首页 > 最新文献

AIMS Electronics and Electrical Engineering最新文献

英文 中文
Miniature glass-metal coaxial waveguide reactors for microwave-assisted liquid heating 用于微波辅助液体加热的微型玻璃金属同轴波导反应器
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023006
G. Sharma, G. Kouzaev
Microwave (MW) irradiation is recognized as an effective tool in industries related to pharmaceuticals, chemistry, nanoparticle synthesis, food, etc. In the hardware field, some research efforts are concentrated on creating miniature reactors using low-cost technologies aimed at on-demand chemistry or parallel synthesis of many drugs. This paper reports on the development and characterization of novel miniature chemical-resistant glass-metal coaxial reactors based on a modified Liebig condenser. It is composed of two concentric glass tubes, one for the central conductor carrying MW current, and the other for the copper-foiled cylinder surrounding the first pipe. The gap between them is filled with a liquid that is pumped and evacuated by using shielded thin inlet/outlet glass tubes, which are melted and opened into this cylindrical cavity. The reactor's geometry allows for the direct soldering of miniature MW SMA coaxial connectors of 50-Ω impedance. The developed components are studied analytically, numerically and experimentally. The frequency properties of reactors are measured with a network analyzer. The temperature trends are explored by using a variable high-power MW generator, power meters and temperature sensors. These reactors demonstrate their relative insensitivity toward variations in the permittivity of filling liquids in the range of $3.75 < varepsilon < 30$, as shown in simulations and measurements. They demonstrate the increase by two orders in the longitudinal modal penetration depth and a more homogeneous heating along reactors as compared to their hollow coaxial prototypes. These glass-metal miniature reactors can be used in on-demand continuous-flow accelerated liquid heating, chemistry and pharmacy.
微波辐射在制药、化学、纳米粒子合成、食品等行业被公认为是一种有效的工具。在硬件领域,一些研究工作集中在使用低成本技术制造微型反应器,旨在按需化学或平行合成许多药物。本文报道了基于改良李比希电容器的新型微型耐化学腐蚀玻璃-金属共轴反应器的研制与表征。它由两根同心玻璃管组成,一根用于中心导体承载毫瓦电流,另一根用于环绕第一根管的铜箔圆柱体。它们之间的间隙充满液体,通过使用屏蔽的薄入口/出口玻璃管泵送和排出,这些玻璃管熔化并打开到这个圆柱形腔中。反应器的几何形状允许直接焊接50-Ω阻抗的微型MW SMA同轴连接器。对所研制的元件进行了分析、数值和实验研究。用网络分析仪测量了电抗器的频率特性。利用可变大功率兆瓦发电机、功率计和温度传感器,探讨了温度变化趋势。模拟和测量结果表明,这些反应器对充注液体介电常数在$3.75 < varepsilon < 30$范围内的变化相对不敏感。他们证明了纵向模态穿透深度增加了两个数量级,并且与空心同轴原型相比,沿着反应堆的加热更加均匀。这些玻璃金属微型反应器可用于按需连续流加速液体加热,化学和制药。
{"title":"Miniature glass-metal coaxial waveguide reactors for microwave-assisted liquid heating","authors":"G. Sharma, G. Kouzaev","doi":"10.3934/electreng.2023006","DOIUrl":"https://doi.org/10.3934/electreng.2023006","url":null,"abstract":"Microwave (MW) irradiation is recognized as an effective tool in industries related to pharmaceuticals, chemistry, nanoparticle synthesis, food, etc. In the hardware field, some research efforts are concentrated on creating miniature reactors using low-cost technologies aimed at on-demand chemistry or parallel synthesis of many drugs. This paper reports on the development and characterization of novel miniature chemical-resistant glass-metal coaxial reactors based on a modified Liebig condenser. It is composed of two concentric glass tubes, one for the central conductor carrying MW current, and the other for the copper-foiled cylinder surrounding the first pipe. The gap between them is filled with a liquid that is pumped and evacuated by using shielded thin inlet/outlet glass tubes, which are melted and opened into this cylindrical cavity. The reactor's geometry allows for the direct soldering of miniature MW SMA coaxial connectors of 50-Ω impedance. The developed components are studied analytically, numerically and experimentally. The frequency properties of reactors are measured with a network analyzer. The temperature trends are explored by using a variable high-power MW generator, power meters and temperature sensors. These reactors demonstrate their relative insensitivity toward variations in the permittivity of filling liquids in the range of $3.75 < varepsilon < 30$, as shown in simulations and measurements. They demonstrate the increase by two orders in the longitudinal modal penetration depth and a more homogeneous heating along reactors as compared to their hollow coaxial prototypes. These glass-metal miniature reactors can be used in on-demand continuous-flow accelerated liquid heating, chemistry and pharmacy.","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70222440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Analysis of a low-profile, dual band patch antenna for wireless applications 一种用于无线应用的低姿态双频贴片天线的分析
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023010
M. Naveen Kumar, M. Venkata Narayana, G. Immadi, P. Satyanarayana, Ambati Navya
A dual-band google lens logo-based patch antenna with defected ground structure was designed at 5.3 GHz for wireless applications and 7.4 GHz for wi-fi application. The designed antenna consists of a rounded rectangular patch antenna with a partial ground structure fed by a 50 Ω microstrip line. A google lens shaped logo is subtracted from the rounded rectangular patch and some regular polygon shaped slots are subtracted from the ground plane to obtain good dual-band characteristics and better results in terms of gain, VSWR, and return loss. The proposed antenna has a measurement of 20 × 20 × 1.6 mm3 and provides wide impedance bandwidths of 0.23 GHz (5.17‒5.40 GHz) and 0.16 GHz (7.33–7.49 GHz) at center frequencies of 5.3 GHz and 7.4 GHz, respectively. The antenna was designed and simulated using an ANSYS Electronics Desktop. Fabrication of the antenna was obtained using chemical etching and the results were measured by using an MS2037C Anritsu combinational analyzer. The return loss characteristics for dual bands are -20.56 dB at 5.3 GHz and -19.17 dB at 7.4 GHz, respectively, with a VSWR < 2 at both the frequencies and a 4 dB gain is obtained.
