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Optimization of cost to customer of power train in commercial vehicle using knapsack dynamic programming influenced by vehicle IoT data 基于车载物联网数据的背包动态规划商用车动力总成客户成本优化
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.12
C. M, R. P. K
The automotive original equipment manufacturers (OEM) current challenge of deriving the optimized cost to customer for the product when the product is configured dynamically. For every OEM the product they sell is bounded by warranty terms, thus the product configuration they offer should be reliable to withstand the warranty period. This paper discusses about the optimization of cost of the power train configuration which is offered to the customer is incorporated with the product cost and the provisional warranty cost.  For a target cost the product planner must configure a power train configuration which should adhere to the target cost but selecting the power train configuration only based on cost will defeat the performance of the vehicle. Thus, power train configuration is governed based on the reliability factor of the power train components which is derived using a vehicle IoT data derived from live running vehicles. The cost to customer is calculated as the sum of product cost and provisional-warranty cost calculated based on the dynamic reliability predicted using the vehicle Internet of Things (IoT) data. In this paper, for the target cost   to customer set by the product planner to select the best fit power train configuration for the product line, is formulated as a 0-1 knapsack problem, and dynamic programming is used to find the optimized cost to customer which is the sum of two variables the product cost and provisional warranty cost. The findings using this method is encouraging as the use of combinatorial optimization techniques and the vehicle IoT data model for deriving the dynamic reliability data are working in tandem to provide an optimum cost output.
汽车原始设备制造商(OEM)目前面临的挑战是在动态配置产品时,如何获得产品的最优客户成本。对于每个OEM,他们销售的产品都有保修条款,因此他们提供的产品配置应该是可靠的,可以承受保修期。本文结合产品成本和临时保修成本,讨论了提供给客户的动力总成配置成本的优化问题。对于目标成本,产品规划人员必须配置动力总成配置,该配置应坚持目标成本,但仅根据成本选择动力总成配置将击败车辆的性能。因此,动力总成配置是基于动力总成组件的可靠性因素进行管理的,该可靠性因素是使用来自现场运行车辆的车辆物联网数据得出的。根据车辆物联网数据预测的动态可靠性,计算出产品成本和临时保修成本的总和。本文将产品规划者为选择最适合产品线的动力总成配置而设定的客户目标成本表述为0-1背包问题,并利用动态规划方法求出产品成本和临时保修成本两个变量之和的最优客户成本。使用该方法的结果令人鼓舞,因为使用组合优化技术和车辆物联网数据模型来导出动态可靠性数据,从而提供最佳的成本输出。
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引用次数: 0
Implementation of flexible and customizable free-from mirror heads-up display 实现灵活和可定制的自由镜平视显示
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.42
Muruganantham P, Harshavardhan J, Rajesh Pk, Neelakrishnan S
To implement a supreme interactive medium using the Free from mirror Technologies to improve the user experience and try to create a customizable Heads-up Display, in the cockpit, so that the user can well optimize the digital indicators and Navigation to a certain control and constraints. Providing     a free from mirror arrangement can help the driver during driving without any disturbance in viewing and also doesn’t require a separate reflector arrangement for projection to be projected. Due to this the setup can be cost effective. For the customization part of the HUD, we can directly use the touch screen infotainment system or the even the digital instrument cluster to customize the HUD layout.  Therefore, the factors to consider during the HUD setup and an idea to provide a customization to the HUD by the infotainment system is discussed in this paper.
