073%的VM迁移数量,约11%的能源使用,以及6.15%的SLA违规,同时保留了QoS保证。
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引用次数: 1
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