设计了一种基于谷歌透镜标识的双频段贴片天线,该天线具有缺陷地结构,工作频率为5.3 GHz,用于无线应用,7.4 GHz用于wi-fi应用。所设计的天线由圆形矩形贴片天线和部分地结构组成,由50 Ω微带线馈电。在圆角矩形贴片上减去一个谷歌透镜形状的标志,在接地面上减去一些正多边形形状的槽,获得了良好的双带特性,在增益、驻波比和回波损耗方面取得了较好的效果。该天线的尺寸为20 × 20 × 1.6 mm3,在5.3 GHz和7.4 GHz的中心频率分别提供0.23 GHz (5.17-5.40 GHz)和0.16 GHz (7.33-7.49 GHz)的宽阻抗带宽。利用ANSYS电子桌面软件对天线进行了设计和仿真。采用化学刻蚀法制作天线,并用安立公司MS2037C组合分析仪对结果进行了测量。双频段回波损耗特性分别为-20.56 dB (5.3 GHz)和-19.17 dB (7.4 GHz),两个频率的驻波比均< 2,增益均为4 dB。
{"title":"Analysis of a low-profile, dual band patch antenna for wireless applications","authors":"M. Naveen Kumar, M. Venkata Narayana, G. Immadi, P. Satyanarayana, Ambati Navya","doi":"10.3934/electreng.2023010","DOIUrl":"https://doi.org/10.3934/electreng.2023010","url":null,"abstract":"A dual-band google lens logo-based patch antenna with defected ground structure was designed at 5.3 GHz for wireless applications and 7.4 GHz for wi-fi application. The designed antenna consists of a rounded rectangular patch antenna with a partial ground structure fed by a 50 Ω microstrip line. A google lens shaped logo is subtracted from the rounded rectangular patch and some regular polygon shaped slots are subtracted from the ground plane to obtain good dual-band characteristics and better results in terms of gain, VSWR, and return loss. The proposed antenna has a measurement of 20 × 20 × 1.6 mm3 and provides wide impedance bandwidths of 0.23 GHz (5.17‒5.40 GHz) and 0.16 GHz (7.33–7.49 GHz) at center frequencies of 5.3 GHz and 7.4 GHz, respectively. The antenna was designed and simulated using an ANSYS Electronics Desktop. Fabrication of the antenna was obtained using chemical etching and the results were measured by using an MS2037C Anritsu combinational analyzer. The return loss characteristics for dual bands are -20.56 dB at 5.3 GHz and -19.17 dB at 7.4 GHz, respectively, with a VSWR < 2 at both the frequencies and a 4 dB gain is obtained.","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70222992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Adaptive online auto-tuning using particle swarm optimized PI controller with time-variant approach for high accuracy and speed in dual active bridge converter 双有源桥式变换器采用粒子群优化PI控制器时变自适应在线自整定,提高了精度和速度
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023009
S. Ab-Ghani, H. Daniyal, A. Z. Ahmad, N. Jaalam, N. M. Saad, N. H. Ramlan, N. Bahari

Electric vehicles (EVs) are an emerging technology that contribute to reducing air pollution. This paper presents the development of a 200 kW DC charger for the vehicle to grid (V2G) application. The bidirectional dual active bridge (DAB) converter was the preferred fit for a high-power DC-DC conversion due its attractive features. A particle swarm optimization (PSO) algorithm was used to online auto-tune the optimal KP and KI value with minimize error voltage. Then, by concerning the controller with fixed gains have limitation in response during dynamic change, the PSO was improved to allow re-tuning and update the new KP and KI upon step changes or disturbances through a time-variant approach. The proposed controller, online auto-tuned PI using PSO with re-tuning (OPSO-PI-RT) and one-time (OPSO-PI-OT) execution were compared under desired output voltage step changes and load step changes in terms of steady-state error and dynamic performance. The OPSO-PI-RT method was a superior controller with 98.16% accuracy and faster controller with 85.28 s-1 average speed compared to OPSO-PI-OT using controller hardware-in-the-loop (CHIL) approach.