利用Free from mirror技术实现极致的交互媒介,提升用户体验,并尝试打造可定制的平视显示器,在座舱内,使用户可以很好地优化数字指示器和导航,以达到一定的控制和约束。提供一个自由的镜子安排可以帮助司机在驾驶过程中没有任何干扰观看,也不需要一个单独的反射镜安排投影。因此,该设置具有成本效益。对于HUD的定制部分,我们可以直接使用触摸屏信息娱乐系统甚至数字仪表盘来定制HUD布局。因此,本文讨论了在HUD设置过程中需要考虑的因素以及信息娱乐系统对HUD进行定制的想法。
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引用次数: 0
Assessment of transfer learning models for grading of diabetic retinopathy 糖尿病视网膜病变分级的迁移学习模型评估
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.17
Sowmiya M, Banu Rekha B, Malar E
Diabetic retinopathy is a potentially mortal diabetic complication. The severity level of DR must be identified earlier to reduce the medical complications. Effective automated ways for identifying DR and classifying its severity stage are necessary to reduce the burden on ophthalmologists. Transfer learning methods are utilized to automatically grade the  severity of diabetic retinopathy in this study. The stages of DR are diagnosed using pretrained VGG16, Inception v3, and ResNet50 models on pre-processed retinal images of DDR dataset. Out of three implemented models, Inception v3 achieved higher validation accuracy of 76.47% and testing accuracy of 67% compared to VGG16 and ResNet50 models. This research contributes to the analysis of deep learning architectures for the creation of automated diabetic retinopathy stage diagnosis and grading
糖尿病视网膜病变是一种潜在的致命糖尿病并发症。必须及早发现DR的严重程度,以减少医学并发症。为了减轻眼科医生的负担,有必要采用有效的自动化方法识别DR并对其严重程度进行分级。本研究采用迁移学习方法对糖尿病视网膜病变的严重程度进行自动分级。在DDR数据集的预处理视网膜图像上,使用预训练的VGG16、Inception v3和ResNet50模型对DR的阶段进行诊断。在三个实现的模型中,与VGG16和ResNet50模型相比,Inception v3的验证准确率达到76.47%,测试准确率达到67%。这项研究有助于分析深度学习架构,用于创建自动糖尿病视网膜病变阶段诊断和分级
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引用次数: 0
Foot sens - foot pressure monitoring systems 足部传感器——足部压力监测系统
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.39
Rasheedha A, Santhosh B, A. N, Sandhiya A
Foot plantar strain is the tension field that acts between the foot and the help surface during regular locomotion and exercises. Data from such strains is significant in gait analysis and posture research for diagnosing lower appendage issues, footwear configuration, sport biomechanics, injury anticipation and give important understanding on the assortment of biomechanical and neurological problems, with treatment and prevention of wounds brought about by high foot pressure. The gadget will quantify the foot tension from FSR, force sensitive resistor sensors, placed on insole of the shoe. These sensors are associated with the Arduino UNO. It decides the foot pressure dissemination in genuine time that permits us to imagine and dissect the data. A uniquely designed programming is made by utilizing LabVIEW. This method can be a real-time checking framework utilizing the pressure visualization program. The patient's details can be taken care of in and are saved in this product and when executed, the strain information gathered is changed over into advanced pattern and a pedobarography is created. This framework gives incredible achievable oversight for wellbeing observation, injury counteraction, and athlete preparing. Plantar tension estimation framework offers the clinician a serious level of convey ability, allowing use among various clinical sites.
足底张力是指在常规运动和练习中,足部和辅助面之间的张力场。来自这些应变的数据在步态分析和姿态研究中具有重要意义,可用于诊断下附件问题,鞋类配置,运动生物力学,损伤预测,并对生物力学和神经问题的分类,以及高足压力带来的伤口的治疗和预防提供重要理解。这个小工具将量化脚的张力从FSR,力敏电阻传感器,放置在鞋垫。这些传感器与Arduino UNO相关联。它决定了足底压力的实时传播,使我们能够想象和剖析数据。利用LabVIEW进行了独特的编程设计。该方法可作为利用压力可视化程序的实时检测框架。患者的详细信息可以在该产品中得到照顾并保存,当执行时,收集的应变信息被转换为高级模式,并创建一个足部摄影。这个框架为健康观察、伤害对抗和运动员准备提供了难以置信的可实现的监督。足底张力估计框架为临床医生提供了一个严重的传达能力水平,允许在不同的临床地点使用。
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引用次数: 0
Eco-friendly natural dyes and their application on printing graphics 环保天然染料及其在图形印刷中的应用
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.15
Nivethra Selvaraj, Dr. R. Prathiba Devi
Natural dyes, which have been pushed to the background by synthetic colours over the past sixty years, have suddenly resurfaced as a source of consumer interest. This is because of the familiarity with potential dangers during the innovation of engineered colors which include utilization of petrochemical-based unrefined components and the brutal substance responses for their combination. The production of engineered colors is energy concentrated with unfriendly effect on climate adding to its contamination. A considerable lot of these colors, particularly the azo-based ones, are viewed as cancer-causing. A brief examination of natural colourants derived from plant sources, their sequence, and the component ingredients responsible for diverse shadings is provided in this foundation, its exercises and impact of various mordants on the tone is talked about. Various classes of mordants utilized for obsession of regular colouration on materials substrated, its instrument and plant sources are likewise examined.