电动汽车(ev)是一项有助于减少空气污染的新兴技术。本文介绍了一种用于车辆到电网(V2G)应用的200kw直流充电器的研制。双向双有源桥式(DAB)变换器由于其诱人的特性而成为大功率DC-DC转换的首选。采用粒子群优化(PSO)算法在线自动调整误差电压最小的最优KP和KI值。然后,通过考虑具有固定增益的控制器在动态变化期间的响应限制,改进了粒子群,使其能够在阶跃变化或干扰时通过时变方法重新调整和更新新的KP和KI。在期望的输出电压阶跃变化和负载阶跃变化下,比较了所提出的控制器、使用PSO带重新调谐的在线自调谐PI (OPSO-PI-RT)和一次性(OPSO-PI-OT)在稳态误差和动态性能方面的变化。与采用控制器硬件在环(CHIL)方法的OPSO-PI-OT相比,OPSO-PI-RT方法的控制器精度为98.16%,平均速度为85.28 s-1。
{"title":"Adaptive online auto-tuning using particle swarm optimized PI controller with time-variant approach for high accuracy and speed in dual active bridge converter","authors":"S. Ab-Ghani, H. Daniyal, A. Z. Ahmad, N. Jaalam, N. M. Saad, N. H. Ramlan, N. Bahari","doi":"10.3934/electreng.2023009","DOIUrl":"https://doi.org/10.3934/electreng.2023009","url":null,"abstract":"<abstract> <p>Electric vehicles (EVs) are an emerging technology that contribute to reducing air pollution. This paper presents the development of a 200 kW DC charger for the vehicle to grid (V2G) application. The bidirectional dual active bridge (DAB) converter was the preferred fit for a high-power DC-DC conversion due its attractive features. A particle swarm optimization (PSO) algorithm was used to online auto-tune the optimal <italic>K<sub>P</sub></italic> and <italic>K<sub>I</sub></italic> value with minimize error voltage. Then, by concerning the controller with fixed gains have limitation in response during dynamic change, the PSO was improved to allow re-tuning and update the new <italic>K<sub>P</sub></italic> and <italic>K<sub>I</sub></italic> upon step changes or disturbances through a time-variant approach. The proposed controller, online auto-tuned PI using PSO with re-tuning (OPSO-PI-RT) and one-time (OPSO-PI-OT) execution were compared under desired output voltage step changes and load step changes in terms of steady-state error and dynamic performance. The OPSO-PI-RT method was a superior controller with 98.16% accuracy and faster controller with 85.28 s<sup>-1</sup> average speed compared to OPSO-PI-OT using controller hardware-in-the-loop (CHIL) approach.</p> </abstract>","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70222977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of diabetic patients in Iraq using binary dragonfly algorithm with long-short term memory neural network 长短期记忆神经网络二元蜻蜓算法预测伊拉克糖尿病患者
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023013
Zaineb M. Alhakeem, Heba Hakim, Ola A. Hasan, Asif Ali Laghari, Awais Khan Jumani, Mohammed Nabil Jasm

Over the past 20 years, there has been a surge of diabetes cases in Iraq. Blood tests administered in the absence of professional medical judgment have allowed for the early detection of diabetes, which will fasten disease detection and lower medical costs. This work focuses on the use of a Long-Short Term Memory (LSTM) neural network for diabetes classification in Iraq. Some medical tests and body features were used as classification features. The most relevant features were selected using the Binary Dragon Fly Algorithm (BDA) Binary version of the selection method because the features either selected or not. To reduce the number of features that are used in prediction, features without effects will be eliminated. This effects the classification accuracy, which is very important in both the computation time of the method and the cost of medical test that the individual will take during annual check ups.This work found out that among 11 features, only five features are most relevant to the disease. These features provide a classification accuracy up to 98% among three classes: diabetic, non diabetic and pre-diabetic.

<abstract>< >在过去的20年里,伊拉克的糖尿病病例激增。在没有专业医学判断的情况下进行血液检查,可以早期发现糖尿病,这将加快疾病的检测,降低医疗费用。这项工作的重点是在伊拉克使用长短期记忆(LSTM)神经网络进行糖尿病分类。一些医学试验和身体特征作为分类特征。使用二进制蜻蜓算法(Binary Dragon Fly Algorithm, BDA)选择最相关的特征,因为特征要么被选中,要么没有被选中。为了减少预测中使用的特征数量,将消除没有影响的特征。这影响了分类的准确性,这对该方法的计算时间和个人在年度检查时进行的医学检查的成本都非常重要。这项工作发现,在11个特征中,只有5个特征与疾病最相关。这些特征在糖尿病、非糖尿病和糖尿病前期三种类型中提供了高达98%的分类准确率。
{"title":"Prediction of diabetic patients in Iraq using binary dragonfly algorithm with long-short term memory neural network","authors":"Zaineb M. Alhakeem, Heba Hakim, Ola A. Hasan, Asif Ali Laghari, Awais Khan Jumani, Mohammed Nabil Jasm","doi":"10.3934/electreng.2023013","DOIUrl":"https://doi.org/10.3934/electreng.2023013","url":null,"abstract":"<abstract><p>Over the past 20 years, there has been a surge of diabetes cases in Iraq. Blood tests administered in the absence of professional medical judgment have allowed for the early detection of diabetes, which will fasten disease detection and lower medical costs. This work focuses on the use of a Long-Short Term Memory (LSTM) neural network for diabetes classification in Iraq. Some medical tests and body features were used as classification features. The most relevant features were selected using the Binary Dragon Fly Algorithm (BDA) Binary version of the selection method because the features either selected or not. To reduce the number of features that are used in prediction, features without effects will be eliminated. This effects the classification accuracy, which is very important in both the computation time of the method and the cost of medical test that the individual will take during annual check ups.This work found out that among 11 features, only five features are most relevant to the disease. These features provide a classification accuracy up to 98% among three classes: diabetic, non diabetic and pre-diabetic.</p></abstract>","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"272 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135501668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analytical model of subthreshold swing in junctionless gate-all-around (GAA) FET with ferroelectric 铁电无结栅极全能场效应管(GAA)亚阈值摆动分析模型
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023017
Hakkee Jung

An analytical SS model is presented to observe the subthreshold swing (SS) of a junctionless gate-all-around (GAA) FET with ferroelectric in this paper. For the gate structure, a multilayer structure of metal-ferroelectric-metal-insulator-semiconductor (MFMIS) was used, and the SS was calculated in $15 leqslant {P_r} leqslant 30,mu C/c{m^2}$ and $0.8 leqslant {E_c} leqslant 1.5,MV/cm$, which are the ranges of remanent polarization and coercive field suggested in various experiments in the case of HZO as the ferroelectric material. It was found that the SSs from the presented analytical SS model agree well with those derived from the relationship between drain current and gate voltage using a 2D potential distribution in the range of device parameters used for simulation. As a result of analyzing the SS of the junctionless GAA FET with ferroelectric using the analytical SS model presented in this paper, the SS decreased because the voltage across the inner gate decreased when the ferroelectric thickness increased. It was observed that the condition of SS &lt; 60 mV/dec was sufficiently obtained according to changes in device parameters such as channel length, channel radius and ferroelectric thickness, and that the SS maintained a constant value according to the ratio of remanent polarization and coercive field Pr/Ec. As Pr/Ec increases, the SS increases as the ferroelectric capacitance increases. As the channel length becomes smaller, the change in SS according to Pr/Ec is more severe.

本文提出了一种用于观察铁电无结栅极全畴场效应管(GAA)亚阈值摆幅(SS)的解析SS模型。栅极结构采用金属-铁电-金属-绝缘体-半导体(MFMIS)多层结构,SS计算公式为$15 leqslant {P_r} leqslant 30,mu C/c{m^2}$和$0.8 leqslant {E_c} leqslant 1.5,MV/cm$,即以HZO为铁电材料时各种实验提出的剩余极化和矫顽力场范围。结果表明,在模拟器件参数范围内,利用二维电势分布得到的漏极电流和栅极电压之间的关系与本文所提出的解析式SS模型的SS值吻合得很好。利用本文提出的解析SS模型对无结GAA铁电场效应管的SS进行了分析,结果表明,随着铁电厚度的增加,内栅极上的电压减小,SS减小。观察到SS &lt;根据沟道长度、沟道半径、铁电厚度等器件参数的变化,充分得到60 mV/dec,并根据剩余极化与矫顽力场&lt;italic&gt; &lt;/italic&gt;&lt;sub&gt;&lt;;italic&gt; &lt;/italic&gt;&lt;/sub&gt;/&lt;italic&gt;E&lt;/italic&gt;&lt;;italic&gt;c&lt;/italic&gt;;&lt;/italic&gt;&lt;sub&gt;&lt; &lt;/italic&gt;&lt;/sub&gt; &lt;/italic&gt;&lt;/ italic&gt;&lt;增大时,SS随铁电容量增大而增大。随着通道长度的减小,SS的变化根据&lt;italic&gt;P&lt;/italic&gt;&lt;sub&gt;&lt; /italic&gt;&lt;/sub&gt;/ italic&gt;&lt;/ italic&gt;&lt;/ italic&gt;&lt;更严重。&lt;/p&gt;&lt;/abstract&gt;
{"title":"Analytical model of subthreshold swing in junctionless gate-all-around (GAA) FET with ferroelectric","authors":"Hakkee Jung","doi":"10.3934/electreng.2023017","DOIUrl":"https://doi.org/10.3934/electreng.2023017","url":null,"abstract":"<abstract><p>An analytical SS model is presented to observe the subthreshold swing (SS) of a junctionless gate-all-around (GAA) FET with ferroelectric in this paper. For the gate structure, a multilayer structure of metal-ferroelectric-metal-insulator-semiconductor (MFMIS) was used, and the SS was calculated in $15 leqslant {P_r} leqslant 30,mu C/c{m^2}$ and $0.8 leqslant {E_c} leqslant 1.5,MV/cm$, which are the ranges of remanent polarization and coercive field suggested in various experiments in the case of HZO as the ferroelectric material. It was found that the SSs from the presented analytical SS model agree well with those derived from the relationship between drain current and gate voltage using a 2D potential distribution in the range of device parameters used for simulation. As a result of analyzing the SS of the junctionless GAA FET with ferroelectric using the analytical SS model presented in this paper, the SS decreased because the voltage across the inner gate decreased when the ferroelectric thickness increased. It was observed that the condition of SS &amp;lt; 60 mV/dec was sufficiently obtained according to changes in device parameters such as channel length, channel radius and ferroelectric thickness, and that the SS maintained a constant value according to the ratio of remanent polarization and coercive field <italic>P</italic><sub><italic>r</italic></sub>/<italic>E</italic><sub><italic>c</italic></sub>. As <italic>P</italic><sub><italic>r</italic></sub>/<italic>E</italic><sub><italic>c</italic></sub> increases, the SS increases as the ferroelectric capacitance increases. As the channel length becomes smaller, the change in SS according to <italic>P</italic><sub><italic>r</italic></sub>/<italic>E</italic><sub><italic>c</italic></sub> is more severe.</p></abstract>","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135051997","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the challenges and opportunities of image processing and sensor fusion in autonomous vehicles: A comprehensive review 探索自动驾驶汽车中图像处理和传感器融合的挑战和机遇:综合综述