天然染料,在过去的60年里被合成色素推到幕后,突然重新成为消费者兴趣的来源。这是因为在工程颜色的创新过程中,人们熟悉潜在的危险,包括使用基于石化的未精制成分以及它们组合时的残酷物质反应。工程色素的生产是能量集中的,对气候有不利影响,而且污染严重。相当多的这些颜色,尤其是偶氮基的,被认为是致癌物质。简要介绍了从植物中提取的天然着色剂,它们的顺序,以及产生不同色调的成分,并讨论了各种媒染剂对色调的影响。各种类型的媒染剂用于在基材上进行常规着色,其工具和植物来源也进行了研究。
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引用次数: 0
Performance analysis of microstrip patch antenna using binomial series expansion 二项级数展开微带贴片天线的性能分析
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.29
B. Tharini, R. Rajasudha, A. Kannammal
This paper proposes a single microstrip patch antenna (MPA) in the presence and absence of ground plane (GP) using binomial series expansion. The coefficients of binomial series expansion are employed. The proposed antenna is designed to serve for satellite service. The antenna is designed and simulation is performed by ADS software. The primary objective is to increase the directivity. FR4 substrate is used as the dielectric material. The performance measures like directivity, gain and efficiency are compared. The performance analysis of MPA residing and not residing on the GP is simulated and results are validated.
本文采用二项级数展开法,提出了一种有地平面和无地平面的单微带贴片天线。采用了二项式级数展开的系数。所建议的天线是为卫星服务而设计的。利用ADS软件对天线进行了设计和仿真。主要目标是增加指向性。采用FR4衬底作为介质材料。比较了指向性、增益和效率等性能指标。仿真分析了MPA驻留和不驻留在GP上的性能,并对结果进行了验证。
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引用次数: 0
Green Innovation, Pressure, Green Training, and Green Manufacturing: Empirical evidence from the Indian apparel export industry 绿色创新、压力、绿色培训与绿色制造:来自印度服装出口行业的经验证据
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.07
Sweta Jain, Jacob Joseph Kalapurackal
The fact that garment companies contribute to the fast declining environmental conditions in emerging nations and the dearth of sufficient studies that may assist manufacturing companies in reversing this trend, this empirical study of Indian garment manufacturing export units aims to investigate the relationships between Pressure, Green manufacturing, Green Training, and Green Innovation  Additionally, it investigates the mediating impacts of green innovation and green training while assessing the impact of Pressure on green manufacturing  The research data is collected by preparing questionnaires for garment manufacturing firms in Karnataka  Data was acquired by a survey method. Hypotheses were tested using Smart PLS 4.0. The findings indicate that green training, green innovation, and pressures significantly and positively impact green manufacturing. However, green innovation has the most significant impact, followed by green training and Pressure. According to the findings, there is a partial positive significant mediation of Pressure between Green training and GM, a partial positive significant mediation of green innovation between  Green training and GM, and a partial positive significant mediation of Pressure between Green innovation and Green Manufacturing. Furthermore, the R2 value of GM is high, exhibiting a 78.2% impact. The investigation results indicate that all the proposed hypotheses have been validated, which adds to the existing literature. The results of this empirical study, which is the first to examine the implications of Pressure, Green Training, and Green Innovation variables on adopting GM practices specifically for the Indian garment manufacturing export industry, will be equally helpful to researchers and practitioners to combat India's environmental problems.
鉴于服装公司对新兴国家环境状况的快速恶化起到了一定的作用,而且缺乏足够的研究来帮助制造公司扭转这一趋势,本文对印度服装制造出口单位进行了实证研究,旨在调查压力、绿色制造、绿色培训和绿色创新之间的关系。研究了绿色创新和绿色培训的中介作用,同时评估了压力对绿色制造的影响。研究数据是通过对卡纳塔克邦的服装制造企业准备问卷来收集的。使用Smart PLS 4.0对假设进行检验。研究结果表明,绿色培训、绿色创新和压力对绿色制造具有显著的正向影响。其中,绿色创新的影响最为显著,其次是绿色培训和压力。研究发现,压力在绿色培训与通用汽车之间存在偏正显著中介作用,绿色培训与通用汽车之间存在偏正显著中介作用,压力在绿色创新与绿色制造之间存在偏正显著中介作用。此外,GM的R2值较高,其影响为78.2%。调查结果表明,所有提出的假设都得到了验证,这是对现有文献的补充。这一实证研究的结果首次考察了压力、绿色培训和绿色创新变量对印度服装出口行业采用转基因实践的影响,对研究人员和从业者应对印度的环境问题同样有帮助。
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引用次数: 0
Data analysis and machine learning-based modeling for real-time production 数据分析和基于机器学习的实时生产建模
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.22
S. ChandraPrabha, S. Kantha Lakshmi
This article primarily focuses on data analysis and real time data modelling using linear regression and decision tree algorithm that might make revolutionary prediction on production data. Factual time data points include temperature, load, warning, on all the presented axis are the dependent parameters which be contingent on the changes in the autonomous paraments like load. Monitoring and innovative prediction is very much needed in industry as there are recurrent load changes that would create an data drift and in term of maintenance that could impact the production side as need of continues monitoring and control machine learning based approaches would work better on these real time production datasets.