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023016
Deven Nahata, Kareem Othman

Autonomous vehicles are at the forefront of future transportation solutions, but their success hinges on reliable perception. This review paper surveys image processing and sensor fusion techniques vital for ensuring vehicle safety and efficiency. The paper focuses on object detection, recognition, tracking, and scene comprehension via computer vision and machine learning methodologies. In addition, the paper explores challenges within the field, such as robustness in adverse weather conditions, the demand for real-time processing, and the integration of complex sensor data. Furthermore, we examine localization techniques specific to autonomous vehicles. The results show that while substantial progress has been made in each subfield, there are persistent limitations. These include a shortage of comprehensive large-scale testing, the absence of diverse and robust datasets, and occasional inaccuracies in certain studies. These issues impede the seamless deployment of this technology in real-world scenarios. This comprehensive literature review contributes to a deeper understanding of the current state and future directions of image processing and sensor fusion in autonomous vehicles, aiding researchers and practitioners in advancing the development of reliable autonomous driving systems.

& lt; abstract>自动驾驶汽车是未来交通解决方案的前沿,但它们的成功取决于可靠的感知能力。本文综述了图像处理和传感器融合技术对保证车辆安全和效率的重要性。本文主要关注通过计算机视觉和机器学习方法进行目标检测、识别、跟踪和场景理解。此外,本文还探讨了该领域面临的挑战,例如恶劣天气条件下的鲁棒性、对实时处理的需求以及复杂传感器数据的集成。此外,我们还研究了针对自动驾驶汽车的定位技术。结果表明,虽然在每个子领域都取得了实质性进展,但仍然存在局限性。这些问题包括缺乏全面的大规模测试,缺乏多样化和可靠的数据集,以及某些研究中偶尔出现的不准确。这些问题阻碍了该技术在现实场景中的无缝部署。这篇全面的文献综述有助于更深入地了解自动驾驶汽车图像处理和传感器融合的现状和未来方向,帮助研究人员和从业人员推进可靠的自动驾驶系统的开发。& lt; / abstract>
{"title":"Exploring the challenges and opportunities of image processing and sensor fusion in autonomous vehicles: A comprehensive review","authors":"Deven Nahata, Kareem Othman","doi":"10.3934/electreng.2023016","DOIUrl":"https://doi.org/10.3934/electreng.2023016","url":null,"abstract":"<abstract> <p>Autonomous vehicles are at the forefront of future transportation solutions, but their success hinges on reliable perception. This review paper surveys image processing and sensor fusion techniques vital for ensuring vehicle safety and efficiency. The paper focuses on object detection, recognition, tracking, and scene comprehension via computer vision and machine learning methodologies. In addition, the paper explores challenges within the field, such as robustness in adverse weather conditions, the demand for real-time processing, and the integration of complex sensor data. Furthermore, we examine localization techniques specific to autonomous vehicles. The results show that while substantial progress has been made in each subfield, there are persistent limitations. These include a shortage of comprehensive large-scale testing, the absence of diverse and robust datasets, and occasional inaccuracies in certain studies. These issues impede the seamless deployment of this technology in real-world scenarios. This comprehensive literature review contributes to a deeper understanding of the current state and future directions of image processing and sensor fusion in autonomous vehicles, aiding researchers and practitioners in advancing the development of reliable autonomous driving systems.</p> </abstract>","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135051556","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analog interface based on capacitance multiplier for capacitive sensors and application to evaluate the quality of oils 基于电容乘法器的电容传感器模拟接口及其在油品质量评价中的应用
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023015
Vasileios Delimaras, Kyriakos Tsiakmakis, Argyrios T. Hatzopoulos

Currently, interdigital capacitive (IDC) sensors are widely used in science, industry and technology. To measure the changes in capacitance in these sensors, many methods such as differentiation, phase delay between two signals, capacitor charging/discharging, oscillators and switching circuits have been proposed. These techniques often use high frequencies and high complexity to measure small capacitance changes of fF or aF with high sensitivity. An analog interface based on a capacitance multiplier for capacitive sensors is presented. This study includes analysis of the interface error factors, such as the error due to the components of the capacitance multiplier, parasitic capacitances, transient effects and non-ideal parameters of OpAmp. A design approach based on an IDC sensor to measure the quality of edible oils is presented and implemented. The quality relates to the total polar compounds (TPC) and consequently to relative electrical permittivity begin{document}$ {varepsilon }_{r} $end{document} of the oils. A measurement system has been implemented to measure the capacitance of the IDC sensor, which depended on begin{document}$ {varepsilon }_{r} $end{document}. The simulation and experimental results showed that, for a capacitance multiplication factor equal to 1000, changes of 3.3 µs/100 fF can be achieved with an acceptable level of noise, which can be easily measured by a microcontroller.

<abstract><p>Currently, interdigital capacitive (IDC) sensors are widely used in science, industry and technology. To measure the changes in capacitance in these sensors, many methods such as differentiation, phase delay between two signals, capacitor charging/discharging, oscillators and switching circuits have been proposed. These techniques often use high frequencies and high complexity to measure small capacitance changes of fF or aF with high sensitivity. An analog interface based on a capacitance multiplier for capacitive sensors is presented. This study includes analysis of the interface error factors, such as the error due to the components of the capacitance multiplier, parasitic capacitances, transient effects and non-ideal parameters of OpAmp. A design approach based on an IDC sensor to measure the quality of edible oils is presented and implemented. The quality relates to the total polar compounds (TPC) and consequently to relative electrical permittivity <inline-formula><tex-math id="M1">begin{document}$ {varepsilon }_{r} $end{document}</tex-math></inline-formula> of the oils. A measurement system has been implemented to measure the capacitance of the IDC sensor, which depended on <inline-formula><tex-math id="M2">begin{document}$ {varepsilon }_{r} $end{document}</tex-math></inline-formula>. The simulation and experimental results showed that, for a capacitance multiplication factor equal to 1000, changes of 3.3 µs/100 fF can be achieved with an acceptable level of noise, which can be easily measured by a microcontroller.</p></abstract>
{"title":"Analog interface based on capacitance multiplier for capacitive sensors and application to evaluate the quality of oils","authors":"Vasileios Delimaras, Kyriakos Tsiakmakis, Argyrios T. Hatzopoulos","doi":"10.3934/electreng.2023015","DOIUrl":"https://doi.org/10.3934/electreng.2023015","url":null,"abstract":"<abstract><p>Currently, interdigital capacitive (IDC) sensors are widely used in science, industry and technology. To measure the changes in capacitance in these sensors, many methods such as differentiation, phase delay between two signals, capacitor charging/discharging, oscillators and switching circuits have been proposed. These techniques often use high frequencies and high complexity to measure small capacitance changes of fF or aF with high sensitivity. An analog interface based on a capacitance multiplier for capacitive sensors is presented. This study includes analysis of the interface error factors, such as the error due to the components of the capacitance multiplier, parasitic capacitances, transient effects and non-ideal parameters of OpAmp. A design approach based on an IDC sensor to measure the quality of edible oils is presented and implemented. The quality relates to the total polar compounds (TPC) and consequently to relative electrical permittivity <inline-formula><tex-math id=\"M1\">begin{document}$ {varepsilon }_{r} $end{document}</tex-math></inline-formula> of the oils. A measurement system has been implemented to measure the capacitance of the IDC sensor, which depended on <inline-formula><tex-math id=\"M2\">begin{document}$ {varepsilon }_{r} $end{document}</tex-math></inline-formula>. The simulation and experimental results showed that, for a capacitance multiplication factor equal to 1000, changes of 3.3 µs/100 fF can be achieved with an acceptable level of noise, which can be easily measured by a microcontroller.</p></abstract>","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"52 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136373370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modulation classification analysis of CNN model for wireless communication systems 无线通信系统CNN模型的调制分类分析
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023018
K Tamizhelakkiya, Sabitha Gauni, Prabhu Chandhar

Modulation classification (MC) is a critical task in wireless communication systems, enabling the identification of the modulation class in the received signals. In this paper, we analyzed a novel multi-layer convolutional neural network (CNN) to extract hierarchical features directly from the raw baseband samples. Moreover, we compared the training and testing accuracy of the CNN model for various decimation rates, input sample size and the number of convolutional layers. The results showed that the three-layer CNN model provided better classification accuracy with less computation cost. Furthermore, we observed that the MC performance of the proposed CNN model was better than the other deep learning (DL) and cumulant-based models.