本文主要关注使用线性回归和决策树算法进行数据分析和实时数据建模,这些算法可能会对生产数据进行革命性的预测。实际时间数据点包括温度、负荷、警告,在所有呈现的轴上都是依赖参数,这些参数取决于负荷等自主参数的变化。工业中非常需要监测和创新预测,因为反复出现的负荷变化会产生数据漂移,而维护方面可能会影响生产端,因为需要持续监测和控制,基于机器学习的方法在这些实时生产数据集上工作得更好。
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引用次数: 0
Performance analysis of RF substrate materials in ISM band antenna applications 射频基板材料在ISM波段天线中的性能分析
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.20
Kowsalya Ramasamy, Thiyagarajan Krishnan
The tremendous growth in wireless communication needs a compact, wideband, high gain, low-cost antennas for transmitting and receiving signals. This paper focused on the design of rectangular microstrip antenna for ISM Band with a resonant frequency of 2.45GHz. It also examines how the dielectric constant and thickness of substrates affecting the performance of antennas. Four different substrates FR4, Alumina, PTFE, and RT Duroid 5880 with 1.6mm and 0.8 mm thickness are considered in antenna performance comparison. The work is verified up to the simulation level in Advanced Design System (ADS) software. The S parameter simulation results are presented to compare the performance of antenna for various substrate materials.
无线通信的飞速发展需要一种紧凑、宽带、高增益、低成本的天线来传输和接收信号。本文主要研究了谐振频率为2.45GHz的ISM频段矩形微带天线的设计。它还研究了基材的介电常数和厚度如何影响天线的性能。采用厚度分别为1.6mm和0.8 mm的四种基片FR4、氧化铝、PTFE和RT Duroid 5880进行天线性能比较。该工作在先进设计系统(ADS)软件中得到了仿真验证。给出了S参数仿真结果,比较了不同衬底材料下天线的性能。
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引用次数: 0
Impact of selected macroeconomic variables on economic growth in Ethiopia: A time series analysis 选定宏观经济变量对埃塞俄比亚经济增长的影响:时间序列分析
Pub Date : 2023-06-06 DOI: 10.58414/scientifictemper.2023.14.2.47
S. Shah, Netsanet Gizaw
Our study examines the conventional wisdom that causality runs from selected macroeconomic variables to economic growth in Ethiopia. Time series data from 1975 to 2018 were used to determining short and long run relationship among variables. A Johansen’s Cointegration test was used to investigate the presence of long run equilibrium relationship between variables while the Vector Error Correction Model and Granger Causality were used to test the short and long run causality direction between variables. The data were derived from the National Bank of Ethiopia (2020) and World Bank report (2020). Findings reveal that domestic savings, capital formation, exchange rate and price inflation have a positive and significant impact on long-run growth, although they have an insignificant impact in the short run. The result of causality generated a bidirectional association running from trade openness and domestic saving to growth. Unidirectional causality is exhibited between the rest of the variables and economic growth. The estimated coefficient of error correction term was found -0.3751, showing that any deviations from long run equilibrium are corrected are at 37.51% annually and converge towards its long run steady state path. This indicates a signal that long run policy towards inspire selected macro variables has a significant impact on growth.    
我们的研究考察了从选定的宏观经济变量到埃塞俄比亚经济增长的因果关系的传统智慧。使用1975 - 2018年的时间序列数据来确定变量之间的短期和长期关系。采用约翰森协整检验检验变量之间是否存在长期均衡关系,采用向量误差修正模型和格兰杰因果关系检验变量之间的短期和长期因果关系方向。数据来源于埃塞俄比亚国家银行(2020年)和世界银行报告(2020年)。研究结果表明,国内储蓄、资本形成、汇率和价格通胀对长期增长具有显著的正向影响,尽管它们在短期内的影响不显著。因果关系的结果产生了从贸易开放、国内储蓄到经济增长的双向关联。其余变量与经济增长呈单向因果关系。误差修正项的估计系数为-0.3751,表明对长期均衡的任何偏离都以每年37.51%的速度修正,并向其长期稳态路径收敛。这表明了一个信号,即激励选定宏观变量的长期政策对经济增长有重大影响。
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引用次数: 0
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