调制分类(MC)是无线通信系统中的一项关键任务,它能够识别接收信号中的调制类别。在本文中,我们分析了一种新的多层卷积神经网络(CNN),直接从原始基带样本中提取层次特征。此外,我们比较了CNN模型在不同抽取率、输入样本量和卷积层数下的训练和测试精度。结果表明,三层CNN模型具有较好的分类精度和较低的计算成本。此外,我们观察到所提出的CNN模型的MC性能优于其他深度学习(DL)和基于累积量的模型。</p></abstract>
{"title":"Modulation classification analysis of CNN model for wireless communication systems","authors":"K Tamizhelakkiya, Sabitha Gauni, Prabhu Chandhar","doi":"10.3934/electreng.2023018","DOIUrl":"https://doi.org/10.3934/electreng.2023018","url":null,"abstract":"<abstract><p>Modulation classification (MC) is a critical task in wireless communication systems, enabling the identification of the modulation class in the received signals. In this paper, we analyzed a novel multi-layer convolutional neural network (CNN) to extract hierarchical features directly from the raw baseband samples. Moreover, we compared the training and testing accuracy of the CNN model for various decimation rates, input sample size and the number of convolutional layers. The results showed that the three-layer CNN model provided better classification accuracy with less computation cost. Furthermore, we observed that the MC performance of the proposed CNN model was better than the other deep learning (DL) and cumulant-based models.</p></abstract>","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"158 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135107540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Adaptive PID sliding mode control based on new Quasi-sliding mode and radial basis function neural network for Omni-directional mobile robot 基于新型准滑模和径向基函数神经网络的全向移动机器人自适应PID滑模控制
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023007
Thanh Tung Pham, C. Nguyen
This article designs a PID sliding mode controller based on new Quasi-sliding mode (PID-SMC-NQ) and radial basis function neural network (RBFNN) for Omni-directional mobile robot. This is holonomic vehicles that can perform translational and rotational motions independently and simultaneously. The PID-SMC is designed to ensure that the robot's actual trajectory follows the desired in a finite time with the error converges to zero. To decrease chattering phenomena around the sliding surface, in the controller robust term, this paper uses the tanh (hyperbolic tangent) function, so called the new Quasi-sliding mode function, instead of the switch function. The RBFNN is used to approximate the nonlinear component in the PID-SMC-NQ controller. The RBFNN is considered as an adaptive controller. The weights of the network are trained online due to the feedback from output signals of the robot using the Gradient Descent algorithm. The stability of the system is proven by Lyapunov's theory. Simulation results in MATLAB/Simulink show the effectiveness of the proposed controller, the actual response of the robot converges to the reference with the rising time reaches 307.711 ms, 364.192 ms in the x-coordinate in the two-dimensional movement of the robot, the steady-state error is 0.0018 m and 0.00007 m, the overshoot is 0.13% and 0.1% in the y-coordinate, and the chattering phenomena is reduced.
针对全向移动机器人,设计了一种基于新型准滑模(PID- smc - nq)和径向基函数神经网络(RBFNN)的PID滑模控制器。这是一种完整的飞行器,可以独立地同时进行平移和旋转运动。PID-SMC的设计是为了保证机器人的实际轨迹在有限时间内遵循期望轨迹,并且误差收敛于零。为了减少滑模表面周围的抖振现象,本文在控制器鲁棒项中使用了tanh(双曲正切)函数,即新的准滑模函数来代替开关函数。利用RBFNN对PID-SMC-NQ控制器中的非线性分量进行逼近。RBFNN被认为是一种自适应控制器。基于机器人输出信号的反馈,利用梯度下降算法在线训练网络的权值。用李亚普诺夫理论证明了系统的稳定性。在MATLAB/Simulink中的仿真结果表明了所提控制器的有效性,机器人的实际响应随上升时间向参考点收敛,在机器人的二维运动中,在x坐标上的响应随上升时间分别达到307.711 ms、364.192 ms,稳态误差分别为0.0018 m和0.00007 m,在y坐标上的超调量分别为0.13%和0.1%,抖振现象减少。
{"title":"Adaptive PID sliding mode control based on new Quasi-sliding mode and radial basis function neural network for Omni-directional mobile robot","authors":"Thanh Tung Pham, C. Nguyen","doi":"10.3934/electreng.2023007","DOIUrl":"https://doi.org/10.3934/electreng.2023007","url":null,"abstract":"This article designs a PID sliding mode controller based on new Quasi-sliding mode (PID-SMC-NQ) and radial basis function neural network (RBFNN) for Omni-directional mobile robot. This is holonomic vehicles that can perform translational and rotational motions independently and simultaneously. The PID-SMC is designed to ensure that the robot's actual trajectory follows the desired in a finite time with the error converges to zero. To decrease chattering phenomena around the sliding surface, in the controller robust term, this paper uses the tanh (hyperbolic tangent) function, so called the new Quasi-sliding mode function, instead of the switch function. The RBFNN is used to approximate the nonlinear component in the PID-SMC-NQ controller. The RBFNN is considered as an adaptive controller. The weights of the network are trained online due to the feedback from output signals of the robot using the Gradient Descent algorithm. The stability of the system is proven by Lyapunov's theory. Simulation results in MATLAB/Simulink show the effectiveness of the proposed controller, the actual response of the robot converges to the reference with the rising time reaches 307.711 ms, 364.192 ms in the x-coordinate in the two-dimensional movement of the robot, the steady-state error is 0.0018 m and 0.00007 m, the overshoot is 0.13% and 0.1% in the y-coordinate, and the chattering phenomena is reduced.","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70222924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A novel mine blast optimization algorithm (MBOA) based MPPT controlling for grid-PV systems 基于MPPT控制的并网光伏系统矿井爆破优化算法(MBOA)
Q3 Engineering Pub Date : 2023-01-01 DOI: 10.3934/electreng.2023008
I. Naidu, S. Srikanth, A. Siva sarapakara Rao, Adabala Venkatanarayana
One of the most important areas in today's world is meeting the energy needs of various resources provided by nature. The advantages of renewable energy sources for many application sectors have attracted a lot of attention. The majority of grid-based enterprises use solar photovoltaic (PV) systems to collect sunlight as a reliable energy source. Due to solar PV's simple accessibility and efficient panel design, it is widely used in a variety of application scenarios. By employing the Maximum Power Point Tracking (MPPT) technique, the PV modules can typically operate at their best rate and draw the most power possible from the solar system. Some hybrid control mechanisms are utilized in solar PV systems in traditional works, which has limitations on the problems of increased time consumption, decreased efficiency, and increased THD. Thus, a new Mine Blast Optimization Algorithm (MBOA) based MPPT controlling model is developed to maximize the electrical energy produced by the PV panels under a different climatic situations. Also, an interleaved Luo DC-DC converter is used to significantly improve the output voltage of a PV system with a lower switching frequency. A sophisticated converter and regulating models are being created to effectively meet the energy demand of grid systems. The voltage source inverter is used to lower the level of harmonics and ensure the grid systems' power quality. Various performance indicators are applied to assess the simulation and comparative results of the proposed MBOA-MPPT controlling technique integrated with an interleaved Luo converter.
当今世界最重要的领域之一是满足大自然提供的各种资源的能源需求。可再生能源在许多应用领域的优势引起了人们的广泛关注。大多数基于电网的企业使用太阳能光伏(PV)系统收集阳光作为可靠的能源。太阳能光伏由于其简单的可及性和高效的面板设计,被广泛应用于各种应用场景。通过采用最大功率点跟踪(MPPT)技术,光伏模块通常可以以最佳速率运行,并从太阳能系统中获取最大的功率。传统工程中太阳能光伏系统采用了一些混合控制机构,存在耗时大、效率低、THD增大等问题。为此,提出了一种新的基于矿井爆破优化算法(MBOA)的MPPT控制模型,以实现不同气候条件下光伏板发电量的最大化。此外,采用交错Luo DC-DC变换器可以显著提高开关频率较低的光伏系统的输出电压。为了有效地满足电网系统的能源需求,一种复杂的变流器和调节模型正在被创造出来。电压源逆变器的作用是降低电网的谐波水平,保证电网的电能质量。采用各种性能指标来评估与交错罗变换器集成的MBOA-MPPT控制技术的仿真和比较结果。
{"title":"A novel mine blast optimization algorithm (MBOA) based MPPT controlling for grid-PV systems","authors":"I. Naidu, S. Srikanth, A. Siva sarapakara Rao, Adabala Venkatanarayana","doi":"10.3934/electreng.2023008","DOIUrl":"https://doi.org/10.3934/electreng.2023008","url":null,"abstract":"One of the most important areas in today's world is meeting the energy needs of various resources provided by nature. The advantages of renewable energy sources for many application sectors have attracted a lot of attention. The majority of grid-based enterprises use solar photovoltaic (PV) systems to collect sunlight as a reliable energy source. Due to solar PV's simple accessibility and efficient panel design, it is widely used in a variety of application scenarios. By employing the Maximum Power Point Tracking (MPPT) technique, the PV modules can typically operate at their best rate and draw the most power possible from the solar system. Some hybrid control mechanisms are utilized in solar PV systems in traditional works, which has limitations on the problems of increased time consumption, decreased efficiency, and increased THD. Thus, a new Mine Blast Optimization Algorithm (MBOA) based MPPT controlling model is developed to maximize the electrical energy produced by the PV panels under a different climatic situations. Also, an interleaved Luo DC-DC converter is used to significantly improve the output voltage of a PV system with a lower switching frequency. A sophisticated converter and regulating models are being created to effectively meet the energy demand of grid systems. The voltage source inverter is used to lower the level of harmonics and ensure the grid systems' power quality. Various performance indicators are applied to assess the simulation and comparative results of the proposed MBOA-MPPT controlling technique integrated with an interleaved Luo converter.","PeriodicalId":36329,"journal":{"name":"AIMS Electronics and Electrical Engineering","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70222965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
期刊
AIMS Electronics and Electrical Